k-meanspart.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.014045,
     "end_time": "2021-01-03T18:12:02.816135",
     "exception": false,
     "start_time": "2021-01-03T18:12:02.802090",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# CREATING DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:02.846466Z",
     "iopub.status.busy": "2021-01-03T18:12:02.845280Z",
     "iopub.status.idle": "2021-01-03T18:12:02.849951Z",
     "shell.execute_reply": "2021-01-03T18:12:02.849210Z"
    },
    "papermill": {
     "duration": 0.022504,
     "end_time": "2021-01-03T18:12:02.850076",
     "exception": false,
     "start_time": "2021-01-03T18:12:02.827572",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Input data files are available in the read-only \"../input/\" directory\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
    "\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))\n",
    "\n",
    "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:02.884397Z",
     "iopub.status.busy": "2021-01-03T18:12:02.883083Z",
     "iopub.status.idle": "2021-01-03T18:12:02.983254Z",
     "shell.execute_reply": "2021-01-03T18:12:02.984570Z"
    },
    "papermill": {
     "duration": 0.121745,
     "end_time": "2021-01-03T18:12:02.984892",
     "exception": false,
     "start_time": "2021-01-03T18:12:02.863147",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[26.89772762 31.81211861 25.39423127 25.87305157 24.86377455 25.5810009\n",
      " 18.46924409 36.26145829 21.31045927 31.37601886 24.5603653  21.55488264\n",
      " 31.39164546 30.64086258 25.62685336 14.38870121 25.76211561 14.94471934\n",
      " 22.93992347 21.8939307  29.14301724 25.12413823 25.67473305 21.1866424\n",
      " 21.33694538 25.55405634 28.99313488 16.17941142 19.65336014 23.23729762\n",
      " 18.58896698 22.85696039 20.57372119 21.62488166 16.35280701 26.21802782\n",
      " 19.48982981 18.63849057 25.63229753 22.5798293  27.10068216 25.33284986\n",
      " 30.91333423 24.43641897 25.35924047 26.98657262 24.90020879 19.93348506\n",
      " 28.62113522 26.80704907 11.77797358 30.60316602 26.22965564 25.73938307\n",
      " 29.98930445 22.26033058 24.37485768 16.12868228 30.65052585 22.68042271\n",
      " 24.41661172 23.5585758  18.45932792 24.13819439 26.72603732 25.80488294\n",
      " 31.12313579 29.10835996 26.55809054 24.39159017 22.57859575 27.60218263\n",
      " 29.27825964 26.88063698 30.69034581 25.88682034 28.06334448 33.86918093\n",
      " 24.8884253  27.49818705 30.19466818 27.99513804 25.72306278 32.57866302\n",
      " 30.48297962 19.4429781  27.36268573 23.82628531 31.06117166 27.61727031\n",
      " 22.09004149 39.43301199 29.27769192 27.46611346 29.57472545 25.31514631\n",
      " 26.83353479 18.35322043 30.80861973 31.6706337  27.42964284 28.24126446\n",
      " 27.9315809  29.30304101 17.29046284 28.63723776 30.55932862 23.26550807\n",
      " 23.51084844 26.92842661 25.67782547 30.35229534 19.55098502 27.7264132\n",
      " 21.14252662 21.92916111 32.86904016 25.17699843 22.55123863 25.56430164\n",
      " 19.66090547 22.73388208 18.35788099 20.82160041 26.50805345 23.42612369\n",
      " 13.59668817 22.12883955 26.42777903 34.76884915 28.65896764 23.93543288\n",
      " 23.60847526 14.9036553  25.83593391 23.61043587 21.11409782 24.9619127\n",
      " 26.84054023 29.90845165 23.93123232 24.98953207 25.85550002 22.17385705\n",
      " 17.57357576 19.9494234  23.65961475 30.03955879 23.08408801 21.87322886\n",
      " 16.53407961 20.85656086 26.82253787 28.2047943  34.99778534 23.70686393\n",
      " 29.61924383 27.24760595 27.4608591  27.12163782 24.08748791 24.06223885\n",
      " 20.60459402 24.65780114 34.61280389 31.60023994 18.84264133 24.60801794\n",
      " 28.47146638 33.0801858  28.01817193 29.56734054 15.9087405  27.46326096\n",
      " 22.18769956 30.01081907 22.56388362 26.9633111  20.02159915 24.12445507\n",
      " 28.62067965 21.98837105 23.84808682 20.53513858 31.4276904  24.53509895\n",
      " 28.48557368 21.92632299 27.68926228 24.98792874 18.35117349 23.0427275\n",
      " 26.40193843 24.36857247 17.08467271 25.03748086 32.01092123 19.02353707\n",
      " 25.59784346 26.11373313 29.51864368 27.73602386 15.01450394 19.05461067\n",
      " 22.06760435 14.10735626 22.21511807 22.24467744 25.71786335 26.54058126\n",
      " 33.45051651 31.44802092 22.13192212 26.24624164 22.71617093 25.19140251\n",
      " 25.84256727 28.8654988  16.86789051 22.40514471 24.18770087 20.78357021\n",
      " 32.65829399 30.69937653 26.04124981 15.77398343 17.55504221 21.32517046\n",
      " 28.10974576 26.36008632 20.31860139 22.17812006 14.67965288 28.23108934\n",
      " 21.5510499  35.62346924 37.24778738 21.68160116 29.77919346 36.83408803\n",
      " 19.58649372 27.60132152 27.19596036 26.70169499 24.72084199 25.31674546\n",
