msptest.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "sys.path.append('ms2ldaviz/lda/code')\n",
    "sys.path.append('ms2ldaviz/ms2ldaviz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ms2lda_feature_extraction import MakeBinnedFeatures, LoadMSP\n",
    "from lda import VariationalLDA\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "loader = LoadMSP(min_ms1_intensity = 0.0,\n",
    "                 min_ms2_intensity = 85,\n",
    "                 mz_tol=5,\n",
    "                 rt_tol=10,\n",
    "                 peaklist=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "ms2_file = 'MSMS-GNPS-Curated-Pos-MfKit.msp'\n",
    "K = 300\n",
    "n_its = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filtering MS2 on intensity\n",
      "2608 MS2 remaining\n"
     ]
    }
   ],
   "source": [
    "ms1, ms2, metadata = loader.load_spectra([ms2_file])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1903 documents\n",
      "After removing empty words, 2196 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": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 2196 unique words\n",
      "Object created with 1903 documents\n",
      "Normalising intensities\n",
      "Initialising\n",
      "Starting iterations\n",
      "Iteration 0 (change = 185.059821701) (2.265316 seconds, I think I'll finish in 37.7552666667 minutes). Alpha: (2.62253451293,2.88518841158)\n",
      "Iteration 1 (change = 58.954061966) (2.411535 seconds, I think I'll finish in 40.15205775 minutes). Alpha: (2.60976831956,2.88855093148)\n",
      "Iteration 2 (change = 76.5080582619) (1.528646 seconds, I think I'll finish in 25.4264784667 minutes). Alpha: (1.75182828447,1.931141527)\n",
      "Iteration 3 (change = 110.014874749) (4.210338 seconds, I think I'll finish in 69.9617831 minutes). Alpha: (0.908808888305,0.994103845991)\n",
      "Iteration 4 (change = 157.408785593) (15.20407 seconds, I think I'll finish in 252.387562 minutes). Alpha: (0.436014719172,0.475013005161)\n",
      "Iteration 5 (change = 189.002349117) (21.619229 seconds, I think I'll finish in 358.518880917 minutes). Alpha: (0.224750606731,0.247364472664)\n",
      "Iteration 6 (change = 173.092555216) (4.141456 seconds, I think I'll finish in 68.6101210667 minutes). Alpha: (0.13398657461,0.147405871933)\n",
      "Iteration 7 (change = 124.993223311) (2.045336 seconds, I think I'll finish in 33.8503108 minutes). Alpha: (0.0899789687073,0.0985439681677)\n",
      "Iteration 8 (change = 80.7251040971) (1.578267 seconds, I think I'll finish in 26.0940144 minutes). Alpha: (0.0653676823616,0.0712840291303)\n",
      "Iteration 9 (change = 50.7829049486) (1.419044 seconds, I think I'll finish in 23.4378767333 minutes). Alpha: (0.0503271817724,0.0547168756004)\n",
      "Iteration 10 (change = 32.9054246324) (1.3795 seconds, I think I'll finish in 22.76175 minutes). Alpha: (0.0404679749117,0.0439080497219)\n",
      "Iteration 11 (change = 21.7956056999) (1.356327 seconds, I think I'll finish in 22.35679005 minutes). Alpha: (0.0336180531401,0.0364925013053)\n",
      "Iteration 12 (change = 15.0156193168) (1.364928 seconds, I think I'll finish in 22.4758144 minutes). Alpha: (0.0286214153417,0.0313098492647)\n",
      "Iteration 13 (change = 11.087536902) (1.343813 seconds, I think I'll finish in 22.10572385 minutes). Alpha: (0.0248323871356,0.0273968262361)\n",
      "Iteration 14 (change = 8.12568894038) (1.313168 seconds, I think I'll finish in 21.5797274667 minutes). Alpha: (0.0218704946346,0.0243350295151)\n",
      "Iteration 15 (change = 6.16187663407) (1.348283 seconds, I think I'll finish in 22.1343125833 minutes). Alpha: (0.0194713845274,0.0218801375683)\n",
      "Iteration 16 (change = 5.24304533174) (1.335916 seconds, I think I'll finish in 21.9090224 minutes). Alpha: (0.017511683219,0.0198720754557)\n",
      "Iteration 17 (change = 4.38340583376) (1.330346 seconds, I think I'll finish in 21.7955019667 minutes). Alpha: (0.0158855738849,0.0182018076663)\n",
      "Iteration 18 (change = 3.54228586113) (1.354067 seconds, I think I'll finish in 22.1615632333 minutes). Alpha: (0.0145166583168,0.0167926793765)\n",
      "Iteration 19 (change = 2.96399042212) (1.35703 seconds, I think I'll finish in 22.1874405 minutes). Alpha: (0.0133499057363,0.0155893192975)\n",
      "Iteration 20 (change = 2.5911473049) (1.332126 seconds, I think I'll finish in 21.758058 minutes). Alpha: (0.012344732681,0.0145507887231)\n",
      "Iteration 21 (change = 2.38000730664) (1.339827 seconds, I think I'll finish in 21.86151055 minutes). Alpha: (0.0114705914849,0.0136461984834)\n",
      "Iteration 22 (change = 2.11568464531) (1.334556 seconds, I think I'll finish in 21.7532628 minutes). Alpha: (0.0107040747664,0.0128518274128)\n",
      "Iteration 23 (change = 1.75244075278) (1.320823 seconds, I think I'll finish in 21.5074011833 minutes). Alpha: (0.0100269623029,0.0121491741694)\n",
      "Iteration 24 (change = 1.62744876888) (1.329235 seconds, I think I'll finish in 21.6222226667 minutes). Alpha: (0.0094248712643,0.0115236067395)\n",
      "Iteration 25 (change = 1.52374225999) (1.31696 seconds, I think I'll finish in 21.4006 minutes). Alpha: (0.00888380584721,0.010963407683)\n",
      "Iteration 26 (change = 1.31637242023) (1.324444 seconds, I think I'll finish in 21.5001409333 minutes). Alpha: (0.00839522715149,0.0104590897468)\n",
      "Iteration 27 (change = 1.23889898007) (1.325537 seconds, I think I'll finish in 21.4957916833 minutes). Alpha: (0.00795395646149,0.0100028926283)\n",
      "Iteration 28 (change = 1.29289691496) (1.346006 seconds, I think I'll finish in 21.8052972 minutes). Alpha: (0.00755361333348,0.00958841070933)\n",
      "Iteration 29 (change = 1.28917397602) (1.337123 seconds, I think I'll finish in 21.6391072167 minutes). Alpha: (0.00718889942116,0.00921031152151)\n",
      "Iteration 30 (change = 1.15394900753) (1.327831 seconds, I think I'll finish in 21.4666011667 minutes). Alpha: (0.00685538096809,0.00886412287983)\n",
      "Iteration 31 (change = 1.0187677472) (1.327626 seconds, I think I'll finish in 21.4411599 minutes). Alpha: (0.00654932022453,0.00854606648414)\n",
      "Iteration 32 (change = 0.882770595744) (1.36108 seconds, I think I'll finish in 21.9587573333 minutes). Alpha: (0.00626754541356,0.00825292980888)\n",
      "Iteration 33 (change = 0.672687615378) (1.418081 seconds, I think I'll finish in 22.8547387833 minutes). Alpha: (0.00600734900103,0.0079819658841)\n",
      "Iteration 34 (change = 0.52450745953) (1.41249 seconds, I think I'll finish in 22.741089 minutes). Alpha: (0.00576640555678,0.00773081097635)\n",
      "Iteration 35 (change = 0.480821256048) (1.381657 seconds, I think I'll finish in 22.2216500833 minutes). Alpha: (0.00554270774217,0.00749742144411)\n",
      "Iteration 36 (change = 0.469103185151) (1.485192 seconds, I think I'll finish in 23.8620848 minutes). Alpha: (0.00533451446648,0.00728002229288)\n",
      "Iteration 37 (change = 0.478571880459) (1.32391 seconds, I think I'll finish in 21.2487555 minutes). Alpha: (0.00514030821389,0.00707706420969)\n",
      "Iteration 38 (change = 0.432335828583) (1.338656 seconds, I think I'll finish in 21.4631178667 minutes). Alpha: (0.0049587603807,0.00688718870125)\n",
      "Iteration 39 (change = 0.366638538993) (1.428822 seconds, I think I'll finish in 22.8849657 minutes). Alpha: (0.00478870332004,0.00670920040039)\n",
      "Iteration 40 (change = 0.374046846837) (1.37907 seconds, I think I'll finish in 22.06512 minutes). Alpha: (0.0046291067028,0.00654204312815)\n",
      "Iteration 41 (change = 0.348793226641) (1.410674 seconds, I think I'll finish in 22.5472727667 minutes). Alpha: (0.00447905813639,0.00638478048084)\n",
      "Iteration 42 (change = 0.332533364056) (1.487447 seconds, I think I'll finish in 23.7495704333 minutes). Alpha: (0.00433774684318,0.00623657933729)\n",
      "Iteration 43 (change = 0.355130229035) (1.461741 seconds, I think I'll finish in 23.31476895 minutes). Alpha: (0.00420445016293,0.00609669642233)\n",
      "Iteration 44 (change = 0.354117549821) (1.376734 seconds, I think I'll finish in 21.9359617333 minutes). Alpha: (0.00407852182162,0.00596446624864)\n",
      "Iteration 45 (change = 0.288962718689) (1.319361 seconds, I think I'll finish in 20.99982925 minutes). Alpha: (0.00395938231062,0.00583929155364)\n",
      "Iteration 46 (change = 0.268355683301) (1.432492 seconds, I think I'll finish in 22.7766228 minutes). Alpha: (0.00384651061073,0.00572063497871)\n",
      "Iteration 47 (change = 0.341273755303) (1.632541 seconds, I think I'll finish in 25.9301928833 minutes). Alpha: (0.00373943690874,0.00560801148375)\n",
      "Iteration 48 (change = 0.391971655996) (1.389274 seconds, I think I'll finish in 22.0431474667 minutes). Alpha: (0.00363773663724,0.00550098246309)\n",
      "Iteration 49 (change = 0.385566395767) (1.321229 seconds, I think I'll finish in 20.94147965 minutes). Alpha: (0.00354102513766,0.00539915021983)\n",
      "Iteration 50 (change = 0.387192391749) (1.333329 seconds, I think I'll finish in 21.1110425 minutes). Alpha: (0.00344895307223,0.00530215322984)\n",
      "Iteration 51 (change = 0.309047513948) (1.30345 seconds, I think I'll finish in 20.6162341667 minutes). Alpha: (0.00336120257606,0.00520966233659)\n",
      "Iteration 52 (change = 0.292366747822) (1.376666 seconds, I think I'll finish in 21.7513228 minutes). Alpha: (0.0032774837449,0.00512137705133)\n",
      "Iteration 53 (change = 0.239138825094) (1.412988 seconds, I think I'll finish in 22.3016606 minutes). Alpha: (0.00319753171249,0.00503702266094)\n",
      "Iteration 54 (change = 0.175776416928) (1.54709 seconds, I think I'll finish in 24.3924523333 minutes). Alpha: (0.00312110402641,0.00495634753992)\n",
      "Iteration 55 (change = 0.153745012382) (1.40033 seconds, I think I'll finish in 22.0551975 minutes). Alpha: (0.00304797831917,0.00487912072359)\n",
      "Iteration 56 (change = 0.134829986056) (1.551289 seconds, I think I'll finish in 24.4069469333 minutes). Alpha: (0.00297795032185,0.00480512993032)\n",
      "Iteration 57 (change = 0.118484578557) (1.443041 seconds, I think I'll finish in 22.6797943833 minutes). Alpha: (0.00291083204603,0.00473417964947)\n",
      "Iteration 58 (change = 0.115702708648) (1.472775 seconds, I think I'll finish in 23.1225675 minutes). Alpha: (0.00284645022111,0.00466608956495)\n",
      "Iteration 59 (change = 0.133931260276) (1.449359 seconds, I think I'll finish in 22.7307803167 minutes). Alpha: (0.00278464488156,0.00460069308577)\n",
      "Iteration 60 (change = 0.176035913758) (1.459638 seconds, I think I'll finish in 22.867662 minutes). Alpha: (0.00272526814263,0.00453783612308)\n",
      "Iteration 61 (change = 0.234687317364) (1.471594 seconds, I think I'll finish in 23.0304461 minutes). Alpha: (0.00266818303923,0.00447737580485)\n",
      "Iteration 62 (change = 0.249616211814) (1.43154 seconds, I think I'll finish in 22.379742 minutes). Alpha: (0.00261326261821,0.00441917968556)\n",
      "Iteration 63 (change = 0.208973127371) (1.518146 seconds, I think I'll finish in 23.7083800333 minutes). Alpha: (0.00256038899752,0.00436312467924)\n",
      "Iteration 64 (change = 0.184212247712) (1.495168 seconds, I think I'll finish in 23.3246208 minutes). Alpha: (0.00250945259888,0.00430909631581)\n",
      "Iteration 65 (change = 0.125648830091) (1.451598 seconds, I think I'll finish in 22.6207355 minutes). Alpha: (0.00246035143317,0.00425698800051)\n",
      "Iteration 66 (change = 0.0982662120609) (1.336389 seconds, I think I'll finish in 20.8031221 minutes). Alpha: (0.00241299045698,0.00420670034503)\n",
      "Iteration 67 (change = 0.0928917592157) (1.342926 seconds, I think I'll finish in 20.8824993 minutes). Alpha: (0.00236728098828,0.00415814054939)\n",
      "Iteration 68 (change = 0.0900567826474) (1.448989 seconds, I think I'll finish in 22.5076291333 minutes). Alpha: (0.00232314020572,0.00411122192603)\n",
      "Iteration 69 (change = 0.0923252098087) (1.510879 seconds, I think I'll finish in 23.4438058167 minutes). Alpha: (0.00228049066462,0.00406586337357)\n",
      "Iteration 70 (change = 0.100939993664) (1.426186 seconds, I think I'll finish in 22.105883 minutes). Alpha: (0.00223925987117,0.00402198893757)\n",
      "Iteration 71 (change = 0.116534002594) (1.376389 seconds, I think I'll finish in 21.3110896833 minutes). Alpha: (0.00219937989237,0.00397952739938)\n",
      "Iteration 72 (change = 0.13975478563) (1.397071 seconds, I think I'll finish in 21.6080314667 minutes). Alpha: (0.0021607870024,0.00393841190383)\n",
      "Iteration 73 (change = 0.169812244417) (1.336247 seconds, I think I'll finish in 20.64501615 minutes). Alpha: (0.00212342138256,0.00389857969267)\n",
      "Iteration 74 (change = 0.204483838096) (1.324395 seconds, I think I'll finish in 20.4398295 minutes). Alpha: (0.00208722680788,0.00385997172859)\n",
      "Iteration 75 (change = 0.231944852338) (1.312451 seconds, I think I'll finish in 20.2336195833 minutes). Alpha: (0.0020521504003,0.00382253248286)\n",
      "Iteration 76 (change = 0.197551753443) (1.326076 seconds, I think I'll finish in 20.4215704 minutes). Alpha: (0.00201814238172,0.00378620966957)\n",
      "Iteration 77 (change = 0.131205946664) (1.320839 seconds, I think I'll finish in 20.3189066167 minutes). Alpha: (0.00198515584873,0.00375095400347)\n",
      "Iteration 78 (change = 0.119386042503) (1.331427 seconds, I think I'll finish in 20.4595949 minutes). Alpha: (0.00195314654822,0.00371671891214)\n",
      "Iteration 79 (change = 0.100376705757) (1.322627 seconds, I think I'll finish in 20.30232445 minutes). Alpha: (0.00192207273058,0.00368346048344)\n",
      "Iteration 80 (change = 0.114597211037) (1.318229 seconds, I think I'll finish in 20.2128446667 minutes). Alpha: (0.00189189495304,0.00365113719512)\n",
      "Iteration 81 (change = 0.163714316925) (1.331308 seconds, I think I'll finish in 20.3912008667 minutes). Alpha: (0.00186257592188,0.00361970974753)\n",
      "Iteration 82 (change = 0.171154695147) (1.326277 seconds, I think I'll finish in 20.2920381 minutes). Alpha: (0.00183408037362,0.00358914101013)\n",
      "Iteration 83 (change = 0.0888285322498) (1.307015 seconds, I think I'll finish in 19.9755459167 minutes). Alpha: (0.00180637493573,0.00355939586228)\n",
      "Iteration 84 (change = 0.0491051518362) (1.318434 seconds, I think I'll finish in 20.1280924 minutes). Alpha: (0.0017794279889,0.00353044100826)\n",
      "Iteration 85 (change = 0.0531252506955) (1.304819 seconds, I think I'll finish in 19.89848975 minutes). Alpha: (0.0017532095417,0.00350224481092)\n",
      "Iteration 86 (change = 0.0623098035025) (1.338302 seconds, I think I'll finish in 20.3868004667 minutes). Alpha: (0.00172769115923,0.00347477731418)\n",
      "Iteration 87 (change = 0.0773594345847) (1.329335 seconds, I think I'll finish in 20.2280475833 minutes). Alpha: (0.00170284584814,0.00344801007122)\n",
      "Iteration 88 (change = 0.104408843922) (1.334468 seconds, I think I'll finish in 20.2839136 minutes). Alpha: (0.00167864796486,0.00342191604186)\n",
      "Iteration 89 (change = 0.144858452985) (1.320449 seconds, I think I'll finish in 20.0488173167 minutes). Alpha: (0.00165507314506,0.00339646955829)\n",
      "Iteration 90 (change = 0.163478862344) (1.336062 seconds, I think I'll finish in 20.263607 minutes). Alpha: (0.00163209821815,0.00337164621039)\n",
      "Iteration 91 (change = 0.114820047095) (1.307296 seconds, I think I'll finish in 19.8055344 minutes). Alpha: (0.00160970113445,0.00334742276596)\n",
      "Iteration 92 (change = 0.0820589460755) (1.342617 seconds, I think I'll finish in 20.3182706 minutes). Alpha: (0.00158786089281,0.00332377707513)\n",
      "Iteration 93 (change = 0.106764308852) (1.348578 seconds, I think I'll finish in 20.3860041 minutes). Alpha: (0.00156655747592,0.00330068799232)\n",
      "Iteration 94 (change = 0.157115521038) (1.377703 seconds, I think I'll finish in 20.8033153 minutes). Alpha: (0.00154577181837,0.00327813542919)\n",
      "Iteration 95 (change = 0.191022303838) (1.32563 seconds, I think I'll finish in 19.9949191667 minutes). Alpha: (0.0015254857362,0.00325610022541)\n",
      "Iteration 96 (change = 0.136946494048) (1.332873 seconds, I think I'll finish in 20.0819532 minutes). Alpha: (0.00150568187693,0.00323456409633)\n",
      "Iteration 97 (change = 0.0515961723037) (1.334106 seconds, I think I'll finish in 20.0782953 minutes). Alpha: (0.00148634367255,0.00321350958254)\n",
      "Iteration 98 (change = 0.0187443715492) (1.354849 seconds, I think I'll finish in 20.3678966333 minutes). Alpha: (0.00146745528791,0.00319291996602)\n",
      "Iteration 99 (change = 0.0170345281685) (1.344683 seconds, I think I'll finish in 20.1926563833 minutes). Alpha: (0.00144900158973,0.00317277927231)\n",
      "Iteration 100 (change = 0.0184025854927) (1.321004 seconds, I think I'll finish in 19.81506 minutes). Alpha: (0.00143096811627,0.00315307226857)\n",
      "Iteration 101 (change = 0.0204873371771) (1.329334 seconds, I think I'll finish in 19.9178544333 minutes). Alpha: (0.00141334103266,0.00313378438355)\n",
      "Iteration 102 (change = 0.0236256355795) (1.353968 seconds, I think I'll finish in 20.2643877333 minutes). Alpha: (0.0013961070976,0.0031149016727)\n",
      "Iteration 103 (change = 0.0284559861508) (1.407226 seconds, I think I'll finish in 21.0380287 minutes). Alpha: (0.00137925363208,0.00309641078539)\n",
      "Iteration 104 (change = 0.0361849418981) (1.383992 seconds, I think I'll finish in 20.6676138667 minutes). Alpha: (0.00136276849004,0.00307829893422)\n",
      "Iteration 105 (change = 0.0491655540987) (1.518069 seconds, I think I'll finish in 22.64452925 minutes). Alpha: (0.00134664003094,0.00306055386613)\n",
      "Iteration 106 (change = 0.0719839550896) (1.388061 seconds, I think I'll finish in 20.6821089 minutes). Alpha: (0.00133085709386,0.00304316383535)\n",
      "Iteration 107 (change = 0.112250402654) (1.557074 seconds, I think I'll finish in 23.1744513667 minutes). Alpha: (0.00131540897325,0.00302611757785)\n",
      "Iteration 108 (change = 0.171297651686) (1.45448 seconds, I think I'll finish in 21.6232693333 minutes). Alpha: (0.00130028539615,0.00300940428739)\n",
      "Iteration 109 (change = 0.193845771272) (1.792522 seconds, I think I'll finish in 26.6189517 minutes). Alpha: (0.00128547650065,0.00299301359294)\n",
      "Iteration 110 (change = 0.0975128713967) (1.40855 seconds, I think I'll finish in 20.8934916667 minutes). Alpha: (0.00127097281572,0.00297693553724)\n",
      "Iteration 111 (change = 0.0172045183502) (1.504867 seconds, I think I'll finish in 22.2971127167 minutes). Alpha: (0.00125676524151,0.00296116055349)\n",
      "Iteration 112 (change = 0.00737121372586) (1.454751 seconds, I think I'll finish in 21.5303148 minutes). Alpha: (0.00124284501898,0.00294567937602)\n",
      "Iteration 113 (change = 0.006983619458) (1.701617 seconds, I think I'll finish in 25.1555713167 minutes). Alpha: (0.00122920374082,0.00293048317834)\n",
      "Iteration 114 (change = 0.00676607712195) (1.766665 seconds, I think I'll finish in 26.0877531667 minutes). Alpha: (0.0012158333207,0.00291556347422)\n",
      "Iteration 115 (change = 0.0066604484582) (1.775837 seconds, I think I'll finish in 26.19359575 minutes). Alpha: (0.00120272597824,0.00290091210182)\n",
      "Iteration 116 (change = 0.0066983470089) (1.834588 seconds, I think I'll finish in 27.0295965333 minutes). Alpha: (0.00118987422474,0.00288652120866)\n",
      "Iteration 117 (change = 0.00691977175095) (1.49255 seconds, I think I'll finish in 21.9653608333 minutes). Alpha: (0.00117727084975,0.0028723832375)\n",
      "Iteration 118 (change = 0.00738270604475) (1.518866 seconds, I think I'll finish in 22.3273302 minutes). Alpha: (0.00116490890837,0.00285849091289)\n",
      "Iteration 119 (change = 0.00817956898013) (1.869532 seconds, I think I'll finish in 27.4509615333 minutes). Alpha: (0.00115278170923,0.00284483722847)\n",
      "Iteration 120 (change = 0.00946947347552) (1.520236 seconds, I think I'll finish in 22.2967946667 minutes). Alpha: (0.00114088280307,0.00283141543499)\n",
      "Iteration 121 (change = 0.0115416681759) (1.471551 seconds, I think I'll finish in 21.55822215 minutes). Alpha: (0.00112920597202,0.00281821902889)\n",
