Unaccuracy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import os,sys\n",
    "import numpy as np\n",
    "import math \n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "np.set_printoptions(precision=8, suppress=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[783124.67777702    738.00361949   1431.0308192       1.90677753]\n",
      " [275411.93406048   1140.67334708   1127.25988124      0.85227037]\n",
      " [178303.03942847   1250.55014623   1021.51317939      0.60892369]\n",
      " [135536.6771661    1309.80048422    960.45107351      0.49231295]\n",
      " [113529.27318244   1344.50713944    923.36912581      0.42894042]\n",
      " [101667.19431888   1364.6302594     901.42425196      0.39347568]\n",
      " [ 94946.48915652   1376.34579174    888.49783893      0.37281169]\n",
      " [ 91757.48560555   1381.61249572    882.65074917      0.3626768 ]\n",
      " [ 91128.04976531   1381.89090091    882.34104228      0.36031535]\n",
      " [ 91154.99174138   1381.07470254    883.24500947      0.360053  ]\n",
      " [ 91162.46636856   1381.02323844    883.284519        0.36006642]\n",
      " [ 91169.79354587   1380.9727918     883.32324533      0.36007957]\n",
      " [ 91176.98924263   1380.92325254    883.36127307      0.36009249]\n",
      " [ 91184.06651994   1380.87453062    883.39867145      0.36010519]\n",
      " [ 91191.03624266   1380.82655116    883.43549804      0.36011771]\n",
      " [ 91197.90757875   1380.77925096    883.47180144      0.36013004]\n",
      " [ 91204.68835939   1380.73257602    883.50762315      0.36014222]\n",
      " [ 91211.385345     1380.68647974    883.54299903      0.36015424]\n",
      " [ 91218.00442577   1380.6409215     883.57796029      0.36016613]\n",
      " [ 91224.55077566   1380.59586564    883.61253437      0.36017788]\n",
      " [ 95786.34489205   1254.66643369   1226.84761831      0.40289704]\n",
      " [ 96139.40490951   1253.93771749   1230.65445701      0.40313118]\n",
      " [ 96492.46492696   1253.2092681    1234.45630574      0.40336551]\n",
      " [ 96845.52494441   1252.48107052   1238.25315253      0.40360003]\n",
      " [ 97198.58496186   1251.75311121   1242.04498668      0.40383474]\n",
      " [ 97551.64497931   1251.02537787   1245.83179849      0.40406965]\n",
      " [ 97904.70499676   1250.29785928   1249.61357923      0.40430477]\n",
      " [ 98669.32732952   1248.75481314   1257.82875619      0.40480436]\n",
      " [ 99823.58915383   1246.44273606   1270.18678407      0.40555524]\n",
      " [100977.85097814   1244.13080602   1282.49047757      0.40630887]\n",
      " [102132.11280245   1241.81901732   1294.73983595      0.40706526]\n",
      " [102486.92501797   1241.0928904    1298.45218225      0.40730342]\n",
      " [101604.63984671   1242.81019526   1289.05516529      0.40674061]\n",
      " [100722.35467544   1244.5277163    1279.62743559      0.40617928]\n",
      " [ 99840.06950418   1246.25291862   1286.4451511       0.40048738]\n",
      " [ 98957.78433291   1248.01026903   1301.14453615      0.39246361]\n",
      " [ 98075.49916164   1249.80165891   1315.48266256      0.38472473]\n",
      " [ 93927.43840216   1258.49301207   1291.78698334      0.37519719]\n",
      " [ 89563.94350632   1267.7922673    1263.187503        0.36586588]\n",
      " [ 85200.44861049   1277.25833995   1231.99899471      0.3568506 ]\n",
      " [ 80836.95371465   1286.89124103   1198.15683339      0.34813634]\n",
      " [ 80272.11584715   1288.12525434   1211.30516516      0.34196821]\n",
      " [ 79957.51954368   1288.82171134   1227.46138449      0.33614439]\n",
      " [ 79642.92324021   1289.53046199   1243.48676912      0.33050665]\n",
      " [ 79328.32693674   1290.25149719   1259.38148624      0.32504611]\n",
      " [ 79071.10631827   1290.84589357   1275.9366684       0.31978883]\n",
      " [ 78902.56674084   1291.23486389   1293.6220218       0.31474448]\n",