      " 23.43480215 27.9059727  28.9904311  31.88123473 21.15782186 27.69936683\n",
      " 24.49842347 23.15039347 23.36794358 20.23494035 19.95469442 20.03001482\n",
      " 23.78718458 23.38772031 25.37154213 32.35119407 20.42659043 24.02559614\n",
      " 21.25306586 25.26847735 17.74663916 18.55745662 15.22357753 20.13032144\n",
      " 22.11485455 25.41819808 19.10525033 22.09641774 30.02261442 21.64717041\n",
      " 15.46278927 30.50752083 18.84926444 28.30073328 27.24875569 23.81579094\n",
      " 33.79347016 28.65882152 27.10883047 14.59974817 22.03923995 23.50128309\n",
      " 24.34921674 23.32930162 21.29076949 30.90633388 24.51303035 24.1443617\n",
      " 24.25725038 28.09360271 29.78332865 22.15135562 30.57470833 19.84215246\n",
      " 21.24658599 20.88361338 28.46552305 32.87126654 24.84223767 19.8032311\n",
      " 20.57503832 26.96479063 14.63759562 22.48625706 37.26764095 22.84031373\n",
      " 29.64123774 24.1254381  30.5380006  19.75155534 23.32790246 28.19870804\n",
      " 27.15530767 28.44382171 23.47697557 21.04791589 23.44263171 23.1295235\n",
      " 26.55540574 28.43840578 26.9021337  40.24257439 18.61154218 28.24246636\n",
      " 22.99791456 29.20320062 21.04839999 21.8694176  31.33904313 15.84577089\n",
      " 30.5498356  22.18732987 25.24583302 25.89311121 28.784764   23.14267061\n",
      " 17.78122069 34.97604422 29.5878375  22.48050343 30.2492328  24.09250732\n",
      " 18.19310695 20.98613293 22.15171771 24.37403348 22.86320069 20.80928864\n",
      " 24.21668389 17.96783072 31.75208516 18.22281201 20.82613948 24.64135739\n",
      " 22.83248168 21.79276769 30.56689001 27.81276071 27.59554523 26.09919343\n",
      " 26.43679821 26.91537199 25.75568377 23.20807417 32.93830308 24.41456483\n",
      " 15.01402133 21.63363095 22.1555986  27.76494771 26.65050882 23.80428703\n",
      " 35.8708197  24.0706579  24.9904143  29.19051633 31.62554588 20.91183723\n",
      " 17.26367321 20.20281751 26.60901628 23.72095756 27.70274143 19.15970996\n",
      " 17.9171492  15.34657366 25.88712295 26.65603734 20.82859809 21.51603148\n",
      " 25.79250165 20.63205462 30.17292392 19.49858604 18.54191984 21.42808104\n",
      " 23.25039405 30.13876217 19.54056037 16.33741399 25.93222546 21.58297948\n",
      " 26.65206371 28.91295666 20.21286964 20.37654025 30.48716263 24.27373026\n",
      " 14.73449888 25.63468519 26.96851975 33.40007901 22.01315727 28.70073405\n",
      " 27.56891723 21.60072397 30.96651775 23.51969356 21.20950198 23.97007864\n",
      " 26.21175488 27.6059796  21.49369927 19.14973897 26.7145241  14.51261643\n",
      " 24.36021512 33.60964776 23.95149043 24.3088379  21.73841173 24.80540496\n",
      " 35.23929167 38.35207791 25.52053693 32.27533733 27.0796941  27.78502888\n",
      " 31.15556263 33.80157364 24.00197453 24.35617504 23.85989623 27.76000305\n",
      " 27.52646161 22.66206672 30.56869904 28.16434621 26.29712563 21.11898093\n",
      " 23.6564492  25.83576839 29.70139528 29.08352687 36.49854681 21.60353439\n",
      " 20.21716419 33.39127869 19.74718982 37.01170039 24.35985103 24.05803837\n",
      " 28.72317058 19.90489667 27.04894314 18.87434312 26.32027127 29.47473589\n",
      " 18.33011145 25.17182322 32.82572905 25.92190282 19.19613611 26.09582092\n",
      " 25.79610226 27.30046404 26.16038794 25.23157025 22.67917628 21.92330668\n",
      " 32.63369151 24.10251312 26.96441171 10.24633941 31.24695094 22.06715788\n",
      " 23.54370679 28.51962733 34.49273715 26.43685166 17.39560727 20.1743728\n",
      " 31.95121928 27.11157892 15.40908915 21.67841885 26.19802667 24.42751789\n",
      " 21.44351734 14.33706288 29.98385099 20.49178176 26.31710356 20.60789858\n",
      " 18.67877622 28.63351172 29.81790408 31.68924067 18.441876   24.9372924\n",
      " 26.63813022 28.72813875 25.68878905 15.60197045 23.70616736 21.85764711\n",
      " 28.4471143  21.85001952 21.31648482 22.66295918 32.30682604 23.2418261\n",
      " 24.17126132 29.92093031 15.41336837 23.56997704 26.22521201 29.37312387\n",
      " 27.53952129 27.86408976 26.72130562 26.84204115 35.84659008 26.86526901\n",
      " 22.85190252 18.96667078 25.27888507 25.48744576 26.13685243 21.36441789\n",
      " 31.47958965 26.58403229 26.47664786 24.97872493 24.78692706 22.93457353\n",
      " 38.72669023 21.55550484 18.124782   24.2989893  23.27228121 19.37039237\n",
      " 25.19088817 23.75139438 32.60140251 29.25725574 21.54320296 19.67405733\n",
      " 23.38607882 37.80571855 29.52874576 30.05516363 35.65037733 26.19354769\n",
      " 20.80202532 19.73647331 28.093704   29.52056257 18.92426925 24.56099507\n",
      " 25.59754556 18.37569753 22.02969798 22.23206419 20.69329254 23.99263095\n",
      " 29.52781707 31.49554637 26.35927436 27.51521071 28.29065105 23.509569\n",