      "Iteration 122 (change = 0.0149484974384) (1.402081 seconds, I think I'll finish in 20.5171186333 minutes). Alpha: (0.00111774521935,0.00280524174153)\n",
      "Iteration 123 (change = 0.020781260853) (1.438648 seconds, I think I'll finish in 21.0282382667 minutes). Alpha: (0.00110649475981,0.00279247752893)\n",
      "Iteration 124 (change = 0.0311194344448) (1.543694 seconds, I think I'll finish in 22.5379324 minutes). Alpha: (0.00109544901046,0.00277992056211)\n",
      "Iteration 125 (change = 0.0485793223675) (1.514238 seconds, I think I'll finish in 22.0826375 minutes). Alpha: (0.00108460258195,0.0027675652178)\n",
      "Iteration 126 (change = 0.0672176962132) (1.58931 seconds, I think I'll finish in 23.150949 minutes). Alpha: (0.0010739502703,0.00275540606975)\n",
      "Iteration 127 (change = 0.0546478328105) (1.427354 seconds, I think I'll finish in 20.7680007 minutes). Alpha: (0.00106348704897,0.00274343788029)\n",
      "Iteration 128 (change = 0.0212169912532) (1.588772 seconds, I think I'll finish in 23.0901530667 minutes). Alpha: (0.00105320806149,0.00273165559242)\n",
      "Iteration 129 (change = 0.0154379786068) (1.403102 seconds, I think I'll finish in 20.3683640333 minutes). Alpha: (0.00104310860879,0.00272005428475)\n",
      "Iteration 130 (change = 0.0195260408003) (1.429119 seconds, I think I'll finish in 20.7222255 minutes). Alpha: (0.00103318415296,0.00270862923494)\n",
      "Iteration 131 (change = 0.0253379610897) (1.517683 seconds, I think I'll finish in 21.9811087833 minutes). Alpha: (0.00102343030693,0.00269737588692)\n",
      "Iteration 132 (change = 0.0326437650327) (1.606042 seconds, I think I'll finish in 23.2340742667 minutes). Alpha: (0.00101384282736,0.0026862898374)\n",
      "Iteration 133 (change = 0.0402519253715) (1.474358 seconds, I think I'll finish in 21.3044731 minutes). Alpha: (0.00100441760882,0.00267536682953)\n",
      "Iteration 134 (change = 0.0447229389401) (1.487964 seconds, I think I'll finish in 21.4762804 minutes). Alpha: (0.0009951506756,0.00266460272801)\n",
      "Iteration 135 (change = 0.0415594151639) (1.611642 seconds, I think I'll finish in 23.2345055 minutes). Alpha: (0.000986038179523,0.002653993535)\n",
      "Iteration 136 (change = 0.0305389882524) (1.545459 seconds, I think I'll finish in 22.2546096 minutes). Alpha: (0.000977076397149,0.0026435354012)\n",
      "Iteration 137 (change = 0.0178715707428) (1.44019 seconds, I think I'll finish in 20.7147328333 minutes). Alpha: (0.000968261722392,0.002633224602)\n",
      "Iteration 138 (change = 0.00901078475895) (1.503429 seconds, I think I'll finish in 21.5992633 minutes). Alpha: (0.000959590661961,0.00262305753265)\n",
      "Iteration 139 (change = 0.00437737429825) (1.556313 seconds, I think I'll finish in 22.33309155 minutes). Alpha: (0.000951059831018,0.00261303070359)\n",
      "Iteration 140 (change = 0.00229233810084) (1.521418 seconds, I think I'll finish in 21.8069913333 minutes). Alpha: (0.000942665949029,0.00260314073608)\n",
      "Iteration 141 (change = 0.00141133090511) (1.422022 seconds, I think I'll finish in 20.3586149667 minutes). Alpha: (0.000934405835799,0.00259338435793)\n",
      "Iteration 142 (change = 0.0010403961959) (1.435356 seconds, I think I'll finish in 20.5255908 minutes). Alpha: (0.000926276407672,0.00258375839928)\n",
      "Iteration 143 (change = 0.000859764708035) (1.842243 seconds, I think I'll finish in 26.31337085 minutes). Alpha: (0.00091827467088,0.00257425976492)\n",
      "Iteration 144 (change = 0.000790274355728) (1.713559 seconds, I think I'll finish in 24.4467750667 minutes). Alpha: (0.000910397721488,0.00256488545681)\n",
      "Iteration 145 (change = 0.000780514844272) (1.456899 seconds, I think I'll finish in 20.76081075 minutes). Alpha: (0.00090264274482,0.0025556325926)\n",
      "Iteration 146 (change = 0.000774271601268) (1.502335 seconds, I think I'll finish in 21.3832348333 minutes). Alpha: (0.000895007009234,0.00254649837799)\n",
      "Iteration 147 (change = 0.000771426542717) (1.781564 seconds, I think I'll finish in 25.3279015333 minutes). Alpha: (0.000887487863099,0.00253748010348)\n",
      "Iteration 148 (change = 0.000772314040748) (1.422693 seconds, I think I'll finish in 20.2022406 minutes). Alpha: (0.000880082731907,0.00252857514134)\n",
      "Iteration 149 (change = 0.000777344429758) (1.554002 seconds, I think I'll finish in 22.0409283667 minutes). Alpha: (0.00087278911551,0.00251978094263)\n",
      "Iteration 150 (change = 0.000787021886851) (1.625158 seconds, I think I'll finish in 23.0230716667 minutes). Alpha: (0.000865604585473,0.00251109503437)\n",
      "Iteration 151 (change = 0.00080196914648) (1.382154 seconds, I think I'll finish in 19.5574791 minutes). Alpha: (0.000858526782537,0.00250251501683)\n",
      "Iteration 152 (change = 0.000822960935809) (1.456207 seconds, I think I'll finish in 20.5810589333 minutes). Alpha: (0.000851553414192,0.00249403856095)\n",
      "Iteration 153 (change = 0.000850969191022) (1.414658 seconds, I think I'll finish in 19.9702554333 minutes). Alpha: (0.000844682252347,0.00248566340585)\n",
      "Iteration 154 (change = 0.000887224471221) (1.373134 seconds, I think I'll finish in 19.3611894 minutes). Alpha: (0.0008379111311,0.00247738735641)\n",
      "Iteration 155 (change = 0.000933300367254) (1.397091 seconds, I think I'll finish in 19.67569825 minutes). Alpha: (0.0008312379446,0.00246920828102)\n",
      "Iteration 156 (change = 0.000991231113591) (1.418642 seconds, I think I'll finish in 19.9555641333 minutes). Alpha: (0.000824660644988,0.00246112410937)\n",
      "Iteration 157 (change = 0.00106367800589) (1.359098 seconds, I think I'll finish in 19.0953269 minutes). Alpha: (0.000818177240436,0.00245313283032)\n",
      "Iteration 158 (change = 0.00115416891589) (1.419443 seconds, I think I'll finish in 19.9195167667 minutes). Alpha: (0.000811785793249,0.00244523248992)\n",
      "Iteration 159 (change = 0.00126744950047) (1.358514 seconds, I think I'll finish in 19.0418379 minutes). Alpha: (0.000805484418056,0.0024374211894)\n",
      "Iteration 160 (change = 0.00141000888442) (1.50509 seconds, I think I'll finish in 21.07126 minutes). Alpha: (0.000799271280067,0.00242969708339)\n",
      "Iteration 161 (change = 0.00159088449655) (1.651778 seconds, I think I'll finish in 23.0973623667 minutes). Alpha: (0.000793144593398,0.00242205837805)\n",
      "Iteration 162 (change = 0.00182292549597) (1.638525 seconds, I think I'll finish in 22.8847325 minutes). Alpha: (0.000787102619463,0.00241450332938)\n",
      "Iteration 163 (change = 0.00212483188482) (1.703326 seconds, I think I'll finish in 23.7613977 minutes). Alpha: (0.000781143665431,0.00240703024155)\n",
      "Iteration 164 (change = 0.00252454858428) (1.638555 seconds, I think I'll finish in 22.830533 minutes). Alpha: (0.000775266082739,0.00239963746534)\n",
      "Iteration 165 (change = 0.00306511187116) (1.592367 seconds, I think I'll finish in 22.16044075 minutes). Alpha: (0.000769468265666,0.00239232339656)\n",
      "Iteration 166 (change = 0.00381510994857) (1.704113 seconds, I think I'll finish in 23.6871707 minutes). Alpha: (0.000763748649958,0.00238508647461)\n",
      "Iteration 167 (change = 0.00488819390404) (1.540586 seconds, I think I'll finish in 21.3884689667 minutes). Alpha: (0.000758105711506,0.00237792518105)\n",
      "Iteration 168 (change = 0.00648111178329) (1.531659 seconds, I think I'll finish in 21.2390048 minutes). Alpha: (0.00075253796508,0.00237083803822)\n",
      "Iteration 169 (change = 0.00895111542706) (1.420209 seconds, I think I'll finish in 19.66989465 minutes). Alpha: (0.000747043963098,0.00236382360797)\n",
      "Iteration 170 (change = 0.0129784373028) (1.374981 seconds, I think I'll finish in 19.0205705 minutes). Alpha: (0.000741622294455,0.00235688049037)\n",
      "Iteration 171 (change = 0.0199009807781) (1.449774 seconds, I think I'll finish in 20.0310441 minutes). Alpha: (0.000736271583386,0.00235000732245)\n",
      "Iteration 172 (change = 0.0322540460997) (1.511032 seconds, I think I'll finish in 20.8522416 minutes). Alpha: (0.000730990488374,0.00234320277712)\n",
      "Iteration 173 (change = 0.0532642001645) (1.410004 seconds, I think I'll finish in 19.4345551333 minutes). Alpha: (0.000725777701099,0.00233646556196)\n",
      "Iteration 174 (change = 0.0762746533282) (1.42749 seconds, I think I'll finish in 19.651779 minutes). Alpha: (0.000720631945422,0.00232979441813)\n",
      "Iteration 175 (change = 0.0612501800278) (1.44516 seconds, I think I'll finish in 19.87095 minutes). Alpha: (0.000715551976406,0.00232318811935)\n",
      "Iteration 176 (change = 0.0142053994937) (1.615302 seconds, I think I'll finish in 22.1834808 minutes). Alpha: (0.000710536579371,0.00231664547078)\n",
      "Iteration 177 (change = 0.000598117645856) (1.465051 seconds, I think I'll finish in 20.0956162167 minutes). Alpha: (0.000705584566915,0.00231016528587)\n",
      "Iteration 178 (change = 0.000214820918923) (1.417059 seconds, I think I'll finish in 19.4137083 minutes). Alpha: (0.000700694780807,0.00230374641492)\n",
      "Iteration 179 (change = 0.000205898341864) (1.463993 seconds, I think I'll finish in 20.0323042167 minutes). Alpha: (0.000695866091992,0.00229738775357)\n",
      "Iteration 180 (change = 0.000198153334992) (1.391854 seconds, I think I'll finish in 19.0220046667 minutes). Alpha: (0.00069109739823,0.00229108822523)\n",
      "Iteration 181 (change = 0.000191285925002) (1.557123 seconds, I think I'll finish in 21.25472895 minutes). Alpha: (0.000686387623312,0.0022848467803)\n",
      "Iteration 182 (change = 0.000185153386169) (1.493976 seconds, I think I'll finish in 20.3678728 minutes). Alpha: (0.0006817357163,0.0022786623953)\n",
      "Iteration 183 (change = 0.000179865351815) (1.409997 seconds, I think I'll finish in 19.19945915 minutes). Alpha: (0.000677140650794,0.00227253407212)\n",
      "Iteration 184 (change = 0.000175083850942) (1.383041 seconds, I think I'll finish in 18.8093576 minutes). Alpha: (0.000672601424225,0.00226646083725)\n",
      "Iteration 185 (change = 0.00017075874249) (1.371553 seconds, I think I'll finish in 18.6302615833 minutes). Alpha: (0.000668117057174,0.00226044174106)\n",
      "Iteration 186 (change = 0.000166847235261) (1.3886 seconds, I think I'll finish in 18.8386733333 minutes). Alpha: (0.000663686592708,0.00225447585708)\n",
      "Iteration 187 (change = 0.000163313227712) (1.375982 seconds, I think I'll finish in 18.6445561 minutes). Alpha: (0.000659309095748,0.0022485622813)\n",
      "Iteration 188 (change = 0.00016012563484) (1.450527 seconds, I think I'll finish in 19.6304654 minutes). Alpha: (0.000654983652448,0.00224270013157)\n",
      "Iteration 189 (change = 0.000157256939792) (1.382412 seconds, I think I'll finish in 18.6856022 minutes). Alpha: (0.000650709369602,0.00223688854689)\n",
      "Iteration 190 (change = 0.000154682671253) (1.39613 seconds, I think I'll finish in 18.847755 minutes). Alpha: (0.00064648537407,0.00223112668685)\n",
      "Iteration 191 (change = 0.00015238122516) (1.65215 seconds, I think I'll finish in 22.2764891667 minutes). Alpha: (0.000642310812216,0.002225413731)\n",
      "Iteration 192 (change = 0.000150333350048) (1.637164 seconds, I think I'll finish in 22.0471418667 minutes). Alpha: (0.000638184849377,0.00221974887829)\n",
      "Iteration 193 (change = 0.000148521909004) (1.364508 seconds, I think I'll finish in 18.3526326 minutes). Alpha: (0.000634106669338,0.00221413134652)\n",
      "Iteration 194 (change = 0.000146932048257) (1.457399 seconds, I think I'll finish in 19.5777265667 minutes). Alpha: (0.00063007547383,0.00220856037178)\n",
      "Iteration 195 (change = 0.000145549597499) (1.581157 seconds, I think I'll finish in 21.2138564167 minutes). Alpha: (0.00062609048204,0.00220303520794)\n",
      "Iteration 196 (change = 0.000144362178905) (1.929574 seconds, I think I'll finish in 25.8562916 minutes). Alpha: (0.000622150930144,0.00219755512617)\n",
      "Iteration 197 (change = 0.000143359047704) (1.773734 seconds, I think I'll finish in 23.7384733667 minutes). Alpha: (0.00061825607085,0.0021921194144)\n",
      "Iteration 198 (change = 0.000142530666213) (1.500927 seconds, I think I'll finish in 20.0623909 minutes). Alpha: (0.00061440517295,0.0021867273769)\n",
      "Iteration 199 (change = 0.00014186866419) (1.368133 seconds, I think I'll finish in 18.26457555 minutes). Alpha: (0.000610597520902,0.00218137833381)\n",
      "Iteration 200 (change = 0.000141365591145) (1.615238 seconds, I think I'll finish in 21.5365066667 minutes). Alpha: (0.000606832414407,0.00217607162066)\n",
      "Iteration 201 (change = 0.00014101497381) (1.432232 seconds, I think I'll finish in 19.0725561333 minutes). Alpha: (0.000603109168014,0.00217080658801)\n",
      "Iteration 202 (change = 0.00014081122443) (1.47899 seconds, I think I'll finish in 19.670567 minutes). Alpha: (0.000599427110727,0.00216558260097)\n",
      "Iteration 203 (change = 0.000140749569559) (1.566747 seconds, I think I'll finish in 20.81162265 minutes). Alpha: (0.000595785585631,0.00216039903886)\n",
      "Iteration 204 (change = 0.000140825995213) (1.647925 seconds, I think I'll finish in 21.8624716667 minutes). Alpha: (0.000592183949527,0.00215525529476)\n",
      "Iteration 205 (change = 0.000141048210363) (1.443885 seconds, I think I'll finish in 19.13147625 minutes). Alpha: (0.000588621572576,0.00215015077518)\n",
      "Iteration 206 (change = 0.000141416925744) (1.407748 seconds, I think I'll finish in 18.6291985333 minutes). Alpha: (0.000585097837959,0.00214508489967)\n",
      "Iteration 207 (change = 0.000141919272421) (1.436381 seconds, I think I'll finish in 18.9841688833 minutes). Alpha: (0.000581612141543,0.00214005710051)\n",
      "Iteration 208 (change = 0.000142550373058) (1.436583 seconds, I think I'll finish in 18.9628956 minutes). Alpha: (0.00057816389156,0.00213506682229)\n",
      "Iteration 209 (change = 0.000143309467617) (1.402691 seconds, I think I'll finish in 18.4921430167 minutes). Alpha: (0.000574752508291,0.00213011352165)\n",
      "Iteration 210 (change = 0.000144196366266) (1.376291 seconds, I think I'll finish in 18.1211648333 minutes). Alpha: (0.000571377423769,0.00212519666693)\n",
      "Iteration 211 (change = 0.000145211435762) (1.357808 seconds, I think I'll finish in 17.8551752 minutes). Alpha: (0.000568038081478,0.00212031573785)\n",
      "Iteration 212 (change = 0.00014635559257) (1.431862 seconds, I think I'll finish in 18.8051209333 minutes). Alpha: (0.000564733936073,0.00211547022525)\n",
      "Iteration 213 (change = 0.000147630299841) (1.437948 seconds, I think I'll finish in 18.8610846 minutes). Alpha: (0.000561464453099,0.00211065963072)\n",
      "Iteration 214 (change = 0.000149037568913) (1.402552 seconds, I think I'll finish in 18.3734312 minutes). Alpha: (0.000558229108728,0.00210588346641)\n",
      "Iteration 215 (change = 0.000150579965505) (1.399759 seconds, I think I'll finish in 18.3135135833 minutes). Alpha: (0.00055502738949,0.00210114125467)\n",
      "Iteration 216 (change = 0.000152260620744) (1.387116 seconds, I think I'll finish in 18.1249824 minutes). Alpha: (0.000551858792027,0.00209643252784)\n",
      "Iteration 217 (change = 0.000154083246734) (1.397106 seconds, I think I'll finish in 18.2322333 minutes). Alpha: (0.000548722822843,0.00209175682797)\n",
      "Iteration 218 (change = 0.00015605215753) (1.452936 seconds, I think I'll finish in 18.9365992 minutes). Alpha: (0.000545618998066,0.00208711370656)\n",
      "Iteration 219 (change = 0.00015817229408) (1.3992 seconds, I think I'll finish in 18.21292 minutes). Alpha: (0.00054254684322,0.00208250272434)\n",
      "Iteration 220 (change = 0.000160449257432) (1.41989 seconds, I think I'll finish in 18.45857 minutes). Alpha: (0.000539505892992,0.00207792345101)\n",
      "Iteration 221 (change = 0.000162889345848) (1.384673 seconds, I think I'll finish in 17.9776711167 minutes). Alpha: (0.00053649569102,0.00207337546502)\n",
      "Iteration 222 (change = 0.000165499599005) (1.425362 seconds, I think I'll finish in 18.4821939333 minutes). Alpha: (0.000533515789677,0.00206885835335)\n",
      "Iteration 223 (change = 0.000168287849426) (1.580172 seconds, I think I'll finish in 20.4632274 minutes). Alpha: (0.000530565749866,0.00206437171129)\n",
      "Iteration 224 (change = 0.000171262807365) (1.499914 seconds, I think I'll finish in 19.3988877333 minutes). Alpha: (0.000527645140818,0.00205991514223)\n",
      "Iteration 225 (change = 0.000174434058062) (1.511366 seconds, I think I'll finish in 19.5218108333 minutes). Alpha: (0.000524753539898,0.00205548825747)\n",
      "Iteration 226 (change = 0.000177812190871) (1.524286 seconds, I think I'll finish in 19.6632894 minutes). Alpha: (0.000521890532413,0.00205109067597)\n",
      "Iteration 227 (change = 0.000181408897399) (1.431086 seconds, I think I'll finish in 18.4371579667 minutes). Alpha: (0.00051905571143,0.00204672202424)\n",
      "Iteration 228 (change = 0.000185237057108) (1.453566 seconds, I think I'll finish in 18.7025492 minutes). Alpha: (0.000516248677597,0.00204238193608)\n",
      "Iteration 229 (change = 0.000189310852656) (1.414027 seconds, I think I'll finish in 18.17024695 minutes). Alpha: (0.000513469038965,0.00203807005245)\n",
      "Iteration 230 (change = 0.00019364590112) (1.43482 seconds, I think I'll finish in 18.4135233333 minutes). Alpha: (0.000510716410822,0.00203378602124)\n",
      "Iteration 231 (change = 0.000198259403486) (1.376904 seconds, I think I'll finish in 17.6473196 minutes). Alpha: (0.000507990415526,0.00202952949717)\n",
      "Iteration 232 (change = 0.000203170315029) (1.394323 seconds, I think I'll finish in 17.8473344 minutes). Alpha: (0.000505290682346,0.00202530014155)\n",
      "Iteration 233 (change = 0.000208399539728) (1.427469 seconds, I think I'll finish in 18.24781205 minutes). Alpha: (0.000502616847302,0.00202109762218)\n",
      "Iteration 234 (change = 0.000213970152448) (1.373255 seconds, I think I'll finish in 17.5318888333 minutes). Alpha: (0.000499968553019,0.00201692161313)\n",
      "Iteration 235 (change = 0.000219907653297) (1.462281 seconds, I think I'll finish in 18.64408275 minutes). Alpha: (0.000497345448574,0.00201277179466)\n",
      "Iteration 236 (change = 0.000226240605579) (1.551879 seconds, I think I'll finish in 19.7605926 minutes). Alpha: (0.000494747189354,0.00200864785301)\n",
      "Iteration 237 (change = 0.000233001595607) (1.379424 seconds, I think I'll finish in 17.5416752 minutes). Alpha: (0.000492173436916,0.00200454948028)\n",
      "Iteration 238 (change = 0.000240223669928) (1.391613 seconds, I think I'll finish in 17.6734851 minutes). Alpha: (0.000489623858848,0.0020004763743)\n",
      "Iteration 239 (change = 0.000247945423056) (1.418408 seconds, I think I'll finish in 17.9901414667 minutes). Alpha: (0.00048709812864,0.00199642823848)\n",
      "Iteration 240 (change = 0.000256209851411) (1.525908 seconds, I think I'll finish in 19.328168 minutes). Alpha: (0.000484595925554,0.00199240478168)\n",
      "Iteration 241 (change = 0.000265064953965) (1.484648 seconds, I think I'll finish in 18.7807972 minutes). Alpha: (0.000482116934494,0.00198840571807)\n",
      "Iteration 242 (change = 0.000274564432125) (1.525417 seconds, I think I'll finish in 19.2711014333 minutes). Alpha: (0.000479660845886,0.00198443076703)\n",
      "Iteration 243 (change = 0.000284768506519) (1.555163 seconds, I think I'll finish in 19.6209731833 minutes). Alpha: (0.000477227355561,0.001980479653)\n",
      "Iteration 244 (change = 0.000295744876702) (1.958902 seconds, I think I'll finish in 24.6821652 minutes). Alpha: (0.000474816164633,0.0019765521054)\n",
      "Iteration 245 (change = 0.00030756985005) (1.699347 seconds, I think I'll finish in 21.38344975 minutes). Alpha: (0.000472426979389,0.00197264785844)\n",
      "Iteration 246 (change = 0.00032032967527) (1.442083 seconds, I think I'll finish in 18.1221763667 minutes). Alpha: (0.000470059511179,0.00196876665112)\n",
      "Iteration 247 (change = 0.000334122124291) (1.458836 seconds, I think I'll finish in 18.3083918 minutes). Alpha: (0.000467713476306,0.00196490822701)\n",