      " [ 78734.02716342   1291.63052433   1311.23903222      0.30985236]\n",
      " [ 78565.487586     1292.03294505   1328.78796077      0.30510558]\n",
      " [ 78494.0601779    1292.19199195   1347.6807576       0.30055588]\n",
      " [ 78617.75719718   1291.8499864    1369.405819        0.29625367]\n",
      " [ 78741.45421645   1291.50362056   1391.17727988      0.2920761 ]\n",
      " [ 78865.15123572   1291.15288478   1412.99485493      0.28801787]\n",
      " [ 78988.848255     1290.79776978   1434.85825735      0.28407398]\n",
      " [ 79112.54527427   1290.43826667   1456.76719881      0.28023973]\n",
      " [ 74961.96061465   1301.99994427   1411.79308838      0.27397784]\n",
      " [ 70216.73603566   1315.3753667    1354.15082699      0.26755698]\n",
      " [ 65471.51145668   1328.93218319   1292.73932388      0.2613249 ]\n",
      " [ 60726.28687769   1342.67043882   1227.4518655       0.2552747 ]\n",
      " [ 72308.79886126   1308.5206569    1443.37655121      0.25856145]\n",
      " [ 89139.97236608   1258.45631411   1733.18742419      0.26542709]\n",
      " [105971.14587091   1207.7474748    2002.47456332      0.27309668]\n",
      " [122802.31937574   1156.39542161   2249.69083411      0.28168502]\n",
      " [137828.32844713   1110.02039751   2453.59947076      0.28985691]\n",
      " [148022.42435056   1078.13095521   2590.71284571      0.29481763]\n",
      " [158216.520254     1045.8535263    2718.72902157      0.30028113]\n",
      " [168410.61615744   1013.18816599   2837.03142755      0.30629845]\n",
      " [177043.3967108     985.25395758   2934.32635528      0.31130308]\n",
      " [176887.51982285    985.75047552   2967.48196937      0.30755379]\n",
      " [176731.6429349     986.25314606   3000.62779878      0.30388835]\n",
      " [176575.76604695    986.76168947   3023.40951591      0.30133245]\n",
      " [176419.889159      987.27181195   3022.3021408       0.30117675]\n",
      " [176264.01227104    987.78203839   3021.19232409      0.30102118]\n",
      " [179644.57959126    976.37903215   3043.69471982      0.30453662]\n",
      " [185636.83717261    956.21411329   3080.26086493      0.31095851]\n",
      " [191629.09475396    936.04945763   3112.6346209       0.31765698]\n",
      " [197621.35233531    915.88506873   3140.81607023      0.3246503 ]\n",
      " [203507.14735595    896.09096431   3164.40173623      0.33182131]\n",
      " [205931.91458042    887.92400935   3172.92114029      0.33487328]\n",
      " [208356.68180489    879.7572355    3180.75395872      0.33798185]\n",
      " [210781.44902936    871.5906408    3187.90020696      0.3411486 ]\n",
      " [213206.21625383    863.42422336   3194.35990026      0.34437518]\n",
      " [213822.80401804    861.35159966   3195.85207263      0.34520379]\n",
      " [212515.35529107    865.73719622   3192.48283469      0.34345506]\n",
      " [211207.90656409    870.12281139   3188.91467037      0.34172395]\n",
      " [209900.45783712    874.50840727   3185.14744028      0.34001021]\n",
      " [208593.00911014    878.89398103   3181.18113551      0.33831359]\n",
      " [205103.11333359    890.62752282   3169.68152747      0.33385637]\n",
      " [201471.72483623    902.82903365   3156.2167448       0.32934426]\n",
      " [197840.33633887    915.03045008   3141.21390437      0.32495252]\n",
      " [194208.94784151    927.23177455   3124.67303072      0.3206764 ]\n",
      " [188585.83538178    946.14932489   3096.0222001       0.31426441]\n",
      " [179896.1197778     975.36450871   3044.55181449      0.30485065]\n",
      " [171206.40417382   1004.57962358   2984.27015218      0.29598449]\n",
      " [162516.68856984   1033.7946972    2915.17726744      0.28761949]\n",
      " [153826.97296587   1063.00976169   2837.27320712      0.27971431]\n",
      " [145137.25736189   1092.22485441   2750.55800893      0.27223204]\n",