      " 27.72725197 35.25860807 22.023347   35.97297883 20.83400327 21.69639136\n",
      " 20.46603348 28.95262657 25.59968077 24.00153333 27.92743757 25.83517223\n",
      " 20.03741891 24.21467916 21.73628077 26.84389336 22.5714686  15.9941565\n",
      " 32.31062245 35.86687962 14.44310582 25.58770248 31.04014171 27.93177105\n",
      " 25.53502844 24.57638466 23.74427684 26.94839413 19.83175812 21.18557978\n",
      " 25.92453842 27.32444794 31.95867556 28.82084268 31.10527118 20.42674425\n",
      " 30.12581554 32.84113534 26.3463611  31.20706911 30.62924469 28.58323169\n",
      " 27.11623288 26.96658879 30.68649219 33.60767139 28.60078095 30.22173694\n",
      " 16.56311079 28.48427119 24.95816893 29.62674503 31.15784795 13.99789834\n",
      " 33.96374892 20.37845857 30.41041285 30.8289298  31.08072662 21.8143886\n",
      " 22.88068191 20.1413851  25.83275205 28.76717721 28.85166663 21.37484467\n",
      " 28.27008532 25.75756701 17.2393484  31.60086956 29.53988029 24.57491377\n",
      " 17.37742835 19.66549318 30.06049611 28.62817678 25.70456813 24.14164001\n",
      " 23.48273605 27.16632554 26.58119362 23.07197931 19.41082019 37.37022952\n",
      " 32.46857465 29.70667978 26.83180745 23.87195151 24.77920286 26.76175559\n",
      " 26.39356169 31.66758513 21.15882345 30.06742362 18.71980572 20.85419293\n",
      " 24.09749109 25.80537803 27.17133861 12.29356001 24.30878463 13.43728187\n",
      " 31.76605728 24.13150312 37.31229012 36.5008596  33.64149306 26.9137702\n",
      " 18.53912081 30.02225214 26.30578268 29.06941634 13.48068207 22.81588742\n",
      " 23.99817884 22.77855253 31.23816968 31.89073571 23.11087057 13.91314214\n",
      " 27.39380608 22.86047172 17.98526236 19.58301395 26.63047701 23.23316406\n",
      " 22.93106996 19.6319968  32.0941542  20.87187553 22.12148911 25.12740372\n",
      " 22.773533   25.03876025 23.84811975 25.72585705 17.27981097 23.55231918\n",
      " 20.66807983 34.17533995 27.5955137  20.23033487 20.55480725 17.79323081\n",
      " 19.41224512 21.95456779 27.50729919 30.52374109 22.82436471 17.48514537\n",
      " 27.00378159 26.17790077 17.03300022 26.29670617 27.93550366 34.88927857\n",
      " 32.78820648 22.07447796 32.28806956 26.59352808 13.92738484 22.7121201\n",
      " 12.3113045  23.6742044  26.69923377 23.27579128 27.88481245 25.41379235\n",
      " 37.57599504 13.29203225 26.33510837 15.74515883 26.4070146  21.16247704\n",
      " 24.64500682 25.95075229 20.40712209 25.07326495 26.12428923 24.39462172\n",
      " 28.36472212 20.67612756 34.14192858 20.8548766  38.72029812 21.31330346\n",
      " 30.48663558 17.71464165 26.56222258 21.86317699 17.99957068 20.83144778\n",
      " 28.83025453 38.91341251 29.10489814 25.96508355 13.57024789 23.48017776\n",
      " 29.45282112 16.62979259 21.92658305 17.16720147 28.19684954 19.46772616\n",
      " 27.24944056 26.74340744 17.7746103  23.74672808 15.56810048 26.38459859\n",
      " 15.32042963 29.81974196 21.49035993 24.59335887 20.72823079 20.49221173\n",
      " 23.24269834 20.91519149 25.49055466 14.32830424 28.323122   33.77906391\n",
      " 20.79110258 26.29996487 23.96636207 20.16926259 19.71373468 16.64107453\n",
      " 25.99748604 32.00406119 30.94020419 26.91278545 31.43484283 28.72586128\n",
      " 21.67709476 20.83498858 28.13872664 24.0005636  28.49135748 21.27233317\n",
      " 32.61547955 25.84676285 21.67210752 33.80277336 32.75114416 22.31606912\n",
      " 24.85611606 24.88060584 20.41789955 33.74794388 27.62407638 20.27063808\n",
      " 21.27027788 32.79112049 27.13575037 30.08620628 22.02190709 23.91356581\n",
      " 14.75368119 14.74955253 32.46585449 28.98254356 26.28855291 30.55320384\n",
      " 22.66173135 25.67929468 18.33524964 25.48743327 28.8135408  30.22140182\n",
      " 26.3082145  29.30075539 29.46674798 23.61816799 27.76405057 27.53511347\n",
      " 29.44257883 24.60943704 19.53763418 25.5513128  21.25646354 26.22104064\n",
      " 23.0614705  26.58382658 20.98916333 27.94126122 14.03050119 29.45071143\n",
      " 14.80964331 24.80692913 24.54160588 20.91896691 21.88427968 36.42129149\n",
      " 22.7139544  22.38278536 24.00317037 24.08985793 24.86558944 25.39530008\n",
      " 32.02909686 18.03428809 28.22377096 27.91661211 29.38884042 21.68018965\n",
      " 20.55769711 21.58265828 23.54502177 13.55869281 27.25828898 28.68966335\n",
      " 27.10916364 29.19082488 22.30080459 20.33169726 24.41330966 22.3516494\n",
      " 19.95548025 18.41138917 26.36464937 25.90888352 27.50293559 25.20789892\n",
      " 31.46867972 22.47421468 23.64486068 20.94030976 30.41218686 26.28180191\n",
      " 22.86508827 26.96728397 26.3912853  28.48598854 28.23466895 21.94501388\n",
      " 28.01021632 24.88537329 31.18703194 30.08994738 25.17790648 28.26484052\n",