      "Iteration 248 (change = 0.000349058376325) (1.468113 seconds, I think I'll finish in 18.4003496 minutes). Alpha: (0.000465388595921,0.00196107233421)\n",
      "Iteration 249 (change = 0.000365265271724) (1.387952 seconds, I think I'll finish in 17.3725325333 minutes). Alpha: (0.000463084595923,0.00195725872522)\n",
      "Iteration 250 (change = 0.000382888020559) (1.588891 seconds, I think I'll finish in 19.8611375 minutes). Alpha: (0.000460801206856,0.00195346715685)\n",
      "Iteration 251 (change = 0.000402093473458) (1.585401 seconds, I think I'll finish in 19.79108915 minutes). Alpha: (0.000458538163815,0.00194969739014)\n",
      "Iteration 252 (change = 0.00042307409159) (1.482957 seconds, I think I'll finish in 18.4875306 minutes). Alpha: (0.000456295206346,0.0019459491902)\n",
      "Iteration 253 (change = 0.000446052791173) (1.460866 seconds, I think I'll finish in 18.1877817 minutes). Alpha: (0.000454072078361,0.00194222232619)\n",
      "Iteration 254 (change = 0.000471288887809) (1.372602 seconds, I think I'll finish in 17.0660182 minutes). Alpha: (0.00045186852804,0.0019385165712)\n",
      "Iteration 255 (change = 0.000499085437424) (1.382342 seconds, I think I'll finish in 17.1640798333 minutes). Alpha: (0.000449684307749,0.00193483170215)\n",
      "Iteration 256 (change = 0.000529798358298) (1.45849 seconds, I think I'll finish in 18.085276 minutes). Alpha: (0.000447519173949,0.00193116749972)\n",
      "Iteration 257 (change = 0.000563847825816) (1.387703 seconds, I think I'll finish in 17.1843888167 minutes). Alpha: (0.000445372887117,0.00192752374827)\n",
      "Iteration 258 (change = 0.000601732653303) (1.499252 seconds, I think I'll finish in 18.5407497333 minutes). Alpha: (0.00044324521166,0.00192390023574)\n",
      "Iteration 259 (change = 0.000644048526618) (1.515084 seconds, I think I'll finish in 18.7112874 minutes). Alpha: (0.000441135915838,0.00192029675358)\n",
      "Iteration 260 (change = 0.00069151134173) (1.378395 seconds, I think I'll finish in 17.000205 minutes). Alpha: (0.000439044771686,0.0019167130967)\n",
      "Iteration 261 (change = 0.0007449873241) (1.400231 seconds, I think I'll finish in 17.2461784833 minutes). Alpha: (0.000436971554937,0.00191314906333)\n",
      "Iteration 262 (change = 0.000805532257555) (1.365449 seconds, I think I'll finish in 16.7950227 minutes). Alpha: (0.000434916044947,0.00190960445502)\n",
      "Iteration 263 (change = 0.000874443079942) (1.37578 seconds, I think I'll finish in 16.8991643333 minutes). Alpha: (0.000432878024626,0.00190607907651)\n",
      "Iteration 264 (change = 0.000953326457262) (1.389079 seconds, I think I'll finish in 17.0393690667 minutes). Alpha: (0.000430857280363,0.00190257273571)\n",
      "Iteration 265 (change = 0.00104419095008) (1.355582 seconds, I think I'll finish in 16.6058795 minutes). Alpha: (0.00042885360196,0.00189908524358)\n",
      "Iteration 266 (change = 0.00114957238623) (1.364814 seconds, I think I'll finish in 16.6962246 minutes). Alpha: (0.000426866782565,0.00189561641411)\n",
      "Iteration 267 (change = 0.00127270661893) (1.369376 seconds, I think I'll finish in 16.7292101333 minutes). Alpha: (0.000424896618603,0.00189216606423)\n",
      "Iteration 268 (change = 0.00141777089266) (1.367902 seconds, I think I'll finish in 16.6884044 minutes). Alpha: (0.000422942909714,0.00188873401376)\n",
      "Iteration 269 (change = 0.00159022611732) (1.365335 seconds, I think I'll finish in 16.6343314167 minutes). Alpha: (0.000421005458693,0.00188532008533)\n",
      "Iteration 270 (change = 0.00179731006998) (1.366739 seconds, I think I'll finish in 16.6286578333 minutes). Alpha: (0.000419084071421,0.00188192410435)\n",
      "Iteration 271 (change = 0.00204876025454) (1.362823 seconds, I think I'll finish in 16.55829945 minutes). Alpha: (0.000417178556814,0.00187854589892)\n",
      "Iteration 272 (change = 0.00235789281111) (1.451874 seconds, I think I'll finish in 17.6160712 minutes). Alpha: (0.000415288726759,0.0018751852998)\n",
      "Iteration 273 (change = 0.0027432439588) (1.448913 seconds, I think I'll finish in 17.55599585 minutes). Alpha: (0.000413414396056,0.00187184214034)\n",
      "Iteration 274 (change = 0.00323111728213) (1.517715 seconds, I think I'll finish in 18.3643515 minutes). Alpha: (0.000411555382368,0.00186851625642)\n",
      "Iteration 275 (change = 0.00385961611922) (1.900762 seconds, I think I'll finish in 22.9675408333 minutes). Alpha: (0.000409711506162,0.00186520748643)\n",
      "Iteration 276 (change = 0.00468514679222) (1.722459 seconds, I think I'll finish in 20.7843386 minutes). Alpha: (0.000407882590653,0.00186191567116)\n",
      "Iteration 277 (change = 0.00579306122971) (1.483571 seconds, I think I'll finish in 17.87703055 minutes). Alpha: (0.000406068461761,0.00185864065381)\n",
      "Iteration 278 (change = 0.00731515744069) (1.462117 seconds, I think I'll finish in 17.5941412333 minutes). Alpha: (0.00040426894805,0.00185538227992)\n",
      "Iteration 279 (change = 0.009457917756) (1.503101 seconds, I think I'll finish in 18.0622636833 minutes). Alpha: (0.000402483880685,0.00185214039731)\n",
      "Iteration 280 (change = 0.0125444745855) (1.409775 seconds, I think I'll finish in 16.9173 minutes). Alpha: (0.000400713093379,0.00184891485604)\n",
      "Iteration 281 (change = 0.017059875401) (1.566255 seconds, I think I'll finish in 18.76895575 minutes). Alpha: (0.00039895642235,0.00184570550836)\n",
      "Iteration 282 (change = 0.0236221522795) (1.480021 seconds, I think I'll finish in 17.7109179667 minutes). Alpha: (0.000397213706269,0.00184251220869)\n",
      "Iteration 283 (change = 0.0325618987248) (1.403949 seconds, I think I'll finish in 16.77719055 minutes). Alpha: (0.00039548478622,0.00183933481355)\n",
      "Iteration 284 (change = 0.0423225426279) (1.498509 seconds, I think I'll finish in 17.8822074 minutes). Alpha: (0.000393769505651,0.00183617318152)\n",
      "Iteration 285 (change = 0.0468566561107) (1.646456 seconds, I think I'll finish in 19.6202673333 minutes). Alpha: (0.00039206771033,0.0018330271732)\n",
      "Iteration 286 (change = 0.0391529777681) (1.450872 seconds, I think I'll finish in 17.2653768 minutes). Alpha: (0.000390379248309,0.00182989665116)\n",
      "Iteration 287 (change = 0.0245128999876) (1.373244 seconds, I think I'll finish in 16.3187162 minutes). Alpha: (0.000388703969873,0.00182678147994)\n",
      "Iteration 288 (change = 0.0153178358014) (1.375547 seconds, I think I'll finish in 16.3231577333 minutes). Alpha: (0.000387041727508,0.00182368152595)\n",
      "Iteration 289 (change = 0.0143289346381) (1.369679 seconds, I think I'll finish in 16.23069615 minutes). Alpha: (0.000385392375853,0.00182059665747)\n",
      "Iteration 290 (change = 0.0196343225352) (1.393764 seconds, I think I'll finish in 16.492874 minutes). Alpha: (0.000383755771669,0.00181752674461)\n",
      "Iteration 291 (change = 0.0315668320749) (1.391116 seconds, I think I'll finish in 16.4383540667 minutes). Alpha: (0.000382131773786,0.00181447165908)\n",
      "Iteration 292 (change = 0.050419484762) (1.41129 seconds, I think I'll finish in 16.653222 minutes). Alpha: (0.000380520241168,0.00181143123109)\n",
      "Iteration 293 (change = 0.0593642584032) (1.485792 seconds, I think I'll finish in 17.5075824 minutes). Alpha: (0.000378921036493,0.00180840533155)\n",
      "Iteration 294 (change = 0.0286725829729) (1.728905 seconds, I think I'll finish in 20.3434488333 minutes). Alpha: (0.00037733402468,0.0018053938392)\n",
      "Iteration 295 (change = 0.00291417983227) (1.701561 seconds, I think I'll finish in 19.99334175 minutes). Alpha: (0.000375759072565,0.00180239663408)\n",
      "Iteration 296 (change = 0.000229139113605) (1.590047 seconds, I think I'll finish in 18.6565514667 minutes). Alpha: (0.000374196047303,0.00179941356119)\n",
      "Iteration 297 (change = 0.000217515625515) (1.389343 seconds, I think I'll finish in 16.2784688167 minutes). Alpha: (0.000372644819553,0.00179644450527)\n",
      "Iteration 298 (change = 0.000220700722479) (1.420466 seconds, I think I'll finish in 16.6194522 minutes). Alpha: (0.000371105261807,0.00179348935253)\n",
      "Iteration 299 (change = 0.000224847008908) (1.368385 seconds, I think I'll finish in 15.9872980833 minutes). Alpha: (0.000369577248358,0.00179054799064)\n",
      "Iteration 300 (change = 0.000229877630919) (1.387842 seconds, I think I'll finish in 16.19149 minutes). Alpha: (0.000368060655269,0.00178762030876)\n",
      "Iteration 301 (change = 0.00023576933211) (1.431835 seconds, I think I'll finish in 16.68087775 minutes). Alpha: (0.00036655536034,0.0017847061974)\n",
      "Iteration 302 (change = 0.00024252791831) (1.395639 seconds, I think I'll finish in 16.2359337 minutes). Alpha: (0.00036506124308,0.00178180554851)\n",
      "Iteration 303 (change = 0.000250178800999) (1.391269 seconds, I think I'll finish in 16.1619082167 minutes). Alpha: (0.000363578184677,0.00177891825539)\n",
      "Iteration 304 (change = 0.00025876339925) (1.369861 seconds, I think I'll finish in 15.8903876 minutes). Alpha: (0.000362106067969,0.00177604421267)\n",
      "Iteration 305 (change = 0.000268338147405) (1.381845 seconds, I think I'll finish in 16.00637125 minutes). Alpha: (0.000360644777415,0.00177318331632)\n",
      "Iteration 306 (change = 0.000278974838835) (1.608873 seconds, I think I'll finish in 18.6092977 minutes). Alpha: (0.000359194199069,0.00177033546359)\n",
      "Iteration 307 (change = 0.000290761844133) (1.595948 seconds, I think I'll finish in 18.4331994 minutes). Alpha: (0.00035775422055,0.00176750055299)\n",
      "Iteration 308 (change = 0.000303806099497) (1.452292 seconds, I think I'll finish in 16.7497677333 minutes). Alpha: (0.00035632473102,0.00176467848431)\n",
      "Iteration 309 (change = 0.00031823595271) (1.431194 seconds, I think I'll finish in 16.4825842333 minutes). Alpha: (0.000354905621153,0.00176186915855)\n",
      "Iteration 310 (change = 0.000334204021124) (1.458464 seconds, I think I'll finish in 16.772336 minutes). Alpha: (0.000353496783111,0.00175907247791)\n",
      "Iteration 311 (change = 0.000351891267877) (1.535254 seconds, I think I'll finish in 17.6298334333 minutes). Alpha: (0.00035209811052,0.0017562883458)\n",
      "Iteration 312 (change = 0.000371513784392) (1.661979 seconds, I think I'll finish in 19.0573592 minutes). Alpha: (0.000350709498447,0.00175351666676)\n",
      "Iteration 313 (change = 0.00039332915482) (1.488365 seconds, I think I'll finish in 17.04177925 minutes). Alpha: (0.00034933084337,0.0017507573465)\n",
      "Iteration 314 (change = 0.000417645344554) (1.795614 seconds, I think I'll finish in 20.5298534 minutes). Alpha: (0.000347962043162,0.00174801029186)\n",
      "Iteration 315 (change = 0.000444832076608) (1.66493 seconds, I think I'll finish in 19.0079508333 minutes). Alpha: (0.000346602997061,0.00174527541076)\n",
      "Iteration 316 (change = 0.000475335431737) (1.518552 seconds, I think I'll finish in 17.3114928 minutes). Alpha: (0.000345253605653,0.00174255261224)\n",
      "Iteration 317 (change = 0.000509696744412) (1.383674 seconds, I think I'll finish in 15.7508223667 minutes). Alpha: (0.000343913770846,0.0017398418064)\n",
      "Iteration 318 (change = 0.000548577282455) (1.447687 seconds, I think I'll finish in 16.4553755667 minutes). Alpha: (0.00034258339585,0.00173714290437)\n",
      "Iteration 319 (change = 0.000592790785781) (1.624407 seconds, I think I'll finish in 18.43701945 minutes). Alpha: (0.000341262385155,0.00173445581834)\n",
      "Iteration 320 (change = 0.000643346826298) (1.75894 seconds, I think I'll finish in 19.9346533333 minutes). Alpha: (0.000339950644511,0.00173178046152)\n",
      "Iteration 321 (change = 0.000701509235236) (1.559066 seconds, I think I'll finish in 17.6434302333 minutes). Alpha: (0.000338648080905,0.00172911674809)\n",
      "Iteration 322 (change = 0.000768875798876) (1.663207 seconds, I think I'll finish in 18.7942391 minutes). Alpha: (0.000337354602545,0.00172646459325)\n",
      "Iteration 323 (change = 0.000847488619802) (1.473281 seconds, I think I'll finish in 16.6235206167 minutes). Alpha: (0.000336070118836,0.00172382391315)\n",
      "Iteration 324 (change = 0.000939988924713) (1.436284 seconds, I think I'll finish in 16.1821330667 minutes). Alpha: (0.000334794540364,0.00172119462488)\n",
      "Iteration 325 (change = 0.00104983800664) (1.377134 seconds, I think I'll finish in 15.4927575 minutes). Alpha: (0.000333527778875,0.0017185766465)\n",
      "Iteration 326 (change = 0.00118163806453) (1.384236 seconds, I think I'll finish in 15.5495844 minutes). Alpha: (0.000332269747257,0.00171596989696)\n",
      "Iteration 327 (change = 0.00134160729019) (1.435221 seconds, I think I'll finish in 16.09839555 minutes). Alpha: (0.000331020359522,0.00171337429614)\n",
      "Iteration 328 (change = 0.00153829856664) (1.401407 seconds, I think I'll finish in 15.6957584 minutes). Alpha: (0.000329779530787,0.0017107897648)\n",
      "Iteration 329 (change = 0.00178371271481) (1.404459 seconds, I think I'll finish in 15.70653315 minutes). Alpha: (0.000328547177259,0.00170821622457)\n",
      "Iteration 330 (change = 0.00209506867769) (1.443037 seconds, I think I'll finish in 16.1139131667 minutes). Alpha: (0.000327323216213,0.00170565359796)\n",
      "Iteration 331 (change = 0.00249770144939) (1.360651 seconds, I think I'll finish in 15.17125865 minutes). Alpha: (0.000326107565982,0.00170310180833)\n",
      "Iteration 332 (change = 0.00302996224969) (1.378427 seconds, I think I'll finish in 15.3464872667 minutes). Alpha: (0.000324900145933,0.00170056077987)\n",
      "Iteration 333 (change = 0.00375180729079) (1.366487 seconds, I think I'll finish in 15.1907804833 minutes). Alpha: (0.000323700876457,0.00169803043759)\n",
      "Iteration 334 (change = 0.00476045897482) (1.37309 seconds, I think I'll finish in 15.241299 minutes). Alpha: (0.000322509678948,0.00169551070733)\n",
      "Iteration 335 (change = 0.00622020842243) (1.370977 seconds, I think I'll finish in 15.1949950833 minutes). Alpha: (0.000321326475791,0.00169300151571)\n",
      "Iteration 336 (change = 0.0084216616816) (1.405074 seconds, I think I'll finish in 15.5494856 minutes). Alpha: (0.000320151190345,0.00169050279014)\n",
      "Iteration 337 (change = 0.0119041006925) (1.392203 seconds, I think I'll finish in 15.38384315 minutes). Alpha: (0.000318983746928,0.00168801445881)\n",
      "Iteration 338 (change = 0.0177112609901) (1.392832 seconds, I think I'll finish in 15.3675797333 minutes). Alpha: (0.000317824070801,0.00168553645068)\n",
      "Iteration 339 (change = 0.0278789873602) (1.400902 seconds, I think I'll finish in 15.4332703667 minutes). Alpha: (0.000316672088157,0.00168306869543)\n",
      "Iteration 340 (change = 0.045844796776) (1.525048 seconds, I think I'll finish in 16.775528 minutes). Alpha: (0.000315527726103,0.00168061112351)\n",
      "Iteration 341 (change = 0.0725792429192) (1.487045 seconds, I think I'll finish in 16.3327109167 minutes). Alpha: (0.000314390912646,0.00167816366609)\n",
      "Iteration 342 (change = 0.0836133349889) (1.682357 seconds, I think I'll finish in 18.4498484333 minutes). Alpha: (0.000313261576684,0.00167572625504)\n",
      "Iteration 343 (change = 0.0396747056561) (1.813513 seconds, I think I'll finish in 19.85796735 minutes). Alpha: (0.000312139647985,0.00167329882291)\n",
      "Iteration 344 (change = 0.00416679973729) (1.879791 seconds, I think I'll finish in 20.5523816 minutes). Alpha: (0.000311025057172,0.00167088130278)\n",
      "Iteration 345 (change = 0.000560803741239) (1.771974 seconds, I think I'll finish in 19.3440495 minutes). Alpha: (0.000309917734675,0.0016684735982)\n",
      "Iteration 346 (change = 0.000496251707721) (1.555536 seconds, I think I'll finish in 16.9553424 minutes). Alpha: (0.00030881761283,0.00166607564475)\n",
      "Iteration 347 (change = 0.000517697128116) (1.402196 seconds, I think I'll finish in 15.2605664667 minutes). Alpha: (0.000307724624793,0.00166368737863)\n",
      "Iteration 348 (change = 0.000565393291099) (1.438008 seconds, I think I'll finish in 15.6263536 minutes). Alpha: (0.000306638704534,0.0016613087367)\n",
      "Iteration 349 (change = 0.000627936211437) (1.422899 seconds, I think I'll finish in 15.43845415 minutes). Alpha: (0.000305559786817,0.00165893965643)\n",
      "Iteration 350 (change = 0.000704575395858) (1.393718 seconds, I think I'll finish in 15.0986116667 minutes). Alpha: (0.000304487807193,0.00165658007589)\n",
      "Iteration 351 (change = 0.000797942629533) (1.391153 seconds, I think I'll finish in 15.0476382833 minutes). Alpha: (0.000303422701986,0.00165422993377)\n",
      "Iteration 352 (change = 0.000912796733341) (1.397176 seconds, I think I'll finish in 15.0895008 minutes). Alpha: (0.000302364408283,0.00165188916936)\n",
      "Iteration 353 (change = 0.00105610829485) (1.412688 seconds, I think I'll finish in 15.2334856 minutes). Alpha: (0.000301312863923,0.00164955772253)\n",
      "Iteration 354 (change = 0.00123794785061) (1.63494 seconds, I think I'll finish in 17.602854 minutes). Alpha: (0.000300268007484,0.00164723553373)\n",
      "Iteration 355 (change = 0.00147316472913) (1.729564 seconds, I think I'll finish in 18.592813 minutes). Alpha: (0.000299229778274,0.00164492254398)\n",
      "Iteration 356 (change = 0.00178425811995) (1.441465 seconds, I think I'll finish in 15.4717243333 minutes). Alpha: (0.000298198116319,0.00164261869487)\n",
      "Iteration 357 (change = 0.00220640506171) (1.571154 seconds, I think I'll finish in 16.8375337 minutes). Alpha: (0.000297172962353,0.00164032392855)\n",
      "Iteration 358 (change = 0.0027965786102) (1.453739 seconds, I think I'll finish in 15.5550073 minutes). Alpha: (0.000296154257808,0.00163803818772)\n",
      "Iteration 359 (change = 0.00365070605382) (1.486304 seconds, I think I'll finish in 15.8786810667 minutes). Alpha: (0.000295141944803,0.00163576141559)\n",
      "Iteration 360 (change = 0.00493703775402) (1.471883 seconds, I think I'll finish in 15.7000853333 minutes). Alpha: (0.000294135966135,0.00163349355596)\n",
      "Iteration 361 (change = 0.00696199640404) (1.678115 seconds, I think I'll finish in 17.87192475 minutes). Alpha: (0.00029313626527,0.00163123455311)\n",
      "Iteration 362 (change = 0.0102936638214) (1.653651 seconds, I think I'll finish in 17.5838223 minutes). Alpha: (0.00029214278633,0.00162898435187)\n",
      "Iteration 363 (change = 0.0159224928007) (1.635978 seconds, I think I'll finish in 17.3686331 minutes). Alpha: (0.000291155474087,0.00162674289756)\n",
      "Iteration 364 (change = 0.024924427667) (1.431036 seconds, I think I'll finish in 15.1689816 minutes). Alpha: (0.000290174273952,0.00162451013602)\n",
      "Iteration 365 (change = 0.0345163918131) (1.381839 seconds, I think I'll finish in 14.62446275 minutes). Alpha: (0.000289199131966,0.00162228601359)\n",
      "Iteration 366 (change = 0.0293706273947) (1.413848 seconds, I think I'll finish in 14.9396605333 minutes). Alpha: (0.00028822999479,0.00162007047708)\n",
      "Iteration 367 (change = 0.00846675678055) (1.40697 seconds, I think I'll finish in 14.8435335 minutes). Alpha: (0.0002872668097,0.00161786347377)\n",
      "Iteration 368 (change = 0.000615059874015) (1.664944 seconds, I think I'll finish in 17.5374101333 minutes). Alpha: (0.000286309524287,0.00161566494235)\n",
      "Iteration 369 (change = 0.000283670751962) (1.643532 seconds, I think I'll finish in 17.2844782 minutes). Alpha: (0.000285358086309,0.00161347480828)\n",
      "Iteration 370 (change = 0.000305259822816) (1.523163 seconds, I think I'll finish in 15.9932115 minutes). Alpha: (0.000284412444847,0.00161129302126)\n",
      "Iteration 371 (change = 0.0003299478896) (1.405335 seconds, I think I'll finish in 14.73259525 minutes). Alpha: (0.000283472549559,0.00160911953143)\n",
      "Iteration 372 (change = 0.000358186853279) (1.464631 seconds, I think I'll finish in 15.3298044667 minutes). Alpha: (0.000282538350675,0.00160695428937)\n",
      "Iteration 373 (change = 0.00039058943606) (1.393519 seconds, I think I'll finish in 14.56227355 minutes). Alpha: (0.000281609798984,0.00160479724605)\n",