      " [136447.54175791   1121.4404434    2657.76050755      0.26486739]\n",
      " [127757.82615393   1151.18144252   2641.1795012       0.24955414]\n",
      " [119068.11054995   1181.91595595   2610.19481215      0.23533905]\n",
      " [111238.22999825   1210.45825088   2576.70175281      0.22272484]]\n"
     ]
    }
   ],
   "source": [
    "fl = open(r\"KhAB/n1.txt\", \"r\")\n",
    "u1 = np.zeros((101, 4))\n",
    "i = 0\n",
    "for line in fl:\n",
    "    tmp = line.split(\" \")\n",
    "    u1[i][0] = float(tmp[0])\n",
    "    u1[i][1] = float(tmp[1])\n",
    "    u1[i][2] = float(tmp[2])\n",
    "    u1[i][3] = float(tmp[3])\n",
    "    i += 1\n",
    "fl.close()\n",
    "print(u1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[783124.67777702    738.00361949   1431.0308192       1.90677753]\n",
      " [275411.89060525   1140.67344004   1127.25979596      0.8522703 ]\n",
      " [178302.99774336   1250.55027683   1021.51304797      0.60892362]\n",
      " [135536.63664053   1309.80064449    960.45090456      0.49231289]\n",
      " [113529.23236584   1344.50732672    923.36892314      0.42894036]\n",
      " [101667.15180617   1364.6304733     901.424017        0.39347562]\n",
      " [ 94946.44399846   1376.34603235    888.49757236      0.37281163]\n",
      " [ 91757.43666129   1381.61276421    882.65045057      0.36267673]\n",
      " [ 91127.99576851   1381.89119912    882.34071054      0.36031527]\n",
      " [ 91159.33335202   1380.89410004    883.17157114      0.36010009]\n",
      " [ 91185.11969948   1380.00516371    882.85270182      0.36033205]\n",
      " [ 91210.45582612   1379.13394122    882.54049014      0.36055968]\n",
      " [ 91235.3937175    1378.27852373    882.23423465      0.36078346]\n",
      " [ 91259.97579573   1377.43734974    881.93336098      0.36100378]\n",
      " [ 91284.23727142   1376.60912004    881.63739081      0.36122098]\n",
      " [ 91308.20779124   1375.79273813    881.34592008      0.36143532]\n",
      " [ 91331.91262492   1374.98726722    881.05860327      0.36164705]\n",
      " [ 91355.37354109   1374.19189846    880.77514177      0.36185637]\n",
      " [ 91378.60946698   1373.40592698    880.49527513      0.36206345]\n",
      " [ 91401.63699428   1372.62873352    880.21877436      0.36226845]\n",
      " [ 95786.34489205   1322.5711466     910.0272132       0.38390883]\n",
      " [ 96139.40490951   1320.70051809    914.40799458      0.38445259]\n",
      " [ 96492.46492696   1318.83702012    918.79204765      0.38499581]\n",
      " [ 96845.52494441   1316.98028861    923.17913208      0.3855386 ]\n",
      " [ 97198.58496186   1315.12999423    927.5690264       0.38608102]\n",
      " [ 97551.64497931   1313.2858378     931.9615254       0.38662316]\n",
      " [ 97904.70499676   1311.44754641    936.35643804      0.3871651 ]\n",
      " [ 98669.32732952   1308.24778724    946.42047075      0.38811204]\n",
      " [ 99823.58915383   1303.75459373    961.8916862       0.3894496 ]\n",
      " [100977.85097814   1299.26743624    977.38785445      0.3907946 ]\n",
      " [102132.11280245   1294.78614707    992.90703066      0.39214714]\n",
      " [102486.92501797   1292.96452866    997.37175653      0.39269962]\n",
      " [101604.63984671   1295.27095929    984.65762882      0.39200035]\n",
      " [100722.35467544   1297.58051295    971.98095868      0.39130263]\n",
      " [ 99840.06950418   1299.90740658    971.64046499      0.38566244]\n",
      " [ 98957.78433291   1302.29830228    977.16115106      0.37777377]\n",
      " [ 98075.49916164   1304.75640574    982.28661933      0.37015744]\n",
      " [ 93927.43840216   1318.80603618    939.89398781      0.35962846]\n",
      " [ 89563.94350632   1333.90814832    892.99773338      0.34927585]\n",
      " [ 85200.44861049   1349.29633955    844.84789756      0.33929868]\n",
      " [ 80836.95371465   1364.97077484    795.57796715      0.3296796 ]\n",