      " 24.28699196 32.43922033 35.47281976 20.18131126 19.65739861 25.27760154\n",
      " 24.25489368 19.42943412 24.89971199 19.57462144 26.25374311 29.83474744\n",
      " 23.83411502 31.4356028  17.61178193 26.14039424 29.93828644 26.36312983\n",
      " 27.78664751 25.8102879  28.34346201 26.94380617 15.49994681 34.88637266\n",
      " 23.08469897 25.97792186 12.20934885 16.28914382 31.78125065 24.2310736\n",
      " 38.83864251 30.46512961 24.87677118 28.35335872 26.91141198 23.84567834\n",
      " 23.84231363 27.77053193 23.73938606 22.36522394 27.54104191 20.18475216\n",
      " 23.09912386 22.06283511 20.78715727 15.62316826 33.62337521 21.59668881\n",
      " 24.83877358 26.25268592 32.20697995 16.59913112 28.29137649 16.15580796\n",
      " 19.55137025 21.9479582  23.11050094 11.69431461 24.5280121  22.08765338\n",
      " 20.91266053 28.34256844 26.11648265 22.07848536 24.15948724 22.05102805\n",
      " 16.52892684 24.33341238 28.53621034 20.28020158] [60.69313567 50.73949419 62.50282458 56.06692855 55.35437468 58.5325089\n",
      " 51.02746065 51.81467036 54.63548932 55.75628799 51.49736983 49.56115814\n",
      " 53.58873515 56.61383685 52.1791245  51.3660677  52.00207241 59.54910235\n",
      " 58.24651209 51.32213616 60.90417689 56.10657171 57.91008356 57.13660342\n",
      " 60.40728744 59.36847923 57.78455378 56.53458367 54.96306868 54.71640678\n",
      " 62.66402972 62.72590356 49.45129051 55.25693214 54.09596807 48.36498481\n",
      " 60.36325814 58.08268899 54.05709224 52.76183274 61.94565176 58.38779233\n",
      " 56.29263135 53.37767454 55.16978987 47.37082431 53.29896872 56.29481721\n",
      " 51.33120874 59.9396706  58.33814915 55.80113463 57.52644777 65.58306179\n",
      " 52.7238333  60.37415904 53.93918053 56.9611419  63.10090695 74.46170786\n",
      " 53.51245885 60.23176205 51.10939954 58.21692327 53.03433623 55.61381428\n",
      " 57.40350127 50.88974869 55.2868422  51.08269261 59.86015595 55.7287384\n",
      " 55.40710611 41.3187995  54.6487696  53.83700355 53.40661777 58.24828681\n",
      " 54.13767545 50.95396097 65.46357625 63.80989762 59.08206787 58.63686341\n",
      " 46.71689289 55.38517347 55.42294469 60.48854985 51.37885962 56.40351065\n",
      " 57.67499475 48.21287397 55.2005999  57.98584868 55.45727346 56.24042586\n",
      " 58.24861822 54.83310177 57.57629638 56.29153149 62.63696223 55.20221381\n",
      " 57.28719475 49.88483527 50.85255233 55.8087759  57.9909387  58.47274582\n",
      " 47.63225063 66.19178124 49.34582892 57.51258383 48.12990199 57.14657847\n",
      " 51.08304205 61.86532446 55.13098747 57.83194914 64.96425999 55.95561092\n",
      " 58.73439546 59.44540832 49.69023356 58.25396941 56.42833139 51.84152737\n",
      " 53.50030838 60.74814449 57.79120099 58.98153287 55.7846704  54.48126011\n",
      " 50.33676167 51.17871648 55.23552489 52.40895347 50.20753417 49.04222265\n",
      " 56.76687518 58.93926406 62.35071737 56.64874822 53.22523284 51.15094847\n",
      " 51.38967255 50.43342363 57.49506805 54.39996041 69.37043793 54.0876012\n",
      " 50.46738059 56.55914624 58.89012689 58.80775628 59.25731862 51.01028057\n",
      " 56.60467303 54.51891801 55.9355312  59.26038702 35.23331157 54.72940674\n",
      " 53.20258926 62.3941782  53.45150714 53.34647864 60.50255748 66.11206964\n",
      " 54.20368734 61.63993345 55.85495551 54.62041704 55.28978976 59.01564279\n",
      " 54.61168384 60.60890071 56.24310197 65.51343788 60.05823611 54.8197149\n",
      " 50.86584227 47.7272413  53.20371563 61.72305461 50.85580617 53.88601663\n",
      " 51.32324808 52.52719438 51.85911315 53.79491346 52.32728963 53.16069457\n",
      " 55.70811686 54.19070183 57.35485848 51.51002584 64.52025618 53.68835817\n",
      " 52.81033665 63.72298393 53.1897567  48.08432542 52.95938045 47.3353581\n",
      " 54.50338776 53.6818318  51.09349057 51.27970477 47.62908081 51.52331372\n",
      " 51.2731674  58.22906023 60.73110466 45.97238686 55.23202327 49.32217798\n",
      " 57.76798645 53.75969274 67.21145325 54.0551005  55.0326001  59.41622323\n",
      " 48.39754855 43.65860924 51.48120216 67.25044929 57.51960748 65.22091916\n",
      " 62.0338707  54.07588802 48.32153377 57.81386008 56.4423612  66.13907727\n",
      " 54.85405284 54.22107083 50.18432004 49.88386836 52.40346122 51.2340131\n",
      " 59.13098195 50.86251579 59.28256717 61.16694811 54.54995695 55.60470252\n",
      " 56.33864627 52.50308991 58.11823874 57.80771278 55.89532034 48.33988701\n",
      " 55.32039156 55.23544313 66.96099908 54.17092574 54.10789103 60.17013912\n",
      " 59.00631948 49.84485278 48.17432418 55.88037103 62.62803932 56.97348288\n",
      " 59.92244487 44.11199396 64.60023205 60.04098667 57.82249332 56.91977711\n",