      "Iteration 374 (change = 0.000427948491379) (1.400511 seconds, I think I'll finish in 14.6119981 minutes). Alpha: (0.000280686845833,0.00160264835291)\n",
      "Iteration 375 (change = 0.000471280626696) (1.419478 seconds, I think I'll finish in 14.7862291667 minutes). Alpha: (0.000279769443114,0.00160050756177)\n",
      "Iteration 376 (change = 0.000521893071287) (1.464773 seconds, I think I'll finish in 15.2336392 minutes). Alpha: (0.000278857543256,0.00159837482487)\n",
      "Iteration 377 (change = 0.000581480490705) (1.413531 seconds, I think I'll finish in 14.67716355 minutes). Alpha: (0.000277951099223,0.00159625009486)\n",
      "Iteration 378 (change = 0.000652264410242) (1.471311 seconds, I think I'll finish in 15.2525907 minutes). Alpha: (0.000277050064501,0.00159413332479)\n",
      "Iteration 379 (change = 0.00073719606375) (1.417925 seconds, I think I'll finish in 14.67552375 minutes). Alpha: (0.000276154393094,0.00159202446811)\n",
      "Iteration 380 (change = 0.000840256410605) (1.389403 seconds, I think I'll finish in 14.3571643333 minutes). Alpha: (0.000275264039515,0.00158992347866)\n",
      "Iteration 381 (change = 0.0009669088744) (1.397012 seconds, I think I'll finish in 14.4125071333 minutes). Alpha: (0.000274378958779,0.00158783031066)\n",
      "Iteration 382 (change = 0.00112479800319) (1.435341 seconds, I think I'll finish in 14.7840123 minutes). Alpha: (0.000273499106401,0.00158574491874)\n",
      "Iteration 383 (change = 0.00132485645541) (1.425823 seconds, I think I'll finish in 14.6622131833 minutes). Alpha: (0.00027262443838,0.00158366725787)\n",
      "Iteration 384 (change = 0.00158310901989) (1.614998 seconds, I think I'll finish in 16.5806461333 minutes). Alpha: (0.000271754911203,0.00158159728342)\n",
      "Iteration 385 (change = 0.00192370824774) (1.394407 seconds, I think I'll finish in 14.29267175 minutes). Alpha: (0.000270890481828,0.00157953495114)\n",
      "Iteration 386 (change = 0.0023842287306) (1.494922 seconds, I think I'll finish in 15.2980351333 minutes). Alpha: (0.000270031107686,0.00157748021711)\n",
      "Iteration 387 (change = 0.00302527091097) (1.38521 seconds, I think I'll finish in 14.1522288333 minutes). Alpha: (0.000269176746672,0.00157543303781)\n",
      "Iteration 388 (change = 0.00394865025161) (1.517272 seconds, I think I'll finish in 15.4761744 minutes). Alpha: (0.000268327357134,0.00157339337005)\n",
      "Iteration 389 (change = 0.00533344098895) (1.517861 seconds, I think I'll finish in 15.4568845167 minutes). Alpha: (0.000267482897875,0.00157136117101)\n",
      "Iteration 390 (change = 0.00751050627109) (1.432158 seconds, I think I'll finish in 14.560273 minutes). Alpha: (0.000266643328141,0.00156933639823)\n",
      "Iteration 391 (change = 0.0111204587232) (1.392444 seconds, I think I'll finish in 14.1333066 minutes). Alpha: (0.000265808607618,0.00156731900956)\n",
      "Iteration 392 (change = 0.0174328973369) (1.418929 seconds, I think I'll finish in 14.3784805333 minutes). Alpha: (0.000264978696424,0.00156530896323)\n",
      "Iteration 393 (change = 0.0287633541905) (1.395249 seconds, I think I'll finish in 14.11526905 minutes). Alpha: (0.000264153555107,0.00156330621779)\n",
      "Iteration 394 (change = 0.0470281219938) (1.474918 seconds, I think I'll finish in 14.8966718 minutes). Alpha: (0.000263333144633,0.00156131073212)\n",
      "Iteration 395 (change = 0.0603750785496) (1.411591 seconds, I think I'll finish in 14.2335425833 minutes). Alpha: (0.000262517426386,0.00155932246544)\n",
      "Iteration 396 (change = 0.0356140127379) (1.375324 seconds, I think I'll finish in 13.8449282667 minutes). Alpha: (0.000261706362162,0.00155734137726)\n",
      "Iteration 397 (change = 0.00482865124974) (1.375298 seconds, I think I'll finish in 13.8217449 minutes). Alpha: (0.000260899914156,0.00155536742732)\n",
      "Iteration 398 (change = 0.00017582045496) (1.426259 seconds, I think I'll finish in 14.3101319667 minutes). Alpha: (0.000260098043962,0.0015534005399)\n",
      "Iteration 399 (change = 0.000130717903805) (1.41396 seconds, I think I'll finish in 14.163166 minutes). Alpha: (0.00025930071459,0.00155144067647)\n",
      "Iteration 400 (change = 0.000136357670504) (1.442751 seconds, I think I'll finish in 14.42751 minutes). Alpha: (0.000258507889444,0.00154948779888)\n",
      "Iteration 401 (change = 0.000143110109214) (1.37496 seconds, I think I'll finish in 13.726684 minutes). Alpha: (0.000257719532312,0.00154754186931)\n",
      "Iteration 402 (change = 0.000150896258572) (1.430805 seconds, I think I'll finish in 14.2603565 minutes). Alpha: (0.00025693560736,0.00154560285019)\n",
      "Iteration 403 (change = 0.00015973337385) (1.54626 seconds, I think I'll finish in 15.385287 minutes). Alpha: (0.000256156079131,0.00154367070422)\n",
      "Iteration 404 (change = 0.000169686592496) (1.462346 seconds, I think I'll finish in 14.5259702667 minutes). Alpha: (0.000255380912535,0.00154174539439)\n",
      "Iteration 405 (change = 0.000180856243352) (1.446904 seconds, I think I'll finish in 14.3484646667 minutes). Alpha: (0.000254610072847,0.00153982688397)\n",
      "Iteration 406 (change = 0.00019337578635) (1.373236 seconds, I think I'll finish in 13.5950364 minutes). Alpha: (0.000253843525705,0.00153791513647)\n",
      "Iteration 407 (change = 0.000207413819268) (1.409542 seconds, I think I'll finish in 13.9309734333 minutes). Alpha: (0.000253081237099,0.00153601011569)\n",
      "Iteration 408 (change = 0.000223178982382) (1.496509 seconds, I think I'll finish in 14.7655554667 minutes). Alpha: (0.000252323173372,0.00153411178568)\n",
      "Iteration 409 (change = 0.000240927225038) (1.51079 seconds, I think I'll finish in 14.8812815 minutes). Alpha: (0.000251569301212,0.00153222011077)\n",
      "Iteration 410 (change = 0.000260971695753) (1.510794 seconds, I think I'll finish in 14.856141 minutes). Alpha: (0.000250819587652,0.00153033505553)\n",
      "Iteration 411 (change = 0.000283695945941) (1.608959 seconds, I think I'll finish in 15.7946141833 minutes). Alpha: (0.000250074000059,0.00152845658479)\n",
      "Iteration 412 (change = 0.000309572138283) (1.468763 seconds, I think I'll finish in 14.3938774 minutes). Alpha: (0.000249332506136,0.00152658466365)\n",
      "Iteration 413 (change = 0.000339184746255) (1.37479 seconds, I think I'll finish in 13.4500288333 minutes). Alpha: (0.000248595073915,0.00152471925745)\n",
      "Iteration 414 (change = 0.000373262579426) (1.447239 seconds, I think I'll finish in 14.1347009 minutes). Alpha: (0.000247861671753,0.00152286033177)\n",
      "Iteration 415 (change = 0.000412722212588) (1.398746 seconds, I think I'll finish in 13.6377735 minutes). Alpha: (0.000247132268326,0.00152100785247)\n",
      "Iteration 416 (change = 0.000458727550075) (1.672999 seconds, I think I'll finish in 16.2838569333 minutes). Alpha: (0.000246406832631,0.00151916178562)\n",
      "Iteration 417 (change = 0.00051277259923) (1.516533 seconds, I think I'll finish in 14.73564565 minutes). Alpha: (0.000245685333975,0.00151732209756)\n",
      "Iteration 418 (change = 0.000576798199255) (1.588128 seconds, I think I'll finish in 15.4048416 minutes). Alpha: (0.000244967741976,0.00151548875486)\n",
      "Iteration 419 (change = 0.000653359336672) (1.433249 seconds, I think I'll finish in 13.8786278167 minutes). Alpha: (0.000244254026555,0.00151366172432)\n",
      "Iteration 420 (change = 0.000745869318467) (1.453042 seconds, I think I'll finish in 14.0460726667 minutes). Alpha: (0.000243544157938,0.001511840973)\n",
      "Iteration 421 (change = 0.000858963243274) (1.372061 seconds, I think I'll finish in 13.24038865 minutes). Alpha: (0.000242838106645,0.00151002646818)\n",
      "Iteration 422 (change = 0.000999051045453) (1.417934 seconds, I think I'll finish in 13.6594308667 minutes). Alpha: (0.000242135843493,0.00150821817736)\n",
      "Iteration 423 (change = 0.00117517966259) (1.376192 seconds, I think I'll finish in 13.2343797333 minutes). Alpha: (0.000241437339589,0.00150641606831)\n",
      "Iteration 424 (change = 0.00140041381671) (1.382611 seconds, I think I'll finish in 13.2730656 minutes). Alpha: (0.000240742566326,0.00150462010899)\n",
      "Iteration 425 (change = 0.00169411484429) (1.502909 seconds, I think I'll finish in 14.4028779167 minutes). Alpha: (0.000240051495381,0.00150283026761)\n",
      "Iteration 426 (change = 0.0020858294285) (1.554981 seconds, I think I'll finish in 14.8759849 minutes). Alpha: (0.00023936409871,0.00150104651258)\n",
      "Iteration 427 (change = 0.00262217701737) (1.486377 seconds, I think I'll finish in 14.19490035 minutes). Alpha: (0.000238680348548,0.00149926881257)\n",
      "Iteration 428 (change = 0.00337955877664) (1.388922 seconds, I think I'll finish in 13.2410564 minutes). Alpha: (0.000238000217402,0.00149749713644)\n",
      "Iteration 429 (change = 0.00448866908015) (1.410105 seconds, I think I'll finish in 13.41949925 minutes). Alpha: (0.000237323678047,0.00149573145327)\n",
      "Iteration 430 (change = 0.00618394547807) (1.384863 seconds, I think I'll finish in 13.1561985 minutes). Alpha: (0.000236650703527,0.00149397173238)\n",
      "Iteration 431 (change = 0.00890719454472) (1.402396 seconds, I think I'll finish in 13.2993887333 minutes). Alpha: (0.000235981267149,0.00149221794329)\n",
      "Iteration 432 (change = 0.0135260326218) (1.425634 seconds, I think I'll finish in 13.4960018667 minutes). Alpha: (0.000235315342479,0.00149047005572)\n",
      "Iteration 433 (change = 0.0217389713428) (1.445371 seconds, I think I'll finish in 13.65875595 minutes). Alpha: (0.000234652903341,0.00148872803962)\n",
      "Iteration 434 (change = 0.0362403311255) (1.571205 seconds, I think I'll finish in 14.8217005 minutes). Alpha: (0.000233993923813,0.00148699186514)\n",
      "Iteration 435 (change = 0.0560640917651) (1.533399 seconds, I think I'll finish in 14.43950725 minutes). Alpha: (0.000233338378223,0.00148526150263)\n",
      "Iteration 436 (change = 0.0566786806403) (1.60749 seconds, I think I'll finish in 15.110406 minutes). Alpha: (0.000232686241148,0.00148353692264)\n",
      "Iteration 437 (change = 0.0201105419419) (1.424135 seconds, I think I'll finish in 13.3631334167 minutes). Alpha: (0.000232037487408,0.00148181809585)\n",
      "Iteration 438 (change = 0.00152239060162) (1.406995 seconds, I think I'll finish in 13.1788531667 minutes). Alpha: (0.000231392092013,0.00148010499107)\n",
      "Iteration 439 (change = 0.00029385731692) (1.388125 seconds, I think I'll finish in 12.97896875 minutes). Alpha: (0.00023075002921,0.00147839753615)\n",
      "Iteration 440 (change = 0.000158644542237) (1.394125 seconds, I think I'll finish in 13.0118333333 minutes). Alpha: (0.00023011127456,0.00147669570388)\n",
      "Iteration 441 (change = 8.59898798414e-05) (1.519136 seconds, I think I'll finish in 14.1532837333 minutes). Alpha: (0.000229475803855,0.00147499946717)\n",
      "Iteration 442 (change = 4.65704351994e-05) (1.422816 seconds, I think I'll finish in 13.2321888 minutes). Alpha: (0.000228843593119,0.00147330879913)\n",
      "Iteration 443 (change = 2.52388930117e-05) (1.474179 seconds, I think I'll finish in 13.68529505 minutes). Alpha: (0.000228214618604,0.00147162367299)\n",
      "Iteration 444 (change = 1.37105399504e-05) (1.430524 seconds, I think I'll finish in 13.2561890667 minutes). Alpha: (0.000227588856787,0.00146994406216)\n",
      "Iteration 445 (change = 7.48355084757e-06) (1.43597 seconds, I think I'll finish in 13.2827225 minutes). Alpha: (0.000226966284365,0.00146826994021)\n",
      "Iteration 446 (change = 4.12023527856e-06) (1.503611 seconds, I think I'll finish in 13.8833415667 minutes). Alpha: (0.000226346878259,0.00146660128083)\n",
      "Iteration 447 (change = 2.30301778839e-06) (1.42448 seconds, I think I'll finish in 13.1289573333 minutes). Alpha: (0.000225730615604,0.00146493805791)\n",
      "Iteration 448 (change = 1.32040110506e-06) (1.366945 seconds, I think I'll finish in 12.575894 minutes). Alpha: (0.000225117473752,0.00146328024547)\n",
      "Iteration 449 (change = 7.88334797275e-07) (1.536785 seconds, I think I'll finish in 14.1128089167 minutes). Alpha: (0.000224507430267,0.00146162781768)\n",
      "Iteration 450 (change = 4.99545327934e-07) (1.429512 seconds, I think I'll finish in 13.10386 minutes). Alpha: (0.000223900462921,0.00145998074886)\n",
      "Iteration 451 (change = 3.42162279489e-07) (1.433237 seconds, I think I'll finish in 13.11411855 minutes). Alpha: (0.000223296549695,0.00145833901351)\n",
      "Iteration 452 (change = 2.55797053916e-07) (1.625861 seconds, I think I'll finish in 14.8495304667 minutes). Alpha: (0.000222695668775,0.00145670258624)\n",
      "Iteration 453 (change = 2.07843000878e-07) (1.36527 seconds, I think I'll finish in 12.4467115 minutes). Alpha: (0.00022209779855,0.00145507144184)\n",
      "Iteration 454 (change = 1.80687992034e-07) (1.387649 seconds, I think I'll finish in 12.6276059 minutes). Alpha: (0.000221502917609,0.00145344555524)\n",
      "Iteration 455 (change = 1.6481458324e-07) (1.381646 seconds, I think I'll finish in 12.5499511667 minutes). Alpha: (0.000220911004739,0.00145182490152)\n",
      "Iteration 456 (change = 1.55076421205e-07) (1.364738 seconds, I think I'll finish in 12.3736245333 minutes). Alpha: (0.000220322038922,0.0014502094559)\n",
      "Iteration 457 (change = 1.48688442903e-07) (1.384521 seconds, I think I'll finish in 12.52991505 minutes). Alpha: (0.000219735999335,0.00144859919376)\n",
      "Iteration 458 (change = 1.44141944767e-07) (1.438347 seconds, I think I'll finish in 12.9930679 minutes). Alpha: (0.000219152865346,0.0014469940906)\n",
      "Iteration 459 (change = 1.40618459819e-07) (1.384581 seconds, I think I'll finish in 12.48430535 minutes). Alpha: (0.000218572616512,0.0014453941221)\n",
      "Iteration 460 (change = 1.37673100331e-07) (1.40453 seconds, I think I'll finish in 12.64077 minutes). Alpha: (0.000217995232577,0.00144379926407)\n",
      "Iteration 461 (change = 1.35075061914e-07) (1.434373 seconds, I think I'll finish in 12.8854507833 minutes). Alpha: (0.00021742069347,0.00144220949245)\n",
      "Iteration 462 (change = 1.32681200729e-07) (1.459057 seconds, I think I'll finish in 13.0828777667 minutes). Alpha: (0.000216848979304,0.00144062478335)\n",
      "Iteration 463 (change = 1.30441860136e-07) (1.638908 seconds, I think I'll finish in 14.6682266 minutes). Alpha: (0.000216280070372,0.00143904511299)\n",
      "Iteration 464 (change = 1.28339157221e-07) (1.529681 seconds, I think I'll finish in 13.6651502667 minutes). Alpha: (0.000215713947144,0.00143747045775)\n",
      "Iteration 465 (change = 1.26266225724e-07) (1.525288 seconds, I think I'll finish in 13.6004846667 minutes). Alpha: (0.00021515059027,0.00143590079416)\n",
      "Iteration 466 (change = 1.24224201341e-07) (1.463725 seconds, I think I'll finish in 13.0271525 minutes). Alpha: (0.000214589980574,0.00143433609887)\n",
      "Iteration 467 (change = 1.22216316183e-07) (1.515928 seconds, I think I'll finish in 13.4664937333 minutes). Alpha: (0.00021403209905,0.00143277634869)\n",
      "Iteration 468 (change = 1.20243697242e-07) (1.591099 seconds, I think I'll finish in 14.1077444667 minutes). Alpha: (0.000213476926868,0.00143122152053)\n",
      "Iteration 469 (change = 1.18306445183e-07) (1.415141 seconds, I think I'll finish in 12.52399785 minutes). Alpha: (0.000212924445362,0.00142967159148)\n",
      "Iteration 470 (change = 1.16404157966e-07) (1.37118 seconds, I think I'll finish in 12.11209 minutes). Alpha: (0.000212374636037,0.00142812653875)\n",
      "Iteration 471 (change = 1.14536195941e-07) (1.362393 seconds, I think I'll finish in 12.01176495 minutes). Alpha: (0.000211827480561,0.00142658633967)\n",
      "Iteration 472 (change = 1.12701842817e-07) (1.41761 seconds, I think I'll finish in 12.474968 minutes). Alpha: (0.000211282960767,0.00142505097174)\n",
      "Iteration 473 (change = 1.1090034703e-07) (1.50134 seconds, I think I'll finish in 13.1867696667 minutes). Alpha: (0.000210741058649,0.00142352041255)\n",
      "Iteration 474 (change = 1.09130990849e-07) (1.460975 seconds, I think I'll finish in 12.8078808333 minutes). Alpha: (0.000210201756361,0.00142199463987)\n",
      "Iteration 475 (change = 1.07393053971e-07) (1.453781 seconds, I think I'll finish in 12.72058375 minutes). Alpha: (0.000209665036216,0.00142047363155)\n",
      "Iteration 476 (change = 1.05685858218e-07) (1.412558 seconds, I think I'll finish in 12.3363398667 minutes). Alpha: (0.000209130880682,0.00141895736563)\n",
      "Iteration 477 (change = 1.04008737216e-07) (1.478191 seconds, I think I'll finish in 12.8848982167 minutes). Alpha: (0.000208599272382,0.00141744582023)\n",
      "Iteration 478 (change = 1.02361065853e-07) (1.616459 seconds, I think I'll finish in 14.0631933 minutes). Alpha: (0.000208070194094,0.00141593897363)\n",
      "Iteration 479 (change = 1.00742224743e-07) (1.419083 seconds, I think I'll finish in 12.3223707167 minutes). Alpha: (0.000207543628746,0.00141443680423)\n",
      "Iteration 480 (change = 9.91516348918e-08) (1.393355 seconds, I think I'll finish in 12.0757433333 minutes). Alpha: (0.000207019559415,0.00141293929055)\n",
      "Iteration 481 (change = 9.75887107542e-08) (1.378979 seconds, I think I'll finish in 11.92816835 minutes). Alpha: (0.000206497969328,0.00141144641126)\n",
      "Iteration 482 (change = 9.60529046718e-08) (1.397346 seconds, I think I'll finish in 12.0637538 minutes). Alpha: (0.000205978841857,0.00140995814513)\n",
      "Iteration 483 (change = 9.45436808308e-08) (1.461726 seconds, I think I'll finish in 12.5952057 minutes). Alpha: (0.000205462160519,0.00140847447107)\n",
      "Iteration 484 (change = 9.30605054491e-08) (1.616999 seconds, I think I'll finish in 13.9061914 minutes). Alpha: (0.000204947908976,0.00140699536812)\n",
      "Iteration 485 (change = 9.16028693305e-08) (1.409452 seconds, I think I'll finish in 12.0977963333 minutes). Alpha: (0.00020443607103,0.00140552081544)\n",
      "Iteration 486 (change = 9.01702759374e-08) (1.38692 seconds, I think I'll finish in 11.8812813333 minutes). Alpha: (0.000203926630626,0.0014040507923)\n",
      "Iteration 487 (change = 8.87622322323e-08) (1.396534 seconds, I think I'll finish in 11.9403657 minutes). Alpha: (0.000203419571844,0.00140258527811)\n",
      "Iteration 488 (change = 8.73782619131e-08) (1.385582 seconds, I think I'll finish in 11.8236330667 minutes). Alpha: (0.000202914878905,0.0014011242524)\n",
      "Iteration 489 (change = 8.60179115286e-08) (1.39849 seconds, I think I'll finish in 11.9104731667 minutes). Alpha: (0.000202412536163,0.00139966769481)\n",
      "Iteration 490 (change = 8.46807156005e-08) (1.459833 seconds, I think I'll finish in 12.4085805 minutes). Alpha: (0.000201912528109,0.00139821558512)\n",
      "Iteration 491 (change = 8.33662449414e-08) (1.419272 seconds, I think I'll finish in 12.0401574667 minutes). Alpha: (0.000201414839367,0.00139676790321)\n",
      "Iteration 492 (change = 8.20740490934e-08) (1.435872 seconds, I think I'll finish in 12.1570496 minutes). Alpha: (0.000200919454689,0.00139532462908)\n",
      "Iteration 493 (change = 8.08037180297e-08) (1.468041 seconds, I think I'll finish in 12.40494645 minutes). Alpha: (0.000200426358962,0.00139388574286)\n",
      "Iteration 494 (change = 7.95548295653e-08) (1.400306 seconds, I think I'll finish in 11.8092472667 minutes). Alpha: (0.000199935537199,0.0013924512248)\n",
      "Iteration 495 (change = 7.83269816427e-08) (1.467034 seconds, I think I'll finish in 12.3475361667 minutes). Alpha: (0.000199446974541,0.00139102105525)\n",
      "Iteration 496 (change = 7.7119771321e-08) (1.422998 seconds, I think I'll finish in 11.9531832 minutes). Alpha: (0.000198960656256,0.00138959521469)\n",
      "Iteration 497 (change = 7.59328167219e-08) (1.40352 seconds, I think I'll finish in 11.766176 minutes). Alpha: (0.000198476567737,0.0013881736837)\n",
      "Iteration 498 (change = 7.47657370875e-08) (1.527209 seconds, I think I'll finish in 12.7776486333 minutes). Alpha: (0.000197994694499,0.00138675644299)\n",
      "Iteration 499 (change = 7.36181462355e-08) (1.519853 seconds, I think I'll finish in 12.69077255 minutes). Alpha: (0.00019751502218,0.00138534347338)\n",