      " [ 80272.11584715   1366.55286293    800.47861992      0.32377373]\n",
      " [ 79957.51954368   1367.20845877    808.91125809      0.31827914]\n",
      " [ 79642.92324021   1367.89277166    817.20581572      0.31295649]\n",
      " [ 79328.32693674   1368.60552849    825.36312231      0.30779763]\n",
      " [ 79071.10631827   1369.11393584    834.26264764      0.30284632]\n",
      " [ 78902.56674084   1369.28292061    844.43154135      0.29812225]\n",
      " [ 78734.02716342   1369.47034825    854.52455242      0.29353824]\n",
      " [ 78565.487586     1369.67485426    864.54139749      0.28908827]\n",
      " [ 78494.0601779    1369.47706934    876.04025286      0.28485361]\n",
      " [ 78617.75719718   1368.43848445    890.68991238      0.2809149 ]\n",
      " [ 78741.45421645   1367.39727763    905.38614324      0.2770902 ]\n",
      " [ 78865.15123572   1366.35333844    920.12873016      0.2733747 ]\n",
      " [ 78988.848255     1365.30656023    934.91745419      0.26976384]\n",
      " [ 79112.54527427   1364.25683997    949.75209279      0.26625333]\n",
      " [ 74961.96061465   1383.21961534    891.32817011      0.25903553]\n",
      " [ 70216.73603566   1405.27905742    821.81310275      0.25155173]\n",
      " [ 65471.51145668   1427.64455536    751.72111087      0.24433586]\n",
      " [ 60726.28687769   1450.31739981    681.37166744      0.23737647]\n",
      " [ 72308.79886126   1392.60455956    889.67197595      0.24402754]\n",
      " [ 89139.97236608   1307.91625962   1205.38342209      0.25652158]\n",
      " [105971.14587091   1222.17570774   1527.96253872      0.27106731]\n",
      " [122802.31937574   1135.38752455   1843.90828602      0.28816517]\n",
      " [137828.32844713   1056.94225149   2112.3407252       0.30575677]\n",
      " [148022.42435056   1002.97361699   2289.10098331      0.31830743]\n",
      " [158216.520254      948.37252084   2451.68451257      0.33260563]\n",
      " [168410.61615744    893.1384342    2596.5673137       0.34899871]\n",
      " [177043.3967108     845.77150896   2707.52635606      0.36423719]\n",
      " [176887.51982285    846.36907386   2737.0097643       0.35977752]\n",
      " [176731.6429349     846.9790845    2766.4810454       0.35541478]\n",
      " [176575.76604695    847.60090039   2786.39688608      0.35234856]\n",
      " [176419.889159      848.22534411   2784.29088315      0.35208917]\n",
      " [176264.01227104    848.84927767   2782.17962141      0.35183037]\n",
      " [179644.57959126    829.49718085   2807.29466256      0.36003786]\n",
      " [185636.83717261    795.33986335   2845.18092103      0.37549901]\n",
      " [191629.09475396    761.19192253   2873.22912194      0.39234281]\n",
      " [197621.35233531    727.05327919   2890.96815295      0.41076346]\n",
      " [203507.14735595    693.50613275   2897.89244767      0.43063149]\n",
      " [205931.91458042    679.57099221   2897.07951694      0.43946157]\n",
      " [208356.68180489    665.63951186   2894.38662813      0.44865888]\n",
      " [210781.44902936    651.71169625   2889.78430154      0.45824681]\n",
      " [213206.21625383    637.78755102   2883.24324202      0.4682508 ]\n",
      " [213822.80401804    634.07759155   2880.58135038      0.47099022]\n",
      " [212515.35529107    641.27526703   2883.23904462      0.46570371]\n",
      " [211207.90656409    648.47087534   2885.341851        0.46053602]\n",
      " [209900.45783712    655.66490134   2886.89672651      0.45548285]\n",
      " [208593.00911014    662.85738316   2887.90860255      0.45054043]\n",
      " [205103.11333359    682.38384327   2889.46463039      0.43764743]\n",
      " [201471.72483623    702.71896676   2887.08560005      0.42498215]\n",
      " [197840.33633887    723.04889715   2880.68978613      0.41303228]\n",
      " [194208.94784151    743.37362857   2870.38056259      0.40173886]\n",