      " 63.06432313 53.8719417  47.09800135 51.94879048 54.95844268 62.90075938\n",
      " 56.42657429 52.22091844 55.5050098  52.75511776 47.58520799 54.18760647\n",
      " 51.72628577 44.85044715 52.57187335 55.44438991 50.56979354 56.90308231\n",
      " 57.88869649 47.51290867 51.52182997 58.44034353 60.34682558 46.96528132\n",
      " 56.64767217 55.44254574 58.50924682 56.359149   58.84028306 57.72785296\n",
      " 49.92445858 56.69969097 55.76730802 51.6759331  48.98684851 58.74116113\n",
      " 59.35212737 62.8040941  55.09297744 57.09063785 53.87255727 55.60665783\n",
      " 64.19443505 56.7226305  53.82581202 64.11432895 49.85147503 53.95882199\n",
      " 57.11051582 51.42268963 57.05552546 52.13465599 59.23885804 50.79686572\n",
      " 53.58486833 57.93264018 44.92634952 53.45669971 47.70886305 50.00818308\n",
      " 50.98016711 54.77907899 53.32994452 57.68966278 44.09246029 63.11163775\n",
      " 45.45354478 58.90074635 61.6978272  57.02708041 59.73366161 47.78024811\n",
      " 47.51255253 54.75920247 57.14679919 60.99887207 58.46248898 49.91060014\n",
      " 50.36229391 49.31170271 60.24432744 56.65140504 59.47104792 56.54004439\n",
      " 54.97068011 46.4200357  54.81451388 57.44391915 54.26435089 56.98956536\n",
      " 54.06055488 54.27875917 54.59156607 54.86284755 50.28276812 58.23715756\n",
      " 53.91784928 50.7528236  55.53660881 60.21367334 53.09059746 55.24397003\n",
      " 62.34125749 54.40984448 68.37353524 45.39279251 49.49077698 59.95548031\n",
      " 56.63934263 48.35897667 57.15998884 54.03319622 51.90154248 59.70559832\n",
      " 52.4916311  59.34643125 53.65551464 57.42510192 63.01113702 54.17621236\n",
      " 47.59316459 53.8535533  52.50838864 58.43308701 55.23525183 62.88352571\n",
      " 57.00454563 59.700709   56.80220372 65.42681586 49.49387509 52.99189889\n",
      " 55.20531862 60.04052949 64.41028913 46.47094169 59.60147978 42.64048795\n",
      " 49.68607854 54.27783817 58.57942448 57.26841507 56.71934642 58.50740262\n",
      " 52.21117686 49.14223517 55.48175004 52.3303023  56.099911   53.34046031\n",
      " 53.02622156 53.44465985 57.4008058  53.11677637 52.68680554 62.13707861\n",
      " 57.393123   52.64546735 48.23689196 56.07135456 54.33984483 49.07974034\n",
      " 58.8771484  54.55086135 52.07192138 58.98863382 58.84625355 48.87078978\n",
      " 55.57666536 59.78457668 50.39312995 59.2704529  61.38508134 54.41345008\n",
      " 52.70817708 51.39326082 59.21478508 51.40685689 49.73976318 61.42135244\n",
      " 64.41105013 52.44392953 57.7608354  52.63623327 59.04476702 64.6995682\n",
      " 55.75133069 60.33616791 59.22683178 62.44741404 55.22140655 51.35001432\n",
      " 57.06709507 51.99262343 58.5156863  63.28542431 60.86683081 53.77085832\n",
      " 61.72042072 52.18111023 50.06989276 51.20711791 55.71179233 60.19611105\n",
      " 48.98346496 49.05672033 57.22901835 52.43589274 58.13966696 61.06223906\n",
      " 57.67130608 54.44061917 58.01549753 57.12643092 52.18031645 46.34507232\n",
      " 57.35388602 55.32556678 48.81154783 59.69911042 51.03297697 57.51072179\n",
      " 60.2218369  56.11756313 50.62849582 59.97593082 58.91155926 53.72042939\n",
      " 56.41614723 56.64451911 56.13530534 57.72306888 47.63218044 60.1369304\n",
      " 58.1489847  53.95663706 50.90369043 50.37948365 61.40212077 58.48286176\n",
      " 51.87753204 50.18737963 55.27362061 57.75051069 48.05415384 47.29756831\n",
      " 59.32889448 50.14780691 59.39602032 57.4196035  43.20061977 50.09734038\n",
      " 51.58565627 53.9445767  61.33631061 56.02642153 55.27093893 50.19289818\n",
      " 53.75025455 60.50997245 59.47879214 61.28272308 49.81570689 61.49521176\n",
      " 58.01208169 52.34267907 54.69102742 53.1846224  52.42843803 66.08820505\n",
      " 50.42275262 53.35903281 67.64022579 53.94497787 61.6559516  45.29213547\n",
      " 60.34375177 56.37894404 59.10721025 48.09006569 52.70066935 57.83089358\n",
      " 52.43801749 54.48909263 57.8919616  51.78453516 60.21025346 53.1940972\n",
      " 62.26873699 52.80734076 61.09036014 47.4874827  43.46830768 54.09244892\n",
      " 59.53743249 49.06183491 52.02443888 53.56028905 55.54175453 52.11508618\n",
      " 55.46035795 59.51677446 53.76570269 50.99390614 61.82582292 55.55486056\n",
      " 62.82746879 49.93476898 57.50484462 57.00118615 48.96205858 58.91464506\n",
      " 64.54259348 56.8987069  52.60708884 53.79549601 62.22303593 58.46170597\n",
      " 58.6681498  51.29769558 65.62127457 60.22232561 55.91216699 61.9388718\n",
      " 57.14507837 58.25304665 43.07116629 54.48920156 45.26326685 58.30468556\n",
      " 55.73716266 51.2574142  57.69559564 45.61001622 61.4118875  54.87755166\n",
      " 57.87170608 50.73233484 54.05813109 52.50090542 50.95154682 56.00373493\n",