      "Iteration 500 (change = 7.24897012096e-08) (1.406705 seconds, I think I'll finish in 11.7225416667 minutes). Alpha: (0.00019703753654,0.00138393475579)\n",
      "Iteration 501 (change = 7.13800305876e-08) (1.384982 seconds, I think I'll finish in 11.5184336333 minutes). Alpha: (0.000196562223458,0.00138253027127)\n",
      "Iteration 502 (change = 7.0288789336e-08) (1.393387 seconds, I think I'll finish in 11.5651121 minutes). Alpha: (0.000196089068931,0.00138113000097)\n",
      "Iteration 503 (change = 6.92156340583e-08) (1.428946 seconds, I think I'll finish in 11.8364360333 minutes). Alpha: (0.000195618059074,0.00137973392616)\n",
      "Iteration 504 (change = 6.81602243848e-08) (1.388668 seconds, I think I'll finish in 11.4796554667 minutes). Alpha: (0.000195149180119,0.00137834202821)\n",
      "Iteration 505 (change = 6.71222391384e-08) (1.461275 seconds, I think I'll finish in 12.05551875 minutes). Alpha: (0.00019468241841,0.0013769542886)\n",
      "Iteration 506 (change = 6.61013440011e-08) (1.716017 seconds, I think I'll finish in 14.1285399667 minutes). Alpha: (0.000194217760407,0.00137557068892)\n",
      "Iteration 507 (change = 6.50972317218e-08) (1.472157 seconds, I think I'll finish in 12.09622335 minutes). Alpha: (0.000193755192682,0.00137419121088)\n",
      "Iteration 508 (change = 6.41095880113e-08) (1.496473 seconds, I think I'll finish in 12.2710786 minutes). Alpha: (0.000193294701919,0.00137281583627)\n",
      "Iteration 509 (change = 6.31381162788e-08) (1.470757 seconds, I think I'll finish in 12.0356947833 minutes). Alpha: (0.000192836274912,0.00137144454701)\n",
      "Iteration 510 (change = 6.21825109111e-08) (1.463944 seconds, I think I'll finish in 11.9555426667 minutes). Alpha: (0.000192379898562,0.00137007732512)\n",
      "Iteration 511 (change = 6.12424877234e-08) (1.462882 seconds, I think I'll finish in 11.9224883 minutes). Alpha: (0.00019192555988,0.00136871415272)\n",
      "Iteration 512 (change = 6.03177553009e-08) (1.458098 seconds, I think I'll finish in 11.8591970667 minutes). Alpha: (0.000191473245986,0.00136735501204)\n",
      "Iteration 513 (change = 5.94080410609e-08) (1.610396 seconds, I think I'll finish in 13.0710475333 minutes). Alpha: (0.0001910229441,0.0013659998854)\n",
      "Iteration 514 (change = 5.85130726522e-08) (1.67341 seconds, I think I'll finish in 13.554621 minutes). Alpha: (0.000190574641553,0.00136464875524)\n",
      "Iteration 515 (change = 5.76325721142e-08) (1.3758 seconds, I think I'll finish in 11.12105 minutes). Alpha: (0.000190128325776,0.00136330160409)\n",
      "Iteration 516 (change = 5.6766293612e-08) (1.389559 seconds, I think I'll finish in 11.2091092667 minutes). Alpha: (0.000189683984303,0.00136195841459)\n",
      "Iteration 517 (change = 5.59139817671e-08) (1.385608 seconds, I think I'll finish in 11.1541444 minutes). Alpha: (0.000189241604771,0.00136061916947)\n",
      "Iteration 518 (change = 5.50753708778e-08) (1.37979 seconds, I think I'll finish in 11.084313 minutes). Alpha: (0.000188801174916,0.00135928385158)\n",
      "Iteration 519 (change = 5.42502179952e-08) (1.382486 seconds, I think I'll finish in 11.0829294333 minutes). Alpha: (0.000188362682574,0.00135795244384)\n",
      "Iteration 520 (change = 5.34382819158e-08) (1.440917 seconds, I think I'll finish in 11.527336 minutes). Alpha: (0.000187926115682,0.0013566249293)\n",
      "Iteration 521 (change = 5.26393179601e-08) (1.426199 seconds, I think I'll finish in 11.3858220167 minutes). Alpha: (0.00018749146227,0.00135530129107)\n",
      "Iteration 522 (change = 5.18530848859e-08) (1.42935 seconds, I think I'll finish in 11.387155 minutes). Alpha: (0.00018705871047,0.0013539815124)\n",
      "Iteration 523 (change = 5.12866437516e-08) (1.448487 seconds, I think I'll finish in 11.51547165 minutes). Alpha: (0.000186627848504,0.00135266557661)\n",
      "Iteration 524 (change = 5.08517683075e-08) (1.439841 seconds, I think I'll finish in 11.4227386 minutes). Alpha: (0.000186198864693,0.00135135346712)\n",
      "Iteration 525 (change = 5.04201843829e-08) (1.383691 seconds, I think I'll finish in 10.9542204167 minutes). Alpha: (0.00018577174745,0.00135004516745)\n",
      "Iteration 526 (change = 4.999187557e-08) (1.528129 seconds, I think I'll finish in 12.0722191 minutes). Alpha: (0.000185346485281,0.00134874066121)\n",
      "Iteration 527 (change = 4.95668626029e-08) (1.444872 seconds, I think I'll finish in 11.3904076 minutes). Alpha: (0.000184923066785,0.0013474399321)\n",
      "Iteration 528 (change = 4.91451409374e-08) (1.431158 seconds, I think I'll finish in 11.2584429333 minutes). Alpha: (0.000184501480651,0.00134614296393)\n",
      "Iteration 529 (change = 4.8726682437e-08) (1.49821 seconds, I think I'll finish in 11.7609485 minutes). Alpha: (0.000184081715657,0.00134484974059)\n",
      "Iteration 530 (change = 4.83114829915e-08) (1.502028 seconds, I think I'll finish in 11.765886 minutes). Alpha: (0.000183663760673,0.00134356024605)\n",
      "Iteration 531 (change = 4.78995422602e-08) (1.482125 seconds, I think I'll finish in 11.5852770833 minutes). Alpha: (0.000183247604656,0.00134227446441)\n",
      "Iteration 532 (change = 4.74908500819e-08) (1.429094 seconds, I think I'll finish in 11.1469332 minutes). Alpha: (0.000182833236649,0.00134099237982)\n",
      "Iteration 533 (change = 4.70854041897e-08) (1.396976 seconds, I think I'll finish in 10.8731298667 minutes). Alpha: (0.000182420645784,0.00133971397654)\n",
      "Iteration 534 (change = 4.66831852927e-08) (1.37278 seconds, I think I'll finish in 10.6619246667 minutes). Alpha: (0.000182009821278,0.00133843923892)\n",
      "Iteration 535 (change = 4.62842051268e-08) (1.52511 seconds, I think I'll finish in 11.8196025 minutes). Alpha: (0.000181600752433,0.00133716815139)\n",
      "Iteration 536 (change = 4.58884355156e-08) (1.438508 seconds, I think I'll finish in 11.1244618667 minutes). Alpha: (0.000181193428634,0.00133590069848)\n",
      "Iteration 537 (change = 4.54958854493e-08) (1.37732 seconds, I think I'll finish in 10.6283193333 minutes). Alpha: (0.000180787839352,0.0013346368648)\n",
      "Iteration 538 (change = 4.51065269453e-08) (1.484485 seconds, I think I'll finish in 11.4305345 minutes). Alpha: (0.000180383974137,0.00133337663504)\n",
      "Iteration 539 (change = 4.47203668578e-08) (1.444178 seconds, I think I'll finish in 11.0961009667 minutes). Alpha: (0.000179981822625,0.001332119994)\n",
      "Iteration 540 (change = 4.43373840652e-08) (1.481643 seconds, I think I'll finish in 11.359263 minutes). Alpha: (0.000179581374528,0.00133086692654)\n",
      "Iteration 541 (change = 4.39575710622e-08) (1.723441 seconds, I think I'll finish in 13.18432365 minutes). Alpha: (0.000179182619643,0.00132961741762)\n",
      "Iteration 542 (change = 4.35809179197e-08) (1.849721 seconds, I think I'll finish in 14.1195369667 minutes). Alpha: (0.000178785547843,0.00132837145229)\n",
      "Iteration 543 (change = 4.32074054346e-08) (1.926709 seconds, I think I'll finish in 14.6751002167 minutes). Alpha: (0.00017839014908,0.00132712901567)\n",
      "Iteration 544 (change = 4.2837026067e-08) (2.023942 seconds, I think I'll finish in 15.3819592 minutes). Alpha: (0.000177996413387,0.00132589009297)\n",
      "Iteration 545 (change = 4.24697673507e-08) (1.972867 seconds, I think I'll finish in 14.9609080833 minutes). Alpha: (0.000177604330869,0.00132465466948)\n",
      "Iteration 546 (change = 4.2105615228e-08) (1.734292 seconds, I think I'll finish in 13.1228094667 minutes). Alpha: (0.000177213891713,0.00132342273058)\n",
      "Iteration 547 (change = 4.17445553342e-08) (1.931089 seconds, I think I'll finish in 14.57972195 minutes). Alpha: (0.000176825086177,0.00132219426173)\n",
      "Iteration 548 (change = 4.13865674104e-08) (1.493874 seconds, I think I'll finish in 11.2538508 minutes). Alpha: (0.000176437904596,0.00132096924846)\n",
      "Iteration 549 (change = 4.10316526981e-08) (1.464133 seconds, I think I'll finish in 11.0053997167 minutes). Alpha: (0.00017605233738,0.0013197476764)\n",
      "Iteration 550 (change = 4.06797781629e-08) (1.567542 seconds, I think I'll finish in 11.756565 minutes). Alpha: (0.000175668375011,0.00131852953124)\n",
      "Iteration 551 (change = 4.03309399035e-08) (1.45973 seconds, I think I'll finish in 10.9236461667 minutes). Alpha: (0.000175286008045,0.00131731479877)\n",
      "Iteration 552 (change = 3.99851149586e-08) (1.458332 seconds, I think I'll finish in 10.8888789333 minutes). Alpha: (0.000174905227109,0.00131610346485)\n",
      "Iteration 553 (change = 3.96423016751e-08) (1.530858 seconds, I think I'll finish in 11.4048921 minutes). Alpha: (0.000174526022902,0.00131489551541)\n",
      "Iteration 554 (change = 3.93024637811e-08) (1.487007 seconds, I think I'll finish in 11.0534187 minutes). Alpha: (0.000174148386195,0.00131369093647)\n",
      "Iteration 555 (change = 3.8965600673e-08) (1.65212 seconds, I think I'll finish in 12.2532233333 minutes). Alpha: (0.000173772307828,0.00131248971413)\n",
      "Iteration 556 (change = 3.86316941197e-08) (1.960325 seconds, I think I'll finish in 14.506405 minutes). Alpha: (0.00017339777871,0.00131129183455)\n",
      "Iteration 557 (change = 3.83007221926e-08) (1.711738 seconds, I think I'll finish in 12.6383322333 minutes). Alpha: (0.000173024789819,0.00131009728399)\n",
      "Iteration 558 (change = 3.79726652008e-08) (1.461345 seconds, I think I'll finish in 10.7652415 minutes). Alpha: (0.000172653332203,0.00130890604876)\n",
      "Iteration 559 (change = 3.76475147532e-08) (1.489859 seconds, I think I'll finish in 10.95046365 minutes). Alpha: (0.000172283396976,0.00130771811528)\n",
      "Iteration 560 (change = 3.73252356961e-08) (1.38908 seconds, I think I'll finish in 10.1865866667 minutes). Alpha: (0.000171914975318,0.00130653347)\n",
      "Iteration 561 (change = 3.70058295474e-08) (1.418258 seconds, I think I'll finish in 10.3769210333 minutes). Alpha: (0.000171548058477,0.00130535209949)\n",
      "Iteration 562 (change = 3.66892643012e-08) (1.549912 seconds, I think I'll finish in 11.3143576 minutes). Alpha: (0.000171182637767,0.00130417399036)\n",
      "Iteration 563 (change = 3.63755306386e-08) (1.636718 seconds, I think I'll finish in 11.9207627667 minutes). Alpha: (0.000170818704566,0.00130299912931)\n",
      "Iteration 564 (change = 3.60646073084e-08) (1.547215 seconds, I think I'll finish in 11.2430956667 minutes). Alpha: (0.000170456250316,0.00130182750311)\n",
      "Iteration 565 (change = 3.57564693568e-08) (1.393714 seconds, I think I'll finish in 10.1044265 minutes). Alpha: (0.000170095266525,0.00130065909861)\n",
      "Iteration 566 (change = 3.54511153143e-08) (1.592826 seconds, I think I'll finish in 11.5214414 minutes). Alpha: (0.000169735744761,0.00129949390272)\n",
      "Iteration 567 (change = 3.51485067864e-08) (1.545461 seconds, I think I'll finish in 11.1530768833 minutes). Alpha: (0.000169377676659,0.00129833190242)\n",
      "Iteration 568 (change = 3.48486373735e-08) (1.413294 seconds, I think I'll finish in 10.1757168 minutes). Alpha: (0.000169021053912,0.00129717308478)\n",
      "Iteration 569 (change = 3.45514870538e-08) (1.387467 seconds, I think I'll finish in 9.96663795 minutes). Alpha: (0.000168665868278,0.00129601743691)\n",
      "Iteration 570 (change = 3.42570309251e-08) (1.44514 seconds, I think I'll finish in 10.3568366667 minutes). Alpha: (0.000168312111573,0.00129486494603)\n",
      "Iteration 571 (change = 3.39652560968e-08) (1.437167 seconds, I think I'll finish in 10.27574405 minutes). Alpha: (0.000167959775676,0.00129371559939)\n",
      "Iteration 572 (change = 3.36761414277e-08) (1.412857 seconds, I think I'll finish in 10.0783799333 minutes). Alpha: (0.000167608852525,0.00129256938433)\n",
      "Iteration 573 (change = 3.33896689206e-08) (1.674554 seconds, I think I'll finish in 11.9172426333 minutes). Alpha: (0.000167259334117,0.00129142628826)\n",
      "Iteration 574 (change = 3.3105814532e-08) (1.482789 seconds, I think I'll finish in 10.5278019 minutes). Alpha: (0.000166911212508,0.00129028629866)\n",
      "Iteration 575 (change = 3.28245685106e-08) (1.514928 seconds, I think I'll finish in 10.73074 minutes). Alpha: (0.000166564479813,0.00128914940306)\n",
      "Iteration 576 (change = 3.25458986208e-08) (1.423111 seconds, I think I'll finish in 10.0566510667 minutes). Alpha: (0.000166219128203,0.00128801558907)\n",
      "Iteration 577 (change = 3.22697984271e-08) (1.549775 seconds, I think I'll finish in 10.92591375 minutes). Alpha: (0.000165875149909,0.00128688484438)\n",
      "Iteration 578 (change = 3.19962438596e-08) (1.616745 seconds, I think I'll finish in 11.3711065 minutes). Alpha: (0.000165532537216,0.00128575715672)\n",
      "Iteration 579 (change = 3.17252089712e-08) (1.49078 seconds, I think I'll finish in 10.4603063333 minutes). Alpha: (0.000165191282466,0.0012846325139)\n",
      "Iteration 580 (change = 3.14566862714e-08) (1.538565 seconds, I think I'll finish in 10.769955 minutes). Alpha: (0.000164851378059,0.0012835109038)\n",
      "Iteration 581 (change = 3.11906500211e-08) (1.371966 seconds, I think I'll finish in 9.5808959 minutes). Alpha: (0.000164512816447,0.00128239231435)\n",
      "Iteration 582 (change = 3.0927078684e-08) (1.427718 seconds, I think I'll finish in 9.9464354 minutes). Alpha: (0.000164175590138,0.00128127673357)\n",
      "Iteration 583 (change = 3.06659577528e-08) (1.473454 seconds, I think I'll finish in 10.2405053 minutes). Alpha: (0.000163839691695,0.00128016414951)\n",
      "Iteration 584 (change = 3.04072675467e-08) (1.648251 seconds, I think I'll finish in 11.4278736 minutes). Alpha: (0.000163505113734,0.00127905455032)\n",
      "Iteration 585 (change = 3.01509826897e-08) (1.413188 seconds, I think I'll finish in 9.77455033333 minutes). Alpha: (0.000163171848924,0.00127794792418)\n",
      "Iteration 586 (change = 2.989709384e-08) (1.456931 seconds, I think I'll finish in 10.0528239 minutes). Alpha: (0.000162839889988,0.00127684425936)\n",
      "Iteration 587 (change = 2.96455725103e-08) (1.496065 seconds, I think I'll finish in 10.2979140833 minutes). Alpha: (0.0001625092297,0.00127574354418)\n",
      "Iteration 588 (change = 2.93964037067e-08) (1.430022 seconds, I think I'll finish in 9.8194844 minutes). Alpha: (0.000162179860886,0.00127464576702)\n",
      "Iteration 589 (change = 2.91495710777e-08) (1.415586 seconds, I think I'll finish in 9.6967641 minutes). Alpha: (0.000161851776425,0.00127355091633)\n",
      "Iteration 590 (change = 2.89050495638e-08) (1.405814 seconds, I think I'll finish in 9.60639566667 minutes). Alpha: (0.000161524969245,0.00127245898061)\n",
      "Iteration 591 (change = 2.86628194588e-08) (1.43266 seconds, I think I'll finish in 9.76596566667 minutes). Alpha: (0.000161199432325,0.00127136994843)\n",
      "Iteration 592 (change = 2.84228696268e-08) (1.422972 seconds, I think I'll finish in 9.6762096 minutes). Alpha: (0.000160875158695,0.00127028380843)\n",
      "Iteration 593 (change = 2.81851772315e-08) (1.425629 seconds, I think I'll finish in 9.67051671667 minutes). Alpha: (0.000160552141434,0.00126920054928)\n",
      "Iteration 594 (change = 2.79497170511e-08) (1.389634 seconds, I think I'll finish in 9.40319006667 minutes). Alpha: (0.00016023037367,0.00126812015974)\n",
      "Iteration 595 (change = 2.77164788314e-08) (1.433028 seconds, I think I'll finish in 9.672939 minutes). Alpha: (0.00015990984858,0.00126704262862)\n",
      "Iteration 596 (change = 2.74854425837e-08) (1.403766 seconds, I think I'll finish in 9.4520244 minutes). Alpha: (0.000159590559389,0.00126596794478)\n",
      "Iteration 597 (change = 2.72565870076e-08) (1.407269 seconds, I think I'll finish in 9.45215678333 minutes). Alpha: (0.000159272499371,0.00126489609715)\n",
      "Iteration 598 (change = 2.70298876185e-08) (1.420726 seconds, I think I'll finish in 9.5188642 minutes). Alpha: (0.000158955661846,0.0012638270747)\n",
      "Iteration 599 (change = 2.68053406063e-08) (1.444897 seconds, I think I'll finish in 9.65672828333 minutes). Alpha: (0.000158640040183,0.00126276086649)\n",
      "Iteration 600 (change = 2.65829182974e-08) (1.37346 seconds, I think I'll finish in 9.1564 minutes). Alpha: (0.000158325627795,0.00126169746161)\n",
      "Iteration 601 (change = 2.63625959964e-08) (1.407241 seconds, I think I'll finish in 9.35815265 minutes). Alpha: (0.000158012418144,0.00126063684922)\n",
      "Iteration 602 (change = 2.61443692529e-08) (1.461951 seconds, I think I'll finish in 9.6976083 minutes). Alpha: (0.000157700404736,0.00125957901853)\n",
      "Iteration 603 (change = 2.59282082945e-08) (1.37777 seconds, I think I'll finish in 9.11624483333 minutes). Alpha: (0.000157389581124,0.0012585239588)\n",
      "Iteration 604 (change = 2.57141024277e-08) (1.449402 seconds, I think I'll finish in 9.5660532 minutes). Alpha: (0.000157079940904,0.00125747165937)\n",
      "Iteration 605 (change = 2.550203258e-08) (1.595109 seconds, I think I'll finish in 10.50113425 minutes). Alpha: (0.000156771477718,0.00125642210961)\n",
      "Iteration 606 (change = 2.52919730129e-08) (1.560836 seconds, I think I'll finish in 10.2494897333 minutes). Alpha: (0.000156464185253,0.00125537529896)\n",
      "Iteration 607 (change = 2.50839162283e-08) (1.432741 seconds, I think I'll finish in 9.38445355 minutes). Alpha: (0.000156158057239,0.00125433121691)\n",
      "Iteration 608 (change = 2.48778391823e-08) (1.410398 seconds, I think I'll finish in 9.21460026667 minutes). Alpha: (0.00015585308745,0.00125328985301)\n",
      "Iteration 609 (change = 2.46737241555e-08) (1.354998 seconds, I think I'll finish in 8.8300703 minutes). Alpha: (0.000155549269702,0.00125225119685)\n",
      "Iteration 610 (change = 2.44715512755e-08) (1.428029 seconds, I think I'll finish in 9.2821885 minutes). Alpha: (0.000155246597856,0.00125121523809)\n",
      "Iteration 611 (change = 2.42713108885e-08) (1.387243 seconds, I think I'll finish in 8.99395878333 minutes). Alpha: (0.000154945065813,0.00125018196643)\n",
      "Iteration 612 (change = 2.4072977274e-08) (1.597468 seconds, I think I'll finish in 10.3302930667 minutes). Alpha: (0.000154644667518,0.00124915137163)\n",
      "Iteration 613 (change = 2.38765391374e-08) (1.557449 seconds, I think I'll finish in 10.04554605 minutes). Alpha: (0.000154345396957,0.00124812344351)\n",
      "Iteration 614 (change = 2.36819738972e-08) (1.544697 seconds, I think I'll finish in 9.9375507 minutes). Alpha: (0.000154047248156,0.00124709817193)\n",
      "Iteration 615 (change = 2.34892675535e-08) (1.645385 seconds, I think I'll finish in 10.5578870833 minutes). Alpha: (0.000153750215186,0.00124607554681)\n",
      "Iteration 616 (change = 2.32984022192e-08) (1.444335 seconds, I think I'll finish in 9.243744 minutes). Alpha: (0.000153454292154,0.00124505555812)\n",
      "Iteration 617 (change = 2.31093615227e-08) (1.447208 seconds, I think I'll finish in 9.23801106667 minutes). Alpha: (0.000153159473211,0.00124403819587)\n",
      "Iteration 618 (change = 2.29221296225e-08) (1.40346 seconds, I think I'll finish in 8.935362 minutes). Alpha: (0.000152865752544,0.00124302345014)\n",
      "Iteration 619 (change = 2.27366858933e-08) (1.403759 seconds, I think I'll finish in 8.91386965 minutes). Alpha: (0.000152573124385,0.00124201131104)\n",
      "Iteration 620 (change = 2.25530189519e-08) (1.452456 seconds, I think I'll finish in 9.198888 minutes). Alpha: (0.000152281583001,0.00124100176876)\n",
      "Iteration 621 (change = 2.23711073244e-08) (1.437929 seconds, I think I'll finish in 9.08291818333 minutes). Alpha: (0.000151991122699,0.00123999481352)\n",
      "Iteration 622 (change = 2.21909419228e-08) (1.408181 seconds, I think I'll finish in 8.8715403 minutes). Alpha: (0.000151701737826,0.00123899043558)\n",
      "Iteration 623 (change = 2.20124961397e-08) (1.448437 seconds, I think I'll finish in 9.10101248333 minutes). Alpha: (0.000151413422767,0.00123798862527)\n",
      "Iteration 624 (change = 2.18357617087e-08) (1.444412 seconds, I think I'll finish in 9.05164853333 minutes). Alpha: (0.000151126171942,0.00123698937296)\n",
      "Iteration 625 (change = 2.1660719502e-08) (1.393691 seconds, I think I'll finish in 8.71056875 minutes). Alpha: (0.000150839979814,0.00123599266906)\n",