      " [188585.83538178    774.9350091    2847.43542002      0.38537535]\n",
      " [179896.1197778     823.86722646   2795.28083977      0.3624839 ]\n",
      " [171206.40417382    872.78631241   2723.58586623      0.34216465]\n",
      " [162516.68856984    921.69210468   2633.84707755      0.32400716]\n",
      " [153826.97296587    970.58445053   2527.59804998      0.30768394]\n",
      " [145137.25736189   1019.46322043   2406.41303378      0.29293044]\n",
      " [136447.54175791   1068.32904458   2274.2470751       0.27924353]\n",
      " [127757.82615393   1118.0698122    2201.92389117      0.25806037]\n",
      " [119068.11054995   1169.47708175   2111.80807053      0.23887401]\n",
      " [111226.44782801   1217.29948159   2021.2959797       0.22241953]]\n"
     ]
    }
   ],
   "source": [
    "fl = open(r\"Bakh/n2.txt\", \"r\")\n",
    "u2 = np.zeros((101, 4))\n",
    "i = 0\n",
    "for line in fl:\n",
    "    tmp = line.split(\" \")\n",
    "    u2[i][0] = float(tmp[0])\n",
    "    u2[i][1] = float(tmp[1])\n",
    "    u2[i][2] = float(tmp[2])\n",
    "    u2[i][3] = float(tmp[3])\n",
    "    i += 1\n",
    "fl.close()\n",
    "print(u2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "44.48892974190316\n",
      "[[ 0.          0.          0.          0.        ]\n",
      " [ 0.00001578  0.00000815  0.00000757  0.00000819]\n",
      " [ 0.00002338  0.00001044  0.00001287  0.00001049]\n",
      " [ 0.0000299   0.00001224  0.00001759  0.00001228]\n",
      " [ 0.00003595  0.00001393  0.00002195  0.00001397]\n",
      " [ 0.00004182  0.00001567  0.00002607  0.00001572]\n",
      " [ 0.00004756  0.00001748  0.00003     0.00001753]\n",
      " [ 0.00005334  0.00001943  0.00003383  0.00001948]\n",
      " [ 0.00005925  0.00002158  0.0000376   0.00002163]\n",
      " [ 0.00476289  0.01307695  0.0083146   0.0130786 ]\n",
      " [ 0.02484941  0.07371887  0.04888766  0.07377311]\n",
      " [ 0.04460061  0.13315618  0.08861481  0.13333349]\n",
      " [ 0.06405616  0.19151888  0.12758522  0.19188608]\n",
      " [ 0.0832484   0.24891334  0.16587194  0.24953409]\n",
      " [ 0.10220416  0.30542801  0.20353577  0.30636329]\n",
      " [ 0.12094599  0.36113758  0.24062809  0.36244599]\n",
      " [ 0.13949312  0.41610583  0.27719284  0.41784392]\n",
      " [ 0.15786209  0.47038784  0.31326798  0.47261029]\n",
      " [ 0.17606726  0.52403159  0.34888661  0.52679142]\n",
      " [ 0.19412123  0.57707924  0.38407785  0.58042799]\n",
      " [ 0.          5.4121726  25.823941    4.71292001]\n",
      " [ 0.          5.32425173 25.69742145  4.63337812]\n",
      " [ 0.          5.23677519 25.57111634  4.55410632]\n",
      " [ 0.          5.149716   25.44504085  4.47508177]\n",
      " [ 0.          5.06304977 25.31920854  4.39628383]\n",
      " [ 0.          4.97675435 25.19363155  4.31769377]\n",
      " [ 0.          4.89080955 25.06832083  4.23929449]\n",
      " [ 0.          4.76418377 24.75760583  4.12355195]\n",
      " [ 0.          4.59803375 24.27163483  3.97125745]\n",
      " [ 0.          4.43173901 23.78985485  3.81834508]\n",
      " [ 0.          4.26528576 23.31223593  3.66479849]\n",
      " [ 0.          4.17951297 23.18764063  3.58548515]\n",
      " [ 0.          4.22114046 23.61400386  3.6239948 ]\n",
      " [ 0.          4.26288591 24.04187878  3.66258269]\n",
      " [ 0.          4.30526478 24.47089842  3.70172551]\n",
      " [ 0.          4.34996687 24.89987669  3.74298018]\n",
      " [ 0.          4.39707744 25.32880537  3.78641934]\n",
      " [ 0.          4.79247986 27.24079125  4.14947844]\n",
      " [ 0.          5.21504057 29.30600317  4.53445782]\n",
      " [ 0.          5.64004926 31.42462768  4.91856059]\n",
      " [ 0.          6.06729857 33.59984728  5.30158552]\n",
      " [ 0.          6.08850796 33.91602356  5.32051935]\n",
      " [ 0.          6.0820474  34.09884268  5.31475303]\n",
      " [ 0.          6.0768095  34.28110085  5.31007747]\n",