      " 57.08648157 57.64578194 58.96970736 66.25686307 63.27208    58.08857632\n",
      " 59.34375805 40.57923761 53.63715737 61.24773695 50.16132756 59.63530527\n",
      " 56.48295072 50.38193981 56.43639165 56.0917512  45.8634853  48.54456345\n",
      " 50.14354595 49.34825787 57.50510577 51.16667059 58.05090377 58.09312133\n",
      " 52.84280061 62.64490193 54.18517    62.04010191 55.75447689 59.40264427\n",
      " 54.95137233 53.51145219 64.12328835 55.45524944 56.6475616  56.70528024\n",
      " 64.18336136 53.49491881 50.72791168 51.42638866 52.37974089 48.04910757\n",
      " 52.18465023 50.62704859 52.97766587 50.7641983  55.76499584 52.20203565\n",
      " 53.46807629 40.63074258 55.46532569 57.32313584 60.41499012 53.90169154\n",
      " 53.28725834 56.66284284 50.12435731 56.08848115 58.33793479 51.80869714\n",
      " 51.10076423 59.09134904 52.77899444 59.3805637  65.60761159 58.72013805\n",
      " 57.50603446 55.47388674 41.53722337 53.0346439  57.30570114 55.91982889\n",
      " 58.26317567 53.21069603 56.26820285 56.26921783 59.99480577 52.30818425\n",
      " 62.13596671 59.04186784 58.10119779 48.81645279 50.25364117 49.70179665\n",
      " 64.65125102 52.57975822 49.02166762 59.93903804 60.17905081 50.24263746\n",
      " 46.30922581 55.14953706 58.12226784 50.08150591 49.68698159 59.58999581\n",
      " 57.76112461 46.89401529 59.37856155 50.54596176 52.33133159 52.01063025\n",
      " 56.59577729 55.560396   52.53339036 53.80428208 57.06908836 57.45323589\n",
      " 54.49996938 52.55398068 53.19862633 50.26769896 49.66869872 57.45720262\n",
      " 55.68718097 56.84648556 52.96036485 60.41919217 59.25042307 55.43246463\n",
      " 62.59773449 61.84456148 57.56900265 58.33993261 45.29953983 61.12102599\n",
      " 57.24501601 51.08554716 61.0630132  58.43057119 56.47617177 52.83972439\n",
      " 62.15402289 57.88684023 48.05719046 47.44963485 51.80514516 57.21068897\n",
      " 59.85279094 58.48712043 63.67694602 52.13033826 54.77360371 54.22118581\n",
      " 55.85142793 60.16122959 47.07327723 48.31394886 59.93127393 53.88438761\n",
      " 60.62517308 51.35330168 54.16005241 50.51006154 63.14230043 65.00794476\n",
      " 50.28954414 55.48353955 49.80010616 62.01547433 54.79374769 58.22247526\n",
      " 54.39356967 54.65433483 61.43041565 52.7334994  53.5208813  61.76102738\n",
      " 53.92702773 46.98778348 52.80956292 59.85879645 59.71500283 48.48615023\n",
      " 57.02432133 55.31735677 57.78193195 61.34321377 51.45989567 57.23176119\n",
      " 58.18357965 64.31087927 51.36808812 49.51569147 59.69836321 56.36981701\n",
      " 58.57343029 60.88271866 48.56151824 55.51868828 58.83681003 61.33182853\n",
      " 47.55418123 55.03934275 52.19341887 51.91563225 61.11929867 53.16851112\n",
      " 43.94641848 65.72866208 53.02381949 68.32674858 54.83790644 69.24624965\n",
      " 55.60963403 50.77323595 55.42553085 44.32837117 52.78192215 57.8351379\n",
      " 48.50377282 60.24402023 57.35186413 51.93531624 57.6835774  60.9540468\n",
      " 58.29831445 51.17968484 47.79047063 51.5011658  53.70346776 59.4933735\n",
      " 50.16023103 48.12944832 60.21980414 51.11663218 52.70790612 55.44244811\n",
      " 48.89970888 58.2858283  55.02442254 63.86655774 55.42388555 54.47076063\n",
      " 58.93462978 53.65351027 57.38055984 42.1749456  62.8715633  50.38501822\n",
      " 56.01569418 55.25809728 52.82251532 48.374977   46.24563898 47.74200361\n",
      " 54.61212409 58.03460597 60.73224757 51.19446067 53.12753105 67.1160939\n",
      " 46.79495411 48.65466961 48.73327468 54.58748176 48.89587507 56.61640806\n",
      " 55.89229665 51.2560013  69.32453324 55.86442016 54.45197463 65.80368976\n",
      " 54.75780424 53.62082823 52.7902003  60.33093607 57.62664928 55.90779101\n",
      " 54.18837245 58.44565785 58.37743372 52.6086376  57.86318163 56.44837659\n",
      " 60.9020657  61.22564767 51.24886114 41.42486887 51.81646365 65.82985481\n",
      " 65.62621477 49.28616447 51.96726826 61.02471836 43.38874678 59.32676056\n",
      " 62.08391255 54.78651628 51.66525936 59.74738507 60.73777766 52.56286626\n",
      " 49.68018818 57.34206453 59.28196871 62.52940178 52.86831219 54.92215475\n",
      " 62.95492478 46.61463433 51.44462698 51.16128644 51.79212847 55.60632172\n",
      " 66.86712376 48.90371348 62.99711746 57.03636175 51.72151646 47.7514791\n",
      " 53.33530062 54.08348772 58.96848059 55.12452665 51.70202838 53.8854142\n",
      " 49.411062   58.25766625 61.57850538 50.7101123  55.38763436 58.45313584\n",
      " 50.61256345 57.04436195 58.66763142 52.454383   48.80289216 55.12721977\n",
      " 52.05008326 57.53817495 52.81322361 54.46333749 55.53707567 49.66079077\n",
      " 53.94786416 49.61639704 64.41365665 53.10821262 60.08989958 53.4676421\n",