      "Iteration 626 (change = 2.14873553356e-08) (1.380448 seconds, I think I'll finish in 8.60479253333 minutes). Alpha: (0.000150554840879,0.00123499850406)\n",
      "Iteration 627 (change = 2.13156547209e-08) (1.520347 seconds, I think I'll finish in 9.45149051667 minutes). Alpha: (0.000150270749672,0.00123400686846)\n",
      "Iteration 628 (change = 2.11455933777e-08) (1.466468 seconds, I think I'll finish in 9.0921016 minutes). Alpha: (0.000149987700765,0.00123301775282)\n",
      "Iteration 629 (change = 2.09771703977e-08) (1.445028 seconds, I think I'll finish in 8.9350898 minutes). Alpha: (0.000149705688765,0.00123203114777)\n",
      "Iteration 630 (change = 2.08103533864e-08) (1.437267 seconds, I think I'll finish in 8.8631465 minutes). Alpha: (0.000149424708316,0.00123104704396)\n",
      "Iteration 631 (change = 2.06451408769e-08) (1.427459 seconds, I think I'll finish in 8.77887285 minutes). Alpha: (0.000149144754099,0.00123006543209)\n",
      "Iteration 632 (change = 2.04815108219e-08) (1.433288 seconds, I think I'll finish in 8.79083306667 minutes). Alpha: (0.00014886582083,0.00122908630292)\n",
      "Iteration 633 (change = 2.03194500503e-08) (1.434874 seconds, I think I'll finish in 8.77664596667 minutes). Alpha: (0.000148587903258,0.00122810964725)\n",
      "Iteration 634 (change = 2.01589431474e-08) (1.663124 seconds, I think I'll finish in 10.1450564 minutes). Alpha: (0.00014831099617,0.00122713545593)\n",
      "Iteration 635 (change = 1.99999760881e-08) (1.838 seconds, I think I'll finish in 11.1811666667 minutes). Alpha: (0.000148035094387,0.00122616371984)\n",
      "Iteration 636 (change = 1.98425282243e-08) (1.653962 seconds, I think I'll finish in 10.0340361333 minutes). Alpha: (0.000147760192762,0.00122519442992)\n",
      "Iteration 637 (change = 1.96865973485e-08) (1.646862 seconds, I think I'll finish in 9.9635151 minutes). Alpha: (0.000147486286187,0.00122422757716)\n",
      "Iteration 638 (change = 1.95321589878e-08) (1.429161 seconds, I think I'll finish in 8.6226047 minutes). Alpha: (0.000147213369582,0.00122326315258)\n",
      "Iteration 639 (change = 1.93791979249e-08) (1.548299 seconds, I think I'll finish in 9.31559898333 minutes). Alpha: (0.000146941437906,0.00122230114726)\n",
      "Iteration 640 (change = 1.92277051452e-08) (1.432017 seconds, I think I'll finish in 8.592102 minutes). Alpha: (0.000146670486148,0.0012213415523)\n",
      "Iteration 641 (change = 1.90776672164e-08) (1.493903 seconds, I think I'll finish in 8.93851961667 minutes). Alpha: (0.000146400509331,0.00122038435887)\n",
      "Iteration 642 (change = 1.89290629463e-08) (1.376676 seconds, I think I'll finish in 8.2141668 minutes). Alpha: (0.00014613150251,0.00121942955819)\n",
      "Iteration 643 (change = 1.87818852373e-08) (1.376476 seconds, I think I'll finish in 8.1900322 minutes). Alpha: (0.000145863460774,0.00121847714148)\n",
      "Iteration 644 (change = 1.86361194326e-08) (1.370248 seconds, I think I'll finish in 8.13013813333 minutes). Alpha: (0.000145596379243,0.00121752710005)\n",
      "Iteration 645 (change = 1.84917466098e-08) (1.390093 seconds, I think I'll finish in 8.22471691667 minutes). Alpha: (0.00014533025307,0.00121657942522)\n",
      "Iteration 646 (change = 1.83487574104e-08) (1.368526 seconds, I think I'll finish in 8.0743034 minutes). Alpha: (0.000145065077439,0.00121563410838)\n",
      "Iteration 647 (change = 1.82071385808e-08) (1.373879 seconds, I think I'll finish in 8.08298811667 minutes). Alpha: (0.000144800847566,0.00121469114095)\n",
      "Iteration 648 (change = 1.80668801314e-08) (1.381823 seconds, I think I'll finish in 8.10669493333 minutes). Alpha: (0.000144537558697,0.00121375051438)\n",
      "Iteration 649 (change = 1.79279559163e-08) (1.360561 seconds, I think I'll finish in 7.95928185 minutes). Alpha: (0.00014427520611,0.00121281222018)\n",
      "Iteration 650 (change = 1.77903648897e-08) (1.364429 seconds, I think I'll finish in 7.95916916667 minutes). Alpha: (0.000144013785115,0.0012118762499)\n",
      "Iteration 651 (change = 1.76540934989e-08) (1.373347 seconds, I think I'll finish in 7.98830171667 minutes). Alpha: (0.000143753291049,0.00121094259512)\n",
      "Iteration 652 (change = 1.7519120245e-08) (1.399064 seconds, I think I'll finish in 8.1145712 minutes). Alpha: (0.000143493719283,0.00121001124747)\n",
      "Iteration 653 (change = 1.73854427137e-08) (1.371041 seconds, I think I'll finish in 7.92918711667 minutes). Alpha: (0.000143235065215,0.00120908219862)\n",
      "Iteration 654 (change = 1.72530414332e-08) (1.386209 seconds, I think I'll finish in 7.99380523333 minutes). Alpha: (0.000142977324274,0.00120815544027)\n",
      "Iteration 655 (change = 1.71219080818e-08) (1.391776 seconds, I think I'll finish in 8.002712 minutes). Alpha: (0.00014272049192,0.00120723096419)\n",
      "Iteration 656 (change = 1.69920257141e-08) (1.37414 seconds, I think I'll finish in 7.87840266667 minutes). Alpha: (0.00014246456364,0.00120630876216)\n",
      "Iteration 657 (change = 1.68633789246e-08) (1.35798 seconds, I think I'll finish in 7.763119 minutes). Alpha: (0.00014220953495,0.001205388826)\n",
      "Iteration 658 (change = 1.67359698294e-08) (1.357265 seconds, I think I'll finish in 7.7364105 minutes). Alpha: (0.000141955401398,0.0012044711476)\n",
      "Iteration 659 (change = 1.66097746294e-08) (1.373591 seconds, I think I'll finish in 7.80657551667 minutes). Alpha: (0.000141702158555,0.00120355571885)\n",
      "Iteration 660 (change = 1.6484777434e-08) (1.382288 seconds, I think I'll finish in 7.83296533333 minutes). Alpha: (0.000141449802027,0.00120264253172)\n",
      "Iteration 661 (change = 1.6360981352e-08) (1.36863 seconds, I think I'll finish in 7.7327595 minutes). Alpha: (0.000141198327442,0.00120173157817)\n",
      "Iteration 662 (change = 1.62383605232e-08) (1.377927 seconds, I think I'll finish in 7.7623221 minutes). Alpha: (0.00014094773046,0.00120082285025)\n",
      "Iteration 663 (change = 1.61169090934e-08) (1.377783 seconds, I think I'll finish in 7.73854785 minutes). Alpha: (0.000140698006768,0.00119991634002)\n",
      "Iteration 664 (change = 1.59966124333e-08) (1.373224 seconds, I think I'll finish in 7.6900544 minutes). Alpha: (0.000140449152079,0.00119901203957)\n",
      "Iteration 665 (change = 1.58774689176e-08) (1.36547 seconds, I think I'll finish in 7.62387416667 minutes). Alpha: (0.000140201162134,0.00119810994106)\n",
      "Iteration 666 (change = 1.5759453013e-08) (1.40188 seconds, I think I'll finish in 7.80379866667 minutes). Alpha: (0.000139954032702,0.00119721003666)\n",
      "Iteration 667 (change = 1.56425610269e-08) (1.341857 seconds, I think I'll finish in 7.44730635 minutes). Alpha: (0.000139707759578,0.00119631231858)\n",
      "Iteration 668 (change = 1.55267890294e-08) (1.369121 seconds, I think I'll finish in 7.57580286667 minutes). Alpha: (0.000139462338583,0.00119541677908)\n",
      "Iteration 669 (change = 1.54121038689e-08) (1.399533 seconds, I think I'll finish in 7.72075705 minutes). Alpha: (0.000139217765565,0.00119452341045)\n",
      "Iteration 670 (change = 1.5298518921e-08) (1.444549 seconds, I think I'll finish in 7.9450195 minutes). Alpha: (0.0001389740364,0.00119363220502)\n",
      "Iteration 671 (change = 1.51860095279e-08) (1.386156 seconds, I think I'll finish in 7.6007554 minutes). Alpha: (0.000138731146986,0.00119274315515)\n",
      "Iteration 672 (change = 1.50745682881e-08) (1.524342 seconds, I think I'll finish in 8.3330696 minutes). Alpha: (0.000138489093251,0.00119185625325)\n",
      "Iteration 673 (change = 1.4964184317e-08) (1.561287 seconds, I think I'll finish in 8.50901415 minutes). Alpha: (0.000138247871146,0.00119097149175)\n",
      "Iteration 674 (change = 1.48548466319e-08) (1.420413 seconds, I think I'll finish in 7.7175773 minutes). Alpha: (0.000138007476648,0.00119008886312)\n",
      "Iteration 675 (change = 1.47465464973e-08) (1.38894 seconds, I think I'll finish in 7.523425 minutes). Alpha: (0.00013776790576,0.00118920835987)\n",
      "Iteration 676 (change = 1.46392710699e-08) (1.483832 seconds, I think I'll finish in 8.0126928 minutes). Alpha: (0.000137529154509,0.00118832997456)\n",
      "Iteration 677 (change = 1.45330124795e-08) (1.38532 seconds, I think I'll finish in 7.45763933333 minutes). Alpha: (0.000137291218947,0.00118745369975)\n",
      "Iteration 678 (change = 1.44277584678e-08) (1.426932 seconds, I think I'll finish in 7.6578684 minutes). Alpha: (0.000137054095152,0.00118657952806)\n",
      "Iteration 679 (change = 1.432350308e-08) (1.45205 seconds, I think I'll finish in 7.7684675 minutes). Alpha: (0.000136817779225,0.00118570745215)\n",
      "Iteration 680 (change = 1.42202325688e-08) (1.427067 seconds, I think I'll finish in 7.611024 minutes). Alpha: (0.000136582267291,0.00118483746469)\n",
      "Iteration 681 (change = 1.41179324173e-08) (1.600437 seconds, I think I'll finish in 8.50899005 minutes). Alpha: (0.0001363475555,0.00118396955841)\n",
      "Iteration 682 (change = 1.40166037839e-08) (1.397212 seconds, I think I'll finish in 7.4052236 minutes). Alpha: (0.000136113640026,0.00118310372606)\n",
      "Iteration 683 (change = 1.39162273866e-08) (1.368149 seconds, I think I'll finish in 7.22838721667 minutes). Alpha: (0.000135880517066,0.00118223996042)\n",
      "Iteration 684 (change = 1.38168013562e-08) (1.380936 seconds, I think I'll finish in 7.2729296 minutes). Alpha: (0.000135648182841,0.00118137825433)\n",
      "Iteration 685 (change = 1.37183083269e-08) (1.367215 seconds, I think I'll finish in 7.17787875 minutes). Alpha: (0.000135416633595,0.00118051860063)\n",
      "Iteration 686 (change = 1.36207479558e-08) (1.349371 seconds, I think I'll finish in 7.06170823333 minutes). Alpha: (0.000135185865596,0.00117966099221)\n",
      "Iteration 687 (change = 1.35241008817e-08) (1.386104 seconds, I think I'll finish in 7.23084253333 minutes). Alpha: (0.000134955875133,0.001178805422)\n",
      "Iteration 688 (change = 1.34283658237e-08) (1.362881 seconds, I think I'll finish in 7.0869812 minutes). Alpha: (0.000134726658521,0.00117795188295)\n",
      "Iteration 689 (change = 1.33335275813e-08) (1.367356 seconds, I think I'll finish in 7.08746193333 minutes). Alpha: (0.000134498212095,0.00117710036804)\n",
      "Iteration 690 (change = 1.32395823514e-08) (1.364695 seconds, I think I'll finish in 7.05092416667 minutes). Alpha: (0.000134270532213,0.00117625087031)\n",
      "Iteration 691 (change = 1.31465211468e-08) (1.376719 seconds, I think I'll finish in 7.09010285 minutes). Alpha: (0.000134043615256,0.0011754033828)\n",
      "Iteration 692 (change = 1.30543295347e-08) (1.3897 seconds, I think I'll finish in 7.13379333333 minutes). Alpha: (0.000133817457627,0.00117455789859)\n",
      "Iteration 693 (change = 1.29630057833e-08) (1.371633 seconds, I think I'll finish in 7.01818885 minutes). Alpha: (0.000133592055751,0.00117371441082)\n",
      "Iteration 694 (change = 1.28725319222e-08) (1.381772 seconds, I think I'll finish in 7.0470372 minutes). Alpha: (0.000133367406074,0.00117287291261)\n",
      "Iteration 695 (change = 1.27829085919e-08) (1.397438 seconds, I think I'll finish in 7.10364316667 minutes). Alpha: (0.000133143505064,0.00117203339717)\n",
      "Iteration 696 (change = 1.26941209569e-08) (1.368481 seconds, I think I'll finish in 6.93363706667 minutes). Alpha: (0.000132920349212,0.00117119585769)\n",
      "Iteration 697 (change = 1.26061683614e-08) (1.347759 seconds, I think I'll finish in 6.80618295 minutes). Alpha: (0.000132697935028,0.00117036028743)\n",
      "Iteration 698 (change = 1.25190305467e-08) (1.382861 seconds, I think I'll finish in 6.96040036667 minutes). Alpha: (0.000132476259044,0.00116952667966)\n",
      "Iteration 699 (change = 1.24327144702e-08) (1.376285 seconds, I think I'll finish in 6.90436308333 minutes). Alpha: (0.000132255317815,0.00116869502769)\n",
      "Iteration 700 (change = 1.23471965395e-08) (1.388446 seconds, I think I'll finish in 6.94223 minutes). Alpha: (0.000132035107913,0.00116786532485)\n",
      "Iteration 701 (change = 1.22624779613e-08) (1.380487 seconds, I think I'll finish in 6.87942688333 minutes). Alpha: (0.000131815625934,0.00116703756451)\n",
      "Iteration 702 (change = 1.21785456985e-08) (1.430847 seconds, I think I'll finish in 7.1065401 minutes). Alpha: (0.000131596868493,0.00116621174008)\n",
      "Iteration 703 (change = 1.20953981577e-08) (1.372397 seconds, I think I'll finish in 6.79336515 minutes). Alpha: (0.000131378832225,0.00116538784498)\n",
      "Iteration 704 (change = 1.20130220707e-08) (1.37516 seconds, I think I'll finish in 6.78412266667 minutes). Alpha: (0.000131161513787,0.00116456587266)\n",
      "Iteration 705 (change = 1.19314108506e-08) (1.368481 seconds, I think I'll finish in 6.72836491667 minutes). Alpha: (0.000130944909855,0.00116374581663)\n",
      "Iteration 706 (change = 1.18505565395e-08) (1.378015 seconds, I think I'll finish in 6.7522735 minutes). Alpha: (0.000130729017125,0.00116292767039)\n",
      "Iteration 707 (change = 1.17704534071e-08) (1.361085 seconds, I think I'll finish in 6.64663175 minutes). Alpha: (0.000130513832312,0.0011621114275)\n",
      "Iteration 708 (change = 1.16910941447e-08) (1.346974 seconds, I think I'll finish in 6.55527346667 minutes). Alpha: (0.000130299352152,0.00116129708153)\n",
      "Iteration 709 (change = 1.16124666593e-08) (1.374837 seconds, I think I'll finish in 6.66795945 minutes). Alpha: (0.0001300855734,0.00116048462609)\n",
      "Iteration 710 (change = 1.15345688354e-08) (1.358171 seconds, I think I'll finish in 6.56449316667 minutes). Alpha: (0.000129872492831,0.00115967405482)\n",
      "Iteration 711 (change = 1.14573873045e-08) (1.363231 seconds, I think I'll finish in 6.56622931667 minutes). Alpha: (0.000129660107237,0.00115886536138)\n",
      "Iteration 712 (change = 1.13809240605e-08) (1.502583 seconds, I think I'll finish in 7.2123984 minutes). Alpha: (0.000129448413431,0.00115805853947)\n",
      "Iteration 713 (change = 1.13051628385e-08) (1.526659 seconds, I think I'll finish in 7.30251888333 minutes). Alpha: (0.000129237408245,0.00115725358281)\n",
      "Iteration 714 (change = 1.12300997531e-08) (1.510163 seconds, I think I'll finish in 7.19844363333 minutes). Alpha: (0.000129027088529,0.00115645048515)\n",
      "Iteration 715 (change = 1.11557315309e-08) (2.417584 seconds, I think I'll finish in 11.483524 minutes). Alpha: (0.000128817451153,0.00115564924027)\n",
      "Iteration 716 (change = 1.10820451542e-08) (1.957576 seconds, I think I'll finish in 9.26585973333 minutes). Alpha: (0.000128608493003,0.00115484984198)\n",
      "Iteration 717 (change = 1.10090339472e-08) (1.669237 seconds, I think I'll finish in 7.87323451667 minutes). Alpha: (0.000128400210986,0.00115405228411)\n",
      "Iteration 718 (change = 1.0936697337e-08) (1.43986 seconds, I think I'll finish in 6.767342 minutes). Alpha: (0.000128192602026,0.00115325656053)\n",
      "Iteration 719 (change = 1.08650257333e-08) (1.399361 seconds, I think I'll finish in 6.55367401667 minutes). Alpha: (0.000127985663065,0.00115246266512)\n",
      "Iteration 720 (change = 1.07940086792e-08) (1.417118 seconds, I think I'll finish in 6.61321733333 minutes). Alpha: (0.000127779391063,0.0011516705918)\n",
      "Iteration 721 (change = 1.07236431927e-08) (1.417946 seconds, I think I'll finish in 6.5934489 minutes). Alpha: (0.000127573782999,0.00115088033453)\n",
      "Iteration 722 (change = 1.06539186474e-08) (1.503939 seconds, I think I'll finish in 6.9682507 minutes). Alpha: (0.000127368835869,0.00115009188727)\n",
      "Iteration 723 (change = 1.05848366969e-08) (1.417537 seconds, I think I'll finish in 6.54429581667 minutes). Alpha: (0.000127164546685,0.00114930524403)\n",
      "Iteration 724 (change = 1.05163842182e-08) (1.420047 seconds, I think I'll finish in 6.5322162 minutes). Alpha: (0.00012696091248,0.00114852039882)\n",
      "Iteration 725 (change = 1.04485568358e-08) (1.676341 seconds, I think I'll finish in 7.68322958333 minutes). Alpha: (0.000126757930301,0.0011477373457)\n",
      "Iteration 726 (change = 1.03813453992e-08) (2.629453 seconds, I think I'll finish in 12.0078353667 minutes). Alpha: (0.000126555597214,0.00114695607876)\n",
      "Iteration 727 (change = 1.03147477233e-08) (1.41635 seconds, I think I'll finish in 6.4443925 minutes). Alpha: (0.000126353910301,0.0011461765921)\n",
      "Iteration 728 (change = 1.02487559738e-08) (1.656656 seconds, I think I'll finish in 7.51017386667 minutes). Alpha: (0.000126152866663,0.00114539887985)\n",
      "Iteration 729 (change = 1.018336837e-08) (1.567585 seconds, I think I'll finish in 7.08025891667 minutes). Alpha: (0.000125952463416,0.00114462293617)\n",
      "Iteration 730 (change = 1.01185687554e-08) (1.552111 seconds, I think I'll finish in 6.9844995 minutes). Alpha: (0.000125752697693,0.00114384875524)\n",
      "Iteration 731 (change = 1.00543616149e-08) (1.720647 seconds, I think I'll finish in 7.71423405 minutes). Alpha: (0.000125553566644,0.00114307633128)\n",
      "Iteration 732 (change = 9.99073447823e-09) (1.613191 seconds, I think I'll finish in 7.20558646667 minutes). Alpha: (0.000125355067435,0.00114230565852)\n",
      "Iteration 733 (change = 9.92768181111e-09) (1.490186 seconds, I think I'll finish in 6.6313277 minutes). Alpha: (0.000125157197249,0.00114153673123)\n",
      "Iteration 734 (change = 9.86520246346e-09) (1.49326 seconds, I think I'll finish in 6.62011933333 minutes). Alpha: (0.000124959953286,0.00114076954368)\n",
      "Iteration 735 (change = 9.80328288273e-09) (1.41841 seconds, I think I'll finish in 6.26464416667 minutes). Alpha: (0.00012476333276,0.0011400040902)\n",
      "Iteration 736 (change = 9.74193160819e-09) (1.425659 seconds, I think I'll finish in 6.2728996 minutes). Alpha: (0.000124567332903,0.00113924036511)\n",
      "Iteration 737 (change = 9.68112437329e-09) (1.423469 seconds, I think I'll finish in 6.23953911667 minutes). Alpha: (0.000124371950962,0.00113847836279)\n",
      "Iteration 738 (change = 9.62087074522e-09) (1.383129 seconds, I think I'll finish in 6.0396633 minutes). Alpha: (0.000124177184199,0.00113771807761)\n",
      "Iteration 739 (change = 9.56115802759e-09) (1.388928 seconds, I think I'll finish in 6.0418368 minutes). Alpha: (0.000123983029894,0.001136959504)\n",
      "Iteration 740 (change = 9.50198092442e-09) (1.43227 seconds, I think I'll finish in 6.20650333333 minutes). Alpha: (0.000123789485341,0.00113620263638)\n",
      "Iteration 741 (change = 9.44333643414e-09) (1.483916 seconds, I think I'll finish in 6.40557073333 minutes). Alpha: (0.00012359654785,0.00113544746922)\n",
      "Iteration 742 (change = 9.38521763523e-09) (1.446362 seconds, I think I'll finish in 6.2193566 minutes). Alpha: (0.000123404214745,0.001134693997)\n",
      "Iteration 743 (change = 9.32762014944e-09) (1.427577 seconds, I think I'll finish in 6.11478815 minutes). Alpha: (0.000123212483368,0.00113394221424)\n",
      "Iteration 744 (change = 9.27053857363e-09) (1.473128 seconds, I think I'll finish in 6.28534613333 minutes). Alpha: (0.000123021351073,0.00113319211545)\n",
      "Iteration 745 (change = 9.21396425252e-09) (1.396807 seconds, I think I'll finish in 5.93642975 minutes). Alpha: (0.000122830815232,0.00113244369521)\n",
      "Iteration 746 (change = 9.15789928733e-09) (1.461506 seconds, I think I'll finish in 6.18704206667 minutes). Alpha: (0.000122640873229,0.0011316969481)\n",
      "Iteration 747 (change = 9.10233076476e-09) (1.441544 seconds, I think I'll finish in 6.07851053333 minutes). Alpha: (0.000122451522466,0.0011309518687)\n",
      "Iteration 748 (change = 9.04726413962e-09) (1.495935 seconds, I think I'll finish in 6.282927 minutes). Alpha: (0.000122262760357,0.00113020845167)\n",
      "Iteration 749 (change = 8.9926805187e-09) (1.439519 seconds, I think I'll finish in 6.02198781667 minutes). Alpha: (0.000122074584332,0.00112946669164)\n",
      "Iteration 750 (change = 8.93858929937e-09) (1.490225 seconds, I think I'll finish in 6.20927083333 minutes). Alpha: (0.000121886991836,0.00112872658328)\n",
      "Iteration 751 (change = 8.88497228551e-09) (1.440117 seconds, I think I'll finish in 5.97648555 minutes). Alpha: (0.000121699980327,0.00112798812131)\n",