      " [ 0.          6.07277197 34.46281914  5.30647308]\n",
      " [ 0.          6.06331419 34.61566955  5.29802889]\n",
      " [ 0.          6.04445085 34.72347199  5.28118262]\n",
      " [ 0.          6.02647758 34.83075691  5.26512568]\n",
      " [ 0.          6.00928246 34.93759554  5.24975884]\n",
      " [ 0.          5.98092837 34.9964561   5.22440866]\n",
      " [ 0.          5.92859069 34.95792847  5.17758023]\n",
      " [ 0.          5.87637974 34.91942714  5.13081907]\n",
      " [ 0.          5.82428731 34.88095679  5.08411811]\n",
      " [ 0.          5.77230548 34.84252194  5.03747046]\n",
      " [ 0.          5.72042656 34.804127    4.99086943]\n",
      " [ 0.          6.23807024 36.86552389  5.45383727]\n",
      " [ 0.          6.83483156 39.31155331  5.98199781]\n",
      " [ 0.          7.42794654 41.85052648  6.50111658]\n",
      " [ 0.          8.01737775 44.48892974  7.01136287]\n",
      " [ 0.          6.42587507 38.36175493  5.62106642]\n",
      " [ 0.          3.93020758 30.45279436  3.35516111]\n",
      " [ 0.          1.19463988 23.69628225  0.74309717]\n",
      " [ 0.          1.81667072 18.03725836  2.30049307]\n",
      " [ 0.          4.78172709 13.90849442  5.48541547]\n",
      " [ 0.          6.97107692 11.64204141  7.96756871]\n",
      " [ 0.          9.32071299  9.82240256 10.76474855]\n",
      " [ 0.         11.84871042  8.47590589 13.94073867]\n",
      " [ 0.         14.15700465  7.72920159 17.00404314]\n",
      " [ 0.         14.13962307  7.76659159 16.98035622]\n",
      " [ 0.         14.1215328   7.80325882 16.95571373]\n",
      " [ 0.         14.10277583  7.83924998 16.93017419]\n",
      " [ 0.         14.08390943  7.87516425 16.90449731]\n",
      " [ 0.         14.06512321  7.91120449 16.87894076]\n",
      " [ 0.         15.04352782  7.76687806 18.22481439]\n",
      " [ 0.         16.82408236  7.63181932 20.75534201]\n",
      " [ 0.         18.68037353  7.69141027 23.51147262]\n",
      " [ 0.         20.61741107  7.95487261 26.524899  ]\n",
      " [ 0.         22.60761905  8.42210663 29.77813001]\n",
      " [ 0.         23.46518564  8.69361737 31.23219764]\n",
      " [ 0.         24.33827367  9.00312738 32.7464422 ]\n",
      " [ 0.         25.22731822  9.35148173 34.32469596]\n",
      " [ 0.         26.13277069  9.73956185 35.97112346]\n",
      " [ 0.         26.38574169  9.86499735 36.43831132]\n",
      " [ 0.         25.92725947  9.68662342 35.59378227]\n",
      " [ 0.         25.47363811  9.51962817 34.76843372]\n",
      " [ 0.         25.0247458   9.36379616 33.96152148]\n",
      " [ 0.         24.58050715  9.21898252 33.1724314 ]\n",
      " [ 0.         23.38168024  8.84053791 31.08853761]\n",
      " [ 0.         22.16477976  8.5270172  29.03888311]\n",
      " [ 0.         20.98089226  8.29374013 27.10542366]\n",
      " [ 0.         19.828715    8.13821048 25.27858636]\n",
      " [ 0.         18.09590847  8.02923119 22.62774156]\n",
      " [ 0.         15.53237594  8.187444   18.90540449]\n",
      " [ 0.         13.11924989  8.73527773 15.60222066]\n",
      " [ 0.         10.84379643  9.65053457 12.65132456]\n",
      " [ 0.          8.69468132 10.91453429  9.99935699]\n",
      " [ 0.          6.66178156 12.51182393  7.60321736]\n",
      " [ 0.          4.73599816 14.42994699  5.42767426]\n",
      " [ 0.          2.87631724 16.63103965  3.40857206]\n",
      " [ 0.          1.05243306 19.09385228  1.50206754]\n",
      " [ 0.01059184  0.56517692 21.55491114  0.13707918]]\n"
     ]
    }
   ],
   "source": [
    "d = abs(u1 - u2)/u1*100\n",
    "dl = np.zeros(len(u1))\n",
    "for i in range(len(dl)):\n",
    "    dl[i] = max(d[i])\n",
    "print(max(dl))    \n",
    "print(d)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.6"
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 },
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