      " 54.09437123 58.05107716 54.5242149  54.36355181 61.59826236 55.6434578\n",
      " 56.47377425 55.90639398 57.82671701 51.26588733 49.79172021 50.12317661\n",
      " 53.59023031 46.91502933 59.57756863 54.01343456 63.01143194 54.80607886\n",
      " 53.86914103 52.38147637 60.34363602 62.12753845 52.93759902 50.08372273\n",
      " 56.88771949 51.60306778 55.35047905 54.99106818 58.20343236 50.30362134\n",
      " 52.04244279 55.40092977 57.7908067  50.8719886  43.92312125 53.17479442\n",
      " 48.46333973 50.9992748  60.93608835 58.83197272 48.93727512 60.09456146\n",
      " 56.75819855 57.96810131 52.45216765 56.45796093] [52.20018571 53.01996786 58.75287756 67.01001562 51.16369746 52.92254327\n",
      " 51.26542286 54.00163121 54.17949986 51.80381847 53.70227246 56.68509561\n",
      " 56.46173245 52.32820955 50.34752717 49.72476459 61.40620623 54.5290287\n",
      " 59.76219051 50.43802349 52.30256548 52.24974802 49.6737651  53.21770271\n",
      " 58.7677403  50.59663688 60.61935579 55.55695746 57.7808337  54.79142187\n",
      " 59.37556934 56.89670799 60.36374718 54.2055116  53.72254657 55.41359893\n",
      " 50.24607762 54.05391416 54.75437367 59.11421101 54.7774171  54.65904535\n",
      " 59.59759171 62.85339902 55.62415499 49.03823333 71.87778499 55.73830784\n",
      " 51.71646804 52.74576164 48.5680191  54.18473323 52.64354008 50.85396795\n",
      " 54.47331557 53.49667471 50.38641274 49.81655029 47.74578089 61.92465327\n",
      " 63.80850426 56.4426104  54.87184172 57.22467675 52.22027719 57.80633886\n",
      " 50.59846631 60.90164364 54.63380042 53.03564586 62.78855352 48.93941205\n",
      " 53.76776036 69.12011796 53.67052927 47.1616622  47.98525457 55.57442297\n",
      " 50.45230361 62.54916779 53.27456535 53.21294485 42.35032314 49.75805131\n",
      " 59.0452325  57.64537482 53.20543955 47.88404238 48.92127307 45.6694607\n",
      " 59.14607172 53.43537562 62.46394592 52.95171845 51.56785683 56.3685933\n",
      " 48.72144237 46.23257159 53.30266108 49.75138139 61.3783385  56.40890463\n",
      " 62.62711192 49.34391673 53.16444309 56.1173359  54.97942999 54.92165667\n",
      " 57.69518036 52.58705766 62.76368655 48.08392802 53.94996092 51.18017051\n",
      " 51.19174059 49.29123156 57.66478059 50.81078871 53.75473953 52.61890821\n",
      " 59.99798437 54.22991383 52.65074558 46.01715621 56.36958364 55.85079087\n",
      " 50.35089605 55.53684059 62.446685   54.64714069 44.90661788 57.64742703\n",
      " 52.76723606 45.32025678 47.87271215 60.54559683 61.16223326 51.91083929\n",
      " 50.9302852  53.31152343 49.81728052 43.91773896 52.41940094 59.63354574\n",
      " 56.18788197 58.77008315 58.80623345 61.23941376 54.02786338 53.48366546\n",
      " 50.25516102 47.7990256  55.93607615 57.58870901 60.53727474 54.81785679\n",
      " 49.13611696 49.10290384 54.69214856 52.40555013 58.43645965 55.846112\n",
      " 62.93201906 48.87999193 51.50139367 53.88391594 50.13845869 50.85114887\n",
      " 54.8970186  49.24159047 52.59032315 63.4241219  52.67172838 55.44961639\n",
      " 56.89783721 57.94532138 62.28707231 53.81979589 56.79927706 54.52754933\n",
      " 51.69295014 62.13718692 53.1911041  51.36376188 68.36994975 54.61357826\n",
      " 49.16418285 60.15356096 51.37185122 55.86318464 48.99090468 61.09051899\n",
      " 54.37393974 55.36264476 56.84678891 55.91690979 67.82993041 58.70291905\n",
      " 50.27966584 46.79721198 59.61563149 51.48099277 54.42476115 58.76494672\n",
      " 51.04638198 60.77368516 58.90493506 55.30914387 55.11283538 54.20030806\n",
      " 59.22029389 56.39016511 59.60348804 54.45978581 62.84223653 48.88990564\n",
      " 57.3423923  50.98401164 53.4208179  51.56939328 62.15734851 47.23849654\n",
      " 60.49970444 50.73022273 68.74230901 53.09061163 65.25909592 61.3778738\n",
      " 49.8128881  57.43412315 60.03457486 63.25727779 51.750829   64.88422298\n",
      " 61.64946142 57.66050157 52.45214998 53.33760073 45.39630982 46.94756636\n",
      " 54.34455222 51.62652438 53.53958445 52.29840459 60.16952279 55.89460286\n",
      " 55.92522111 40.02753866 58.97344027 50.90306201 58.05519816 48.16780164\n",
      " 48.35459117 51.95268526 59.95073428 60.43249999 58.67165764 61.05169593\n",
      " 50.77852085 60.71666212 61.4781148  55.40322036 62.16015305 52.74146319\n",
      " 50.58734071 47.94233551 51.54216075 49.47625587 54.63229363 60.64704275\n",
      " 52.40798025 48.73715762 58.14890553 46.19455884 57.14478538 55.12551259\n",
      " 52.02060551 42.10872371 52.373974   59.72319029 50.03016336 56.85901763\n",
      " 60.46538957 59.06348518 52.58299141 53.87521114 50.72991186 50.96539146\n",
      " 54.25135214 49.81015859 55.71893818 55.21968523 54.67487258 46.70561665\n",
      " 62.82355828 56.89779002 44.61304444 47.20530798 57.84036991 52.46614747\n",