      "Iteration 752 (change = 8.83183115663e-09) (1.444706 seconds, I think I'll finish in 5.97145146667 minutes). Alpha: (0.000121513547279,0.00112725130043)\n",
      "Iteration 753 (change = 8.77916486728e-09) (1.412348 seconds, I think I'll finish in 5.81416593333 minutes). Alpha: (0.000121327690178,0.00112651611539)\n",
      "Iteration 754 (change = 8.72696617473e-09) (1.456737 seconds, I think I'll finish in 5.9726217 minutes). Alpha: (0.000121142406526,0.00112578256096)\n",
      "Iteration 755 (change = 8.67522091674e-09) (1.429293 seconds, I think I'll finish in 5.83627975 minutes). Alpha: (0.000120957693839,0.00112505063193)\n",
      "Iteration 756 (change = 8.62394110456e-09) (1.497405 seconds, I think I'll finish in 6.089447 minutes). Alpha: (0.000120773549646,0.0011243203231)\n",
      "Iteration 757 (change = 8.5731109281e-09) (1.438881 seconds, I think I'll finish in 5.82746805 minutes). Alpha: (0.000120589971489,0.00112359162931)\n",
      "Iteration 758 (change = 8.52272745711e-09) (1.373099 seconds, I think I'll finish in 5.53816596667 minutes). Alpha: (0.000120406956928,0.00112286454542)\n",
      "Iteration 759 (change = 8.4727877839e-09) (1.404905 seconds, I think I'll finish in 5.64303508333 minutes). Alpha: (0.000120224503531,0.00112213906629)\n",
      "Iteration 760 (change = 8.42328955726e-09) (1.435455 seconds, I think I'll finish in 5.74182 minutes). Alpha: (0.000120042608883,0.00112141518684)\n",
      "Iteration 761 (change = 8.37422234559e-09) (1.429256 seconds, I think I'll finish in 5.69320306667 minutes). Alpha: (0.000119861270582,0.00112069290199)\n",
      "Iteration 762 (change = 8.32558641589e-09) (1.421905 seconds, I think I'll finish in 5.64022316667 minutes). Alpha: (0.000119680486239,0.00111997220667)\n",
      "Iteration 763 (change = 8.27737628948e-09) (1.432341 seconds, I think I'll finish in 5.65774695 minutes). Alpha: (0.000119500253478,0.00111925309585)\n",
      "Iteration 764 (change = 8.22958981901e-09) (1.488955 seconds, I think I'll finish in 5.85655633333 minutes). Alpha: (0.000119320569937,0.00111853556452)\n",
      "Iteration 765 (change = 8.18221967656e-09) (1.4103 seconds, I think I'll finish in 5.523675 minutes). Alpha: (0.000119141433266,0.00111781960769)\n",
      "Iteration 766 (change = 8.13526434304e-09) (1.418735 seconds, I think I'll finish in 5.5330665 minutes). Alpha: (0.00011896284113,0.00111710522038)\n",
      "Iteration 767 (change = 8.08871749198e-09) (1.45677 seconds, I think I'll finish in 5.6571235 minutes). Alpha: (0.000118784791204,0.00111639239764)\n",
      "Iteration 768 (change = 8.04257356954e-09) (1.452751 seconds, I think I'll finish in 5.61730386667 minutes). Alpha: (0.000118607281178,0.00111568113455)\n",
      "Iteration 769 (change = 7.99683250643e-09) (1.433609 seconds, I think I'll finish in 5.51939465 minutes). Alpha: (0.000118430308754,0.0011149714262)\n",
      "Iteration 770 (change = 7.95149076535e-09) (1.652958 seconds, I think I'll finish in 6.336339 minutes). Alpha: (0.000118253871648,0.0011142632677)\n",
      "Iteration 771 (change = 7.90653785772e-09) (1.756293 seconds, I think I'll finish in 6.70318495 minutes). Alpha: (0.000118077967586,0.00111355665418)\n",
      "Iteration 772 (change = 7.86198077986e-09) (1.496995 seconds, I think I'll finish in 5.688581 minutes). Alpha: (0.000117902594308,0.0011128515808)\n",
      "Iteration 773 (change = 7.81780125368e-09) (1.624526 seconds, I think I'll finish in 6.14612336667 minutes). Alpha: (0.000117727749567,0.00111214804274)\n",
      "Iteration 774 (change = 7.77400919232e-09) (1.497685 seconds, I think I'll finish in 5.64128016667 minutes). Alpha: (0.000117553431127,0.00111144603518)\n",
      "Iteration 775 (change = 7.73059257632e-09) (1.37691 seconds, I think I'll finish in 5.1634125 minutes). Alpha: (0.000117379636766,0.00111074555335)\n",
      "Iteration 776 (change = 7.68755536671e-09) (1.390582 seconds, I think I'll finish in 5.19150613333 minutes). Alpha: (0.000117206364272,0.00111004659248)\n",
      "Iteration 777 (change = 7.64487917617e-09) (1.391847 seconds, I think I'll finish in 5.17303135 minutes). Alpha: (0.000117033611446,0.00110934914782)\n",
      "Iteration 778 (change = 7.60257663071e-09) (1.370836 seconds, I think I'll finish in 5.0720932 minutes). Alpha: (0.000116861376102,0.00110865321466)\n",
      "Iteration 779 (change = 7.56063561235e-09) (1.371098 seconds, I think I'll finish in 5.05021096667 minutes). Alpha: (0.000116689656064,0.00110795878827)\n",
      "Iteration 780 (change = 7.51905203551e-09) (1.368053 seconds, I think I'll finish in 5.01619433333 minutes). Alpha: (0.000116518449169,0.00110726586399)\n",
      "Iteration 781 (change = 7.47782772177e-09) (1.420027 seconds, I think I'll finish in 5.18309855 minutes). Alpha: (0.000116347753267,0.00110657443715)\n",
      "Iteration 782 (change = 7.43695214118e-09) (1.382234 seconds, I think I'll finish in 5.02211686667 minutes). Alpha: (0.000116177566216,0.00110588450309)\n",
      "Iteration 783 (change = 7.39642930485e-09) (1.364275 seconds, I think I'll finish in 4.93412791667 minutes). Alpha: (0.00011600788589,0.0011051960572)\n",
      "Iteration 784 (change = 7.35625211214e-09) (1.383143 seconds, I think I'll finish in 4.9793148 minutes). Alpha: (0.000115838710171,0.00110450909486)\n",
      "Iteration 785 (change = 7.31641791549e-09) (1.424391 seconds, I think I'll finish in 5.10406775 minutes). Alpha: (0.000115670036955,0.00110382361149)\n",
      "Iteration 786 (change = 7.27691566563e-09) (1.452729 seconds, I think I'll finish in 5.1814001 minutes). Alpha: (0.000115501864148,0.00110313960252)\n",
      "Iteration 787 (change = 7.2377530925e-09) (1.658175 seconds, I think I'll finish in 5.88652125 minutes). Alpha: (0.000115334189666,0.0011024570634)\n",
      "Iteration 788 (change = 7.19892775236e-09) (1.724164 seconds, I think I'll finish in 6.09204613333 minutes). Alpha: (0.00011516701144,0.0011017759896)\n",
      "Iteration 789 (change = 7.1604227663e-09) (1.509888 seconds, I think I'll finish in 5.3097728 minutes). Alpha: (0.000115000327408,0.00110109637661)\n",
      "Iteration 790 (change = 7.1222473525e-09) (1.401337 seconds, I think I'll finish in 4.9046795 minutes). Alpha: (0.000114834135522,0.00110041821993)\n",
      "Iteration 791 (change = 7.08439717684e-09) (1.498789 seconds, I think I'll finish in 5.22078168333 minutes). Alpha: (0.000114668433744,0.00109974151508)\n",
      "Iteration 792 (change = 7.04686187243e-09) (1.428129 seconds, I think I'll finish in 4.9508472 minutes). Alpha: (0.000114503220046,0.00109906625763)\n",
      "Iteration 793 (change = 7.00964081596e-09) (1.388996 seconds, I think I'll finish in 4.7920362 minutes). Alpha: (0.000114338492413,0.00109839244311)\n",
      "Iteration 794 (change = 6.97274158224e-09) (1.422571 seconds, I think I'll finish in 4.88416043333 minutes). Alpha: (0.000114174248839,0.00109772006712)\n",
      "Iteration 795 (change = 6.93614774827e-09) (1.372897 seconds, I think I'll finish in 4.69073141667 minutes). Alpha: (0.000114010487329,0.00109704912526)\n",
      "Iteration 796 (change = 6.89985184946e-09) (1.366304 seconds, I think I'll finish in 4.6454336 minutes). Alpha: (0.000113847205899,0.00109637961314)\n",
      "Iteration 797 (change = 6.86387705735e-09) (1.381165 seconds, I think I'll finish in 4.67294158333 minutes). Alpha: (0.000113684402575,0.00109571152639)\n",
      "Iteration 798 (change = 6.8281887229e-09) (1.353388 seconds, I think I'll finish in 4.55640626667 minutes). Alpha: (0.000113522075395,0.00109504486067)\n",
      "Iteration 799 (change = 6.79280844899e-09) (1.463292 seconds, I think I'll finish in 4.9020282 minutes). Alpha: (0.000113360222406,0.00109437961165)\n",
      "Iteration 800 (change = 6.75771378277e-09) (1.479278 seconds, I think I'll finish in 4.93092666667 minutes). Alpha: (0.000113198841665,0.00109371577502)\n",
      "Iteration 801 (change = 6.72291860054e-09) (1.459026 seconds, I think I'll finish in 4.8391029 minutes). Alpha: (0.000113037931241,0.00109305334649)\n",
      "Iteration 802 (change = 6.68841139767e-09) (1.486371 seconds, I think I'll finish in 4.9050243 minutes). Alpha: (0.000112877489212,0.00109239232177)\n",
      "Iteration 803 (change = 6.65418782388e-09) (1.496553 seconds, I think I'll finish in 4.91368235 minutes). Alpha: (0.000112717513666,0.00109173269661)\n",
      "Iteration 804 (change = 6.62024983531e-09) (1.596503 seconds, I think I'll finish in 5.21524313333 minutes). Alpha: (0.000112558002702,0.00109107446677)\n",
      "Iteration 805 (change = 6.58659590668e-09) (1.454921 seconds, I think I'll finish in 4.72849325 minutes). Alpha: (0.000112398954429,0.00109041762803)\n",
      "Iteration 806 (change = 6.55321552504e-09) (1.464061 seconds, I think I'll finish in 4.73379723333 minutes). Alpha: (0.000112240366964,0.00108976217617)\n",
      "Iteration 807 (change = 6.52011268101e-09) (1.501052 seconds, I think I'll finish in 4.82838393333 minutes). Alpha: (0.000112082238438,0.00108910810701)\n",
      "Iteration 808 (change = 6.48728064595e-09) (1.459947 seconds, I think I'll finish in 4.6718304 minutes). Alpha: (0.000111924566986,0.00108845541638)\n",
      "Iteration 809 (change = 6.45471873361e-09) (1.403664 seconds, I think I'll finish in 4.4683304 minutes). Alpha: (0.000111767350759,0.00108780410011)\n",
      "Iteration 810 (change = 6.42243097811e-09) (1.421063 seconds, I think I'll finish in 4.50003283333 minutes). Alpha: (0.000111610587914,0.00108715415407)\n",
      "Iteration 811 (change = 6.3904012549e-09) (1.4568 seconds, I think I'll finish in 4.58892 minutes). Alpha: (0.000111454276617,0.00108650557414)\n",
      "Iteration 812 (change = 6.35863571332e-09) (1.629884 seconds, I think I'll finish in 5.10696986667 minutes). Alpha: (0.000111298415047,0.00108585835622)\n",
      "Iteration 813 (change = 6.32713000117e-09) (1.811239 seconds, I think I'll finish in 5.64502821667 minutes). Alpha: (0.00011114300139,0.0010852124962)\n",
      "Iteration 814 (change = 6.29588254412e-09) (1.582715 seconds, I think I'll finish in 4.9064165 minutes). Alpha: (0.000110988033841,0.00108456799003)\n",
      "Iteration 815 (change = 6.26488972339e-09) (1.452302 seconds, I think I'll finish in 4.47793116667 minutes). Alpha: (0.000110833510606,0.00108392483365)\n",
      "Iteration 816 (change = 6.23414507512e-09) (1.499941 seconds, I think I'll finish in 4.59981906667 minutes). Alpha: (0.0001106794299,0.00108328302301)\n",
      "Iteration 817 (change = 6.20365440006e-09) (1.72488 seconds, I think I'll finish in 5.260884 minutes). Alpha: (0.000110525789947,0.00108264255409)\n",
      "Iteration 818 (change = 6.17341688275e-09) (1.464656 seconds, I think I'll finish in 4.44278986667 minutes). Alpha: (0.00011037258898,0.00108200342289)\n",
      "Iteration 819 (change = 6.14341288863e-09) (1.380105 seconds, I think I'll finish in 4.16331675 minutes). Alpha: (0.000110219825241,0.00108136562541)\n",
      "Iteration 820 (change = 6.11365952995e-09) (1.530892 seconds, I think I'll finish in 4.592676 minutes). Alpha: (0.000110067496983,0.00108072915769)\n",
      "Iteration 821 (change = 6.08414298043e-09) (1.418392 seconds, I think I'll finish in 4.23153613333 minutes). Alpha: (0.000109915602465,0.00108009401575)\n",
      "Iteration 822 (change = 6.05486434166e-09) (1.532732 seconds, I think I'll finish in 4.54710493333 minutes). Alpha: (0.000109764139958,0.00107946019566)\n",
      "Iteration 823 (change = 6.0258259352e-09) (1.409766 seconds, I think I'll finish in 4.1588097 minutes). Alpha: (0.00010961310774,0.00107882769349)\n",
      "Iteration 824 (change = 5.99701809583e-09) (1.425104 seconds, I think I'll finish in 4.18030506667 minutes). Alpha: (0.000109462504098,0.00107819650533)\n",
      "Iteration 825 (change = 5.96843700075e-09) (1.44693 seconds, I think I'll finish in 4.2202125 minutes). Alpha: (0.000109312327328,0.00107756662728)\n",
      "Iteration 826 (change = 5.94009071923e-09) (1.43985 seconds, I think I'll finish in 4.175565 minutes). Alpha: (0.000109162575736,0.00107693805547)\n",
      "Iteration 827 (change = 5.91197074802e-09) (1.49929 seconds, I think I'll finish in 4.32295283333 minutes). Alpha: (0.000109013247636,0.00107631078602)\n",
      "Iteration 828 (change = 5.88407383523e-09) (1.367577 seconds, I think I'll finish in 3.9203874 minutes). Alpha: (0.000108864341348,0.00107568481508)\n",
      "Iteration 829 (change = 5.85639807792e-09) (1.365239 seconds, I think I'll finish in 3.89093115 minutes). Alpha: (0.000108715855205,0.00107506013883)\n",
      "Iteration 830 (change = 5.82895018469e-09) (1.375353 seconds, I think I'll finish in 3.8968335 minutes). Alpha: (0.000108567787547,0.00107443675345)\n",
      "Iteration 831 (change = 5.80171107188e-09) (1.374819 seconds, I think I'll finish in 3.87240685 minutes). Alpha: (0.00010842013672,0.00107381465512)\n",
      "Iteration 832 (change = 5.77469216818e-09) (1.403261 seconds, I think I'll finish in 3.9291308 minutes). Alpha: (0.000108272901081,0.00107319384006)\n",
      "Iteration 833 (change = 5.74788574712e-09) (1.435393 seconds, I think I'll finish in 3.99517718333 minutes). Alpha: (0.000108126078996,0.0010725743045)\n",
      "Iteration 834 (change = 5.72129449164e-09) (1.46345 seconds, I think I'll finish in 4.04887833333 minutes). Alpha: (0.000107979668838,0.00107195604468)\n",
      "Iteration 835 (change = 5.69491193749e-09) (1.430145 seconds, I think I'll finish in 3.93289875 minutes). Alpha: (0.000107833668987,0.00107133905684)\n",
      "Iteration 836 (change = 5.66873465066e-09) (1.484048 seconds, I think I'll finish in 4.05639786667 minutes). Alpha: (0.000107688077834,0.00107072333728)\n",
      "Iteration 837 (change = 5.64276829235e-09) (1.449103 seconds, I think I'll finish in 3.93672981667 minutes). Alpha: (0.000107542893776,0.00107010888226)\n",
      "Iteration 838 (change = 5.61700053624e-09) (1.508245 seconds, I think I'll finish in 4.0722615 minutes). Alpha: (0.00010739811522,0.00106949568809)\n",
      "Iteration 839 (change = 5.59144050016e-09) (1.427993 seconds, I think I'll finish in 3.83178121667 minutes). Alpha: (0.00010725374058,0.00106888375108)\n",
      "Iteration 840 (change = 5.5660765157e-09) (1.450154 seconds, I think I'll finish in 3.86707733333 minutes). Alpha: (0.000107109768276,0.00106827306757)\n",
      "Iteration 841 (change = 5.54091268092e-09) (1.466156 seconds, I think I'll finish in 3.8853134 minutes). Alpha: (0.000106966196741,0.00106766363389)\n",
      "Iteration 842 (change = 5.51594219388e-09) (1.451854 seconds, I think I'll finish in 3.82321553333 minutes). Alpha: (0.000106823024411,0.00106705544641)\n",
      "Iteration 843 (change = 5.49117064905e-09) (1.421232 seconds, I think I'll finish in 3.7188904 minutes). Alpha: (0.000106680249733,0.00106644850149)\n",
      "Iteration 844 (change = 5.46658825352e-09) (1.381807 seconds, I think I'll finish in 3.5926982 minutes). Alpha: (0.00010653787116,0.00106584279552)\n",
      "Iteration 845 (change = 5.44220123793e-09) (1.545352 seconds, I think I'll finish in 3.99215933333 minutes). Alpha: (0.000106395887154,0.00106523832491)\n",
      "Iteration 846 (change = 5.41799795215e-09) (1.433317 seconds, I think I'll finish in 3.67884696667 minutes). Alpha: (0.000106254296183,0.00106463508606)\n",
      "Iteration 847 (change = 5.39398530091e-09) (1.368104 seconds, I think I'll finish in 3.4886652 minutes). Alpha: (0.000106113096726,0.0010640330754)\n",
      "Iteration 848 (change = 5.3701577609e-09) (1.434922 seconds, I think I'll finish in 3.63513573333 minutes). Alpha: (0.000105972287265,0.00106343228939)\n",
      "Iteration 849 (change = 5.34650835546e-09) (1.40156 seconds, I think I'll finish in 3.52725933333 minutes). Alpha: (0.000105831866295,0.00106283272446)\n",
      "Iteration 850 (change = 5.32304952926e-09) (1.389112 seconds, I think I'll finish in 3.47278 minutes). Alpha: (0.000105691832314,0.0010622343771)\n",
      "Iteration 851 (change = 5.29976667354e-09) (1.387052 seconds, I think I'll finish in 3.44451246667 minutes). Alpha: (0.000105552183829,0.00106163724378)\n",
      "Iteration 852 (change = 5.27665971348e-09) (1.454919 seconds, I think I'll finish in 3.5888002 minutes). Alpha: (0.000105412919355,0.00106104132101)\n",
      "Iteration 853 (change = 5.25373424852e-09) (1.451576 seconds, I think I'll finish in 3.5563612 minutes). Alpha: (0.000105274037414,0.00106044660529)\n",
      "Iteration 854 (change = 5.23098365707e-09) (1.411024 seconds, I think I'll finish in 3.43349173333 minutes). Alpha: (0.000105135536535,0.00105985309315)\n",
      "Iteration 855 (change = 5.20840432905e-09) (1.442095 seconds, I think I'll finish in 3.48506291667 minutes). Alpha: (0.000104997415256,0.00105926078113)\n",
      "Iteration 856 (change = 5.18599778487e-09) (1.430135 seconds, I think I'll finish in 3.432324 minutes). Alpha: (0.00010485967212,0.00105866966578)\n",
      "Iteration 857 (change = 5.16376170452e-09) (1.377796 seconds, I think I'll finish in 3.28374713333 minutes). Alpha: (0.000104722305679,0.00105807974365)\n",
      "Iteration 858 (change = 5.14169429676e-09) (1.408473 seconds, I think I'll finish in 3.3333861 minutes). Alpha: (0.00010458531449,0.00105749101134)\n",
      "Iteration 859 (change = 5.11979081333e-09) (1.374549 seconds, I think I'll finish in 3.23019015 minutes). Alpha: (0.000104448697119,0.00105690346543)\n",
      "Iteration 860 (change = 5.09806153884e-09) (1.388407 seconds, I think I'll finish in 3.23961633333 minutes). Alpha: (0.00010431245214,0.00105631710252)\n",
      "Iteration 861 (change = 5.07648352736e-09) (1.382696 seconds, I think I'll finish in 3.20324573333 minutes). Alpha: (0.000104176578131,0.00105573191924)\n",
      "Iteration 862 (change = 5.05507860077e-09) (1.38201 seconds, I think I'll finish in 3.178623 minutes). Alpha: (0.000104041073679,0.0010551479122)\n",
      "Iteration 863 (change = 5.03383233596e-09) (1.397446 seconds, I think I'll finish in 3.19083503333 minutes). Alpha: (0.000103905937378,0.00105456507806)\n",
      "Iteration 864 (change = 5.01274087741e-09) (1.438635 seconds, I think I'll finish in 3.260906 minutes). Alpha: (0.000103771167829,0.00105398341348)\n",
      "Iteration 865 (change = 4.99181071198e-09) (1.438148 seconds, I think I'll finish in 3.235833 minutes). Alpha: (0.000103636763639,0.00105340291511)\n",
      "Iteration 866 (change = 4.97103888022e-09) (1.417344 seconds, I think I'll finish in 3.1654016 minutes). Alpha: (0.000103502723423,0.00105282357964)\n",
      "Iteration 867 (change = 4.95041605143e-09) (1.398333 seconds, I think I'll finish in 3.09963815 minutes). Alpha: (0.0001033690458,0.00105224540377)\n",
      "Iteration 868 (change = 4.92995450541e-09) (1.46764 seconds, I think I'll finish in 3.228808 minutes). Alpha: (0.000103235729401,0.0010516683842)\n",
      "Iteration 869 (change = 4.90963828161e-09) (1.353897 seconds, I think I'll finish in 2.95600845 minutes). Alpha: (0.000103102772858,0.00105109251765)\n",
      "Iteration 870 (change = 4.88947438671e-09) (1.511116 seconds, I think I'll finish in 3.27408466667 minutes). Alpha: (0.000102970174813,0.00105051780085)\n",
      "Iteration 871 (change = 4.86946160842e-09) (1.445697 seconds, I think I'll finish in 3.10824855 minutes). Alpha: (0.000102837933915,0.00104994423055)\n",
      "Iteration 872 (change = 4.84959722404e-09) (1.445878 seconds, I think I'll finish in 3.08453973333 minutes). Alpha: (0.000102706048817,0.00104937180351)\n",
      "Iteration 873 (change = 4.82987845061e-09) (1.552346 seconds, I think I'll finish in 3.28579903333 minutes). Alpha: (0.000102574518181,0.00104880051648)\n",
      "Iteration 874 (change = 4.81030390448e-09) (1.717156 seconds, I think I'll finish in 3.6060276 minutes). Alpha: (0.000102443340674,0.00104823036626)\n",
      "Iteration 875 (change = 4.79087227455e-09) (1.804711 seconds, I think I'll finish in 3.75981458333 minutes). Alpha: (0.00010231251497,0.00104766134964)\n",
      "Iteration 876 (change = 4.77158566586e-09) (1.713614 seconds, I think I'll finish in 3.54146893333 minutes). Alpha: (0.000102182039751,0.00104709346342)\n",
      "Iteration 877 (change = 4.75243788627e-09) (1.448098 seconds, I think I'll finish in 2.9686009 minutes). Alpha: (0.000102051913702,0.00104652670442)\n",
      "Iteration 878 (change = 4.73343227669e-09) (1.399379 seconds, I think I'll finish in 2.84540396667 minutes). Alpha: (0.000101922135517,0.00104596106947)\n",
      "Iteration 879 (change = 4.71456109295e-09) (1.397417 seconds, I think I'll finish in 2.81812428333 minutes). Alpha: (0.000101792703895,0.00104539655541)\n",
      "Iteration 880 (change = 4.6958316072e-09) (1.362201 seconds, I think I'll finish in 2.724402 minutes). Alpha: (0.000101663617544,0.0010448331591)\n",
      "Iteration 881 (change = 4.67723909122e-09) (1.368075 seconds, I think I'll finish in 2.71334875 minutes). Alpha: (0.000101534875174,0.0010442708774)\n",
      "Iteration 882 (change = 4.65877680698e-09) (1.390954 seconds, I think I'll finish in 2.73554286667 minutes). Alpha: (0.000101406475504,0.00104370970718)\n",
      "Iteration 883 (change = 4.64044979159e-09) (1.394069 seconds, I think I'll finish in 2.71843455 minutes). Alpha: (0.000101278417259,0.00104314964534)\n",
      "Iteration 884 (change = 4.62225506219e-09) (1.496803 seconds, I think I'll finish in 2.89381913333 minutes). Alpha: (0.000101150699168,0.00104259068878)\n",
      "Iteration 885 (change = 4.60419180993e-09) (1.586044 seconds, I think I'll finish in 3.03991766667 minutes). Alpha: (0.00010102331997,0.00104203283441)\n",
      "Iteration 886 (change = 4.58625731047e-09) (1.561391 seconds, I think I'll finish in 2.9666429 minutes). Alpha: (0.000100896278407,0.00104147607915)\n",
      "Iteration 887 (change = 4.56845418302e-09) (1.403367 seconds, I think I'll finish in 2.64300785 minutes). Alpha: (0.000100769573228,0.00104092041994)\n",
      "Iteration 888 (change = 4.55077400623e-09) (1.921465 seconds, I think I'll finish in 3.58673466667 minutes). Alpha: (0.000100643203188,0.00104036585372)\n",
      "Iteration 889 (change = 4.53322277433e-09) (1.536008 seconds, I think I'll finish in 2.8416148 minutes). Alpha: (0.000100517167047,0.00103981237746)\n",
      "Iteration 890 (change = 4.51579842567e-09) (1.439218 seconds, I think I'll finish in 2.63856633333 minutes). Alpha: (0.000100391463572,0.00103925998812)\n",
      "Iteration 891 (change = 4.49849630497e-09) (1.395614 seconds, I think I'll finish in 2.53536543333 minutes). Alpha: (0.000100266091536,0.00103870868269)\n",
      "Iteration 892 (change = 4.48131661993e-09) (1.448041 seconds, I think I'll finish in 2.6064738 minutes). Alpha: (0.000100141049718,0.00103815845815)\n",
      "Iteration 893 (change = 4.46425743167e-09) (1.429878 seconds, I think I'll finish in 2.5499491 minutes). Alpha: (0.000100016336902,0.00103760931151)\n",
      "Iteration 894 (change = 4.44732228712e-09) (1.405265 seconds, I think I'll finish in 2.48263483333 minutes). Alpha: (9.98919518779e-05,0.00103706123978)\n",
      "Iteration 895 (change = 4.43050334178e-09) (1.400728 seconds, I think I'll finish in 2.451274 minutes). Alpha: (9.97678934418e-05,0.00103651423999)\n",
      "Iteration 896 (change = 4.41380762495e-09) (1.490404 seconds, I think I'll finish in 2.58336693333 minutes). Alpha: (9.96441603952e-05,0.00103596830918)\n",
      "Iteration 897 (change = 4.39722135768e-09) (1.395929 seconds, I think I'll finish in 2.39634478333 minutes). Alpha: (9.95207515455e-05,0.00103542344439)\n",
      "Iteration 898 (change = 4.38076022959e-09) (1.400912 seconds, I think I'll finish in 2.3815504 minutes). Alpha: (9.93976657057e-05,0.00103487964269)\n",
      "Iteration 899 (change = 4.36440980412e-09) (1.421586 seconds, I think I'll finish in 2.3930031 minutes). Alpha: (9.92749016944e-05,0.00103433690113)\n",
      "Iteration 900 (change = 4.34817196404e-09) (1.425763 seconds, I think I'll finish in 2.37627166667 minutes). Alpha: (9.91524583357e-05,0.00103379521681)\n",
      "Iteration 901 (change = 4.33205012678e-09) (1.394008 seconds, I think I'll finish in 2.3001132 minutes). Alpha: (9.90303344594e-05,0.00103325458681)\n",
      "Iteration 902 (change = 4.31603945911e-09) (1.490945 seconds, I think I'll finish in 2.43521016667 minutes). Alpha: (9.89085289007e-05,0.00103271500823)\n",
      "Iteration 903 (change = 4.30014051885e-09) (1.557903 seconds, I think I'll finish in 2.51860985 minutes). Alpha: (9.87870405005e-05,0.00103217647819)\n",
      "Iteration 904 (change = 4.28434956519e-09) (1.502826 seconds, I think I'll finish in 2.4045216 minutes). Alpha: (9.86658681049e-05,0.00103163899381)\n",
      "Iteration 905 (change = 4.26867085269e-09) (1.457647 seconds, I think I'll finish in 2.30794108333 minutes). Alpha: (9.85450105656e-05,0.00103110255223)\n",
      "Iteration 906 (change = 4.25309579453e-09) (1.48453 seconds, I think I'll finish in 2.32576366667 minutes). Alpha: (9.84244667396e-05,0.00103056715058)\n",
      "Iteration 907 (change = 4.23763399463e-09) (1.427506 seconds, I think I'll finish in 2.2126343 minutes). Alpha: (9.83042354894e-05,0.00103003278603)\n",
      "Iteration 908 (change = 4.22227491317e-09) (1.542288 seconds, I think I'll finish in 2.3648416 minutes). Alpha: (9.81843156827e-05,0.00102949945573)\n",
      "Iteration 909 (change = 4.20701825249e-09) (1.484871 seconds, I think I'll finish in 2.25205435 minutes). Alpha: (9.80647061926e-05,0.00102896715686)\n",
      "Iteration 910 (change = 4.19187025236e-09) (1.459728 seconds, I think I'll finish in 2.189592 minutes). Alpha: (9.79454058975e-05,0.00102843588662)\n",
      "Iteration 911 (change = 4.17682580119e-09) (1.416031 seconds, I think I'll finish in 2.10044598333 minutes). Alpha: (9.78264136808e-05,0.00102790564219)\n",
      "Iteration 912 (change = 4.16188120972e-09) (1.401984 seconds, I think I'll finish in 2.0562432 minutes). Alpha: (9.77077284315e-05,0.00102737642078)\n",
      "Iteration 913 (change = 4.14703903238e-09) (1.377102 seconds, I think I'll finish in 1.9967979 minutes). Alpha: (9.75893490434e-05,0.00102684821961)\n",
      "Iteration 914 (change = 4.13229806552e-09) (1.391311 seconds, I think I'll finish in 1.99421243333 minutes). Alpha: (9.74712744157e-05,0.0010263210359)\n",
      "Iteration 915 (change = 4.1176549714e-09) (1.386211 seconds, I think I'll finish in 1.96379891667 minutes). Alpha: (9.73535034528e-05,0.0010257948669)\n",
      "Iteration 916 (change = 4.10311348881e-09) (1.414365 seconds, I think I'll finish in 1.980111 minutes). Alpha: (9.72360350639e-05,0.00102526970984)\n",
      "Iteration 917 (change = 4.08866593434e-09) (1.495246 seconds, I think I'll finish in 2.06842363333 minutes). Alpha: (9.71188681634e-05,0.00102474556199)\n",
      "Iteration 918 (change = 4.0743188504e-09) (1.448232 seconds, I think I'll finish in 1.9792504 minutes). Alpha: (9.70020016709e-05,0.00102422242062)\n",
      "Iteration 919 (change = 4.06006703486e-09) (1.429366 seconds, I think I'll finish in 1.9296441 minutes). Alpha: (9.68854345109e-05,0.00102370028299)\n",
      "Iteration 920 (change = 4.04591115108e-09) (1.422517 seconds, I think I'll finish in 1.89668933333 minutes). Alpha: (9.67691656127e-05,0.0010231791464)\n",
      "Iteration 921 (change = 4.03184763615e-09) (1.412911 seconds, I think I'll finish in 1.86033281667 minutes). Alpha: (9.66531939108e-05,0.00102265900814)\n",
      "Iteration 922 (change = 4.01788056738e-09) (1.404768 seconds, I think I'll finish in 1.8261984 minutes). Alpha: (9.65375183445e-05,0.00102213986552)\n",
      "Iteration 923 (change = 4.00400348224e-09) (1.45758 seconds, I think I'll finish in 1.870561 minutes). Alpha: (9.6422137858e-05,0.00102162171585)\n",
      "Iteration 924 (change = 3.99023030426e-09) (1.587749 seconds, I think I'll finish in 2.01114873333 minutes). Alpha: (9.63070514006e-05,0.00102110455647)\n",
      "Iteration 925 (change = 3.97655803508e-09) (1.784746 seconds, I think I'll finish in 2.2309325 minutes). Alpha: (9.6192257926e-05,0.0010205883847)\n",
      "Iteration 926 (change = 3.96299213913e-09) (2.492989 seconds, I think I'll finish in 3.07468643333 minutes). Alpha: (9.60777563931e-05,0.00102007319789)\n",
      "Iteration 927 (change = 3.94951128463e-09) (1.815883 seconds, I think I'll finish in 2.20932431667 minutes). Alpha: (9.59635457654e-05,0.0010195589934)\n",
      "Iteration 928 (change = 3.93611722823e-09) (1.717756 seconds, I think I'll finish in 2.0613072 minutes). Alpha: (9.58496250112e-05,0.00101904576859)\n",
      "Iteration 929 (change = 3.92281256446e-09) (1.567244 seconds, I think I'll finish in 1.85457206667 minutes). Alpha: (9.57359931036e-05,0.00101853352083)\n",
      "Iteration 930 (change = 3.90959188454e-09) (1.7796 seconds, I think I'll finish in 2.0762 minutes). Alpha: (9.56226490202e-05,0.0010180222475)\n",
      "Iteration 931 (change = 3.896459379e-09) (1.49351 seconds, I think I'll finish in 1.7175365 minutes). Alpha: (9.55095917436e-05,0.00101751194601)\n",
      "Iteration 932 (change = 3.88341179407e-09) (1.434321 seconds, I think I'll finish in 1.6255638 minutes). Alpha: (9.53968202607e-05,0.00101700261375)\n",
      "Iteration 933 (change = 3.87044458647e-09) (1.391007 seconds, I think I'll finish in 1.55329115 minutes). Alpha: (9.52843335633e-05,0.00101649424812)\n",
      "Iteration 934 (change = 3.85756600671e-09) (1.374117 seconds, I think I'll finish in 1.5115287 minutes). Alpha: (9.51721306478e-05,0.00101598684656)\n",
      "Iteration 935 (change = 3.84477002589e-09) (1.523107 seconds, I think I'll finish in 1.65003258333 minutes). Alpha: (9.50602105149e-05,0.00101548040649)\n",
      "Iteration 936 (change = 3.83205034563e-09) (1.554485 seconds, I think I'll finish in 1.65811733333 minutes). Alpha: (9.49485721702e-05,0.00101497492535)\n",
      "Iteration 937 (change = 3.81941883016e-09) (1.468617 seconds, I think I'll finish in 1.54204785 minutes). Alpha: (9.48372146235e-05,0.00101447040059)\n",
      "Iteration 938 (change = 3.80686667972e-09) (1.445187 seconds, I think I'll finish in 1.4933599 minutes). Alpha: (9.47261368894e-05,0.00101396682966)\n",
      "Iteration 939 (change = 3.79439274508e-09) (1.373791 seconds, I think I'll finish in 1.39668751667 minutes). Alpha: (9.46153379868e-05,0.00101346421003)\n",
      "Iteration 940 (change = 3.78199569327e-09) (1.440163 seconds, I think I'll finish in 1.440163 minutes). Alpha: (9.4504816939e-05,0.00101296253918)\n",
      "Iteration 941 (change = 3.76968053762e-09) (1.405331 seconds, I think I'll finish in 1.38190881667 minutes). Alpha: (9.43945727738e-05,0.00101246181459)\n",
      "Iteration 942 (change = 3.75744666412e-09) (1.434685 seconds, I think I'll finish in 1.38686216667 minutes). Alpha: (9.42846045235e-05,0.00101196203375)\n",
      "Iteration 943 (change = 3.7452843184e-09) (1.430381 seconds, I think I'll finish in 1.35886195 minutes). Alpha: (9.41749112247e-05,0.00101146319417)\n",
      "Iteration 944 (change = 3.73320121788e-09) (1.38354 seconds, I think I'll finish in 1.291304 minutes). Alpha: (9.40654919182e-05,0.00101096529335)\n",
      "Iteration 945 (change = 3.7211932909e-09) (1.376125 seconds, I think I'll finish in 1.26144791667 minutes). Alpha: (9.39563456494e-05,0.00101046832881)\n",
      "Iteration 946 (change = 3.70925714156e-09) (1.3619 seconds, I think I'll finish in 1.22571 minutes). Alpha: (9.38474714678e-05,0.00100997229809)\n",
      "Iteration 947 (change = 3.69740372302e-09) (1.370628 seconds, I think I'll finish in 1.2107214 minutes). Alpha: (9.37388684272e-05,0.00100947719871)\n",
      "Iteration 948 (change = 3.68561793704e-09) (1.416666 seconds, I think I'll finish in 1.2277772 minutes). Alpha: (9.36305355858e-05,0.00100898302824)\n",
      "Iteration 949 (change = 3.67390925536e-09) (1.433883 seconds, I think I'll finish in 1.21880055 minutes). Alpha: (9.35224720058e-05,0.00100848978421)\n",
      "Iteration 950 (change = 3.66226938349e-09) (1.405113 seconds, I think I'll finish in 1.1709275 minutes). Alpha: (9.34146767539e-05,0.00100799746419)\n",
      "Iteration 951 (change = 3.65070350535e-09) (1.572038 seconds, I think I'll finish in 1.28383103333 minutes). Alpha: (9.33071489007e-05,0.00100750606576)\n",
      "Iteration 952 (change = 3.63920925035e-09) (1.392606 seconds, I think I'll finish in 1.1140848 minutes). Alpha: (9.31998875212e-05,0.0010070155865)\n",
      "Iteration 953 (change = 3.62778749798e-09) (1.384125 seconds, I think I'll finish in 1.08423125 minutes). Alpha: (9.30928916943e-05,0.00100652602398)\n",
      "Iteration 954 (change = 3.61643373153e-09) (1.371501 seconds, I think I'll finish in 1.0514841 minutes). Alpha: (9.29861605032e-05,0.00100603737582)\n",
      "Iteration 955 (change = 3.60515132438e-09) (1.376036 seconds, I think I'll finish in 1.032027 minutes). Alpha: (9.28796930351e-05,0.00100554963961)\n",
      "Iteration 956 (change = 3.5939343376e-09) (1.374089 seconds, I think I'll finish in 1.00766526667 minutes). Alpha: (9.27734883815e-05,0.00100506281297)\n",
      "Iteration 957 (change = 3.58278839115e-09) (1.383014 seconds, I think I'll finish in 0.991160033333 minutes). Alpha: (9.26675456375e-05,0.00100457689353)\n",
      "Iteration 958 (change = 3.57171215934e-09) (1.405798 seconds, I think I'll finish in 0.9840586 minutes). Alpha: (9.25618639027e-05,0.0010040918789)\n",
      "Iteration 959 (change = 3.56069987546e-09) (1.395917 seconds, I think I'll finish in 0.953876616667 minutes). Alpha: (9.24564422803e-05,0.00100360776674)\n",
      "Iteration 960 (change = 3.54975688177e-09) (1.398008 seconds, I think I'll finish in 0.932005333333 minutes). Alpha: (9.23512798779e-05,0.00100312455469)\n",
      "Iteration 961 (change = 3.5388785241e-09) (1.381658 seconds, I think I'll finish in 0.8980777 minutes). Alpha: (9.22463758067e-05,0.00100264224039)\n",
      "Iteration 962 (change = 3.52806553462e-09) (1.356002 seconds, I think I'll finish in 0.858801266667 minutes). Alpha: (9.21417291819e-05,0.00100216082153)\n",
      "Iteration 963 (change = 3.51732086755e-09) (1.419298 seconds, I think I'll finish in 0.875233766667 minutes). Alpha: (9.20373391229e-05,0.00100168029577)\n",
      "Iteration 964 (change = 3.50663824031e-09) (1.407743 seconds, I think I'll finish in 0.8446458 minutes). Alpha: (9.19332047528e-05,0.00100120066078)\n",
      "Iteration 965 (change = 3.49601830753e-09) (1.708663 seconds, I think I'll finish in 0.996720083333 minutes). Alpha: (9.18293251984e-05,0.00100072191426)\n",
      "Iteration 966 (change = 3.48546286884e-09) (1.678846 seconds, I think I'll finish in 0.951346066667 minutes). Alpha: (9.17256995906e-05,0.0010002440539)\n",
      "Iteration 967 (change = 3.47497087378e-09) (1.522639 seconds, I think I'll finish in 0.83745145 minutes). Alpha: (9.16223270641e-05,0.000999767077406)\n",
      "Iteration 968 (change = 3.46454023112e-09) (1.527243 seconds, I think I'll finish in 0.8145296 minutes). Alpha: (9.15192067573e-05,0.00099929098249)\n",
      "Iteration 969 (change = 3.45417242768e-09) (1.531089 seconds, I think I'll finish in 0.79106265 minutes). Alpha: (9.14163378126e-05,0.000998815766872)\n",
      "Iteration 970 (change = 3.44386536483e-09) (1.400447 seconds, I think I'll finish in 0.7002235 minutes). Alpha: (9.13137193759e-05,0.000998341428278)\n",
      "Iteration 971 (change = 3.43362137977e-09) (1.410493 seconds, I think I'll finish in 0.681738283333 minutes). Alpha: (9.12113505972e-05,0.000997867964445)\n",
      "Iteration 972 (change = 3.42343114683e-09) (1.385208 seconds, I think I'll finish in 0.6464304 minutes). Alpha: (9.11092306298e-05,0.000997395373115)\n",
      "Iteration 973 (change = 3.41330973405e-09) (1.379015 seconds, I think I'll finish in 0.62055675 minutes). Alpha: (9.10073586311e-05,0.00099692365204)\n",
      "Iteration 974 (change = 3.40324257167e-09) (1.43855 seconds, I think I'll finish in 0.623371666667 minutes). Alpha: (9.09057337619e-05,0.000996452798978)\n",
      "Iteration 975 (change = 3.39323404271e-09) (1.391512 seconds, I think I'll finish in 0.579796666667 minutes). Alpha: (9.08043551869e-05,0.000995982811696)\n",
      "Iteration 976 (change = 3.38328415933e-09) (1.447996 seconds, I think I'll finish in 0.5791984 minutes). Alpha: (9.07032220744e-05,0.000995513687968)\n",
      "Iteration 977 (change = 3.37339227845e-09) (1.450267 seconds, I think I'll finish in 0.555935683333 minutes). Alpha: (9.06023335962e-05,0.000995045425576)\n",
      "Iteration 978 (change = 3.36355827088e-09) (1.453984 seconds, I think I'll finish in 0.533127466667 minutes). Alpha: (9.05016889278e-05,0.000994578022309)\n",
      "Iteration 979 (change = 3.353779291e-09) (1.415825 seconds, I think I'll finish in 0.49553875 minutes). Alpha: (9.04012872484e-05,0.000994111475965)\n",
      "Iteration 980 (change = 3.34406276095e-09) (1.412263 seconds, I think I'll finish in 0.470754333333 minutes). Alpha: (9.03011277405e-05,0.000993645784348)\n",
      "Iteration 981 (change = 3.33439113985e-09) (1.392464 seconds, I think I'll finish in 0.440946933333 minutes). Alpha: (9.02012095905e-05,0.00099318094527)\n",
      "Iteration 982 (change = 3.3247830097e-09) (1.437779 seconds, I think I'll finish in 0.4313337 minutes). Alpha: (9.01015319881e-05,0.000992716956551)\n",
      "Iteration 983 (change = 3.31523381197e-09) (1.535576 seconds, I think I'll finish in 0.435079866667 minutes). Alpha: (9.00020941265e-05,0.000992253816018)\n",
      "Iteration 984 (change = 3.30572685117e-09) (1.617636 seconds, I think I'll finish in 0.4313696 minutes). Alpha: (8.99028952026e-05,0.000991791521505)\n",
      "Iteration 985 (change = 3.29628369512e-09) (1.649654 seconds, I think I'll finish in 0.4124135 minutes). Alpha: (8.98039344166e-05,0.000991330070855)\n",
      "Iteration 986 (change = 3.28688949111e-09) (1.905359 seconds, I think I'll finish in 0.444583766667 minutes). Alpha: (8.97052109723e-05,0.000990869461917)\n",
      "Iteration 987 (change = 3.27755369715e-09) (1.424124 seconds, I think I'll finish in 0.3085602 minutes). Alpha: (8.96067240768e-05,0.000990409692546)\n",
      "Iteration 988 (change = 3.26826378707e-09) (1.386104 seconds, I think I'll finish in 0.2772208 minutes). Alpha: (8.95084729407e-05,0.000989950760608)\n",
      "Iteration 989 (change = 3.25903212337e-09) (1.422282 seconds, I think I'll finish in 0.2607517 minutes). Alpha: (8.9410456778e-05,0.000989492663972)\n",
      "Iteration 990 (change = 3.24984684596e-09) (1.506515 seconds, I think I'll finish in 0.251085833333 minutes). Alpha: (8.9312674806e-05,0.000989035400519)\n",
      "Iteration 991 (change = 3.24071669671e-09) (1.496722 seconds, I think I'll finish in 0.2245083 minutes). Alpha: (8.92151262456e-05,0.000988578968132)\n",
      "Iteration 992 (change = 3.23163901939e-09) (1.464553 seconds, I think I'll finish in 0.195273733333 minutes). Alpha: (8.91178103209e-05,0.000988123364706)\n",
      "Iteration 993 (change = 3.22260867397e-09) (1.645234 seconds, I think I'll finish in 0.191943966667 minutes). Alpha: (8.90207262593e-05,0.000987668588139)\n",
      "Iteration 994 (change = 3.21362894319e-09) (1.444525 seconds, I think I'll finish in 0.1444525 minutes). Alpha: (8.89238732916e-05,0.000987214636339)\n",
      "Iteration 995 (change = 3.20470050291e-09) (1.502513 seconds, I think I'll finish in 0.125209416667 minutes). Alpha: (8.88272506518e-05,0.000986761507221)\n",
      "Iteration 996 (change = 3.19582087853e-09) (1.534843 seconds, I think I'll finish in 0.102322866667 minutes). Alpha: (8.87308575774e-05,0.000986309198704)\n",
      "Iteration 997 (change = 3.18698861329e-09) (1.395714 seconds, I think I'll finish in 0.0697857 minutes). Alpha: (8.86346933088e-05,0.000985857708717)\n",
      "Iteration 998 (change = 3.17821280559e-09) (1.448412 seconds, I think I'll finish in 0.0482804 minutes). Alpha: (8.853875709e-05,0.000985407035196)\n",
      "Iteration 999 (change = 3.16947085453e-09) (1.383238 seconds, I think I'll finish in 0.0230539666667 minutes). Alpha: (8.84430481681e-05,0.000984957176082)\n",
      "Done 500\n",
      "Done 1000\n",
      "Done 1500\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": 21,
   "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": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda_dict.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': 'motif_128', 'type': 'learnt'}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda_dict['topic_metadata']['motif_128']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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