      " 52.45947115 59.64795024 50.27065982 54.26870939 60.87164646 58.69624093\n",
      " 51.98447362 58.0216477  55.05607401 53.16856151 52.44406355 61.92530183\n",
      " 55.2435412  51.61021095 57.9077748  58.0170944  58.6736218  52.20587668\n",
      " 56.34926541 55.71594859 60.92338141 48.49985406 49.47269609 48.86111224\n",
      " 49.26080538 56.4665266  57.77269401 48.88898507 56.85474913 59.48282731\n",
      " 53.64880459 47.94814796 55.96535908 49.17582682 53.28361578 49.23599948\n",
      " 57.95017499 56.99004    55.71801183 50.53721602 49.55352306 52.84016126\n",
      " 56.75818727 55.16054315 54.5140051  53.72612261 53.72909659 61.83996546\n",
      " 50.31495702 58.9799411  59.63103334 56.5742353  46.30660752 58.99206481\n",
      " 47.1152784  59.15435727 53.33593327 51.81734871 55.28444262 50.16166996\n",
      " 56.7881732  61.77650791 57.01342095 47.1012381  65.35208362 53.71303634\n",
      " 55.58596707 56.5429359  55.49064585 63.95381102 46.58488862 59.08066804\n",
      " 55.27103131 52.93277166 56.79218525 51.50988073 53.42241336 52.41337183\n",
      " 52.42663002 50.21744508 52.0516269  39.11726995 55.09300332 56.96283145\n",
      " 54.93144066 50.82118336 51.81271403 46.86451643 66.6104963  60.07856215\n",
      " 50.99338119 57.9016321  50.23485385 52.92956009 57.89123715 59.89818434\n",
      " 54.30630006 49.24447401 58.29296552 64.50546808 49.51597659 55.76435553\n",
      " 63.81521824 51.16527995 50.86218217 49.17343016 47.18164816 61.55424187\n",
      " 53.28539445 50.48202601 50.45101908 53.43513004 53.05705042 53.24172135\n",
      " 58.94020763 56.47985857 63.37988508 71.99632925 42.82095736 53.54408548\n",
      " 52.39718323 63.27778202 47.80922962 59.55686399 60.42989456 53.03773628\n",
      " 50.4637032  55.3183662  48.24010493 62.27292334 54.08846837 54.73589406\n",
      " 67.10834213 47.3953061  50.13719675 54.65089711 53.53921103 51.31694459\n",
      " 53.51615284 55.43963984 55.66935264 52.25866657 59.65124878 56.29641806\n",
      " 51.70340532 58.07645441 58.42528974 47.42182568 57.85694132 51.82956156\n",
      " 56.57688438 49.68279644 56.49242763 54.89886619 59.91683188 55.03768476\n",
      " 52.73483912 48.80116627 54.49735963 60.64324148 59.21909774 49.32344983\n",
      " 56.45153878 58.14806525 51.31778123 59.05701406 54.67537412 62.81778926\n",
      " 41.38005028 47.45219158 65.53853299 60.02315907 57.13446399 53.51931781\n",
      " 48.0561473  57.67637098 57.39476725 58.35865534 60.33036726 58.12290882\n",
      " 64.88247165 55.98864496 57.88776272 58.58590212 66.91789338 58.23979163\n",
      " 53.28085513 55.05123979 56.95112367 61.05896377 57.55411474 49.4557954\n",
      " 68.5755039  51.43509085 60.39207379 58.31560353 59.52344132 57.60006508\n",
      " 52.15464087 47.29534111 57.29265207 55.0471594  58.24428627 53.29536315\n",
      " 52.4604664  57.3800839  50.32174714 53.05643692 62.04845076 53.77467662\n",
      " 60.27433661 53.74983974 52.846743   58.52695755 55.60944836 50.71395304\n",
      " 60.92186744 55.45152592 52.75270889 65.61433007 53.7824031  54.10402339\n",
      " 56.6752615  59.55327021 56.9635659  49.74980978 47.87506706 54.58873842\n",
      " 59.42843496 62.55827952 51.65423203 50.59905779 54.68979855 48.06664849\n",
      " 54.06196319 54.00588128 57.91632013 51.10067475 55.12679952 52.59496733\n",
      " 61.79941919 57.52799064 52.83974739 53.09241272 51.55703123 60.52088046\n",
      " 59.08698214 48.73228223 60.52899206 69.72977203 55.93994058 56.89274763\n",
      " 53.23806953 46.80530981 52.4067987  62.36686512 52.95175994 57.26617151\n",
      " 50.76660552 43.65107833 60.4049122  57.27660278 54.03946961 60.4948295\n",
      " 57.40325648 56.29521895 55.92105326 59.70686314 54.36410093 61.65598174\n",
      " 53.14657765 59.0316006  43.12118991 54.83489593 54.06331516 55.42794191\n",
      " 52.02281264 50.37986127 53.3925283  55.99164238 57.49085401 50.58576847\n",
      " 65.50906329 65.1585393  49.66044211 57.10537335 55.25592888 46.73852847\n",
      " 62.92600291 52.01455006 51.58440659 50.09286016 59.51626911 50.53174436\n",
      " 55.25808533 49.53467192 57.64311295 51.37437244 63.4431144  58.88539102\n",
      " 60.20589711 66.01571745 52.83526327 50.05134586 60.8098072  55.8304347\n",
      " 66.61962551 48.74809467 55.64776269 49.03014074 56.44428571 58.00189038\n",
      " 52.06230729 41.19249188 56.29172946 50.8889647  49.50766463 58.56344777\n",
      " 64.77384732 52.67889042 55.04753157 57.50366425 59.00597427 57.47485265\n",
      " 55.86048655 49.52410827 66.15863164 49.10668552 59.06757892 53.47617893\n",
      " 54.16358551 55.90497329 55.77920603 56.0923564  49.93570327 49.68347066\n",
      " 55.72451366 58.69643061 49.89718318 60.71156987 59.31049833 55.19410151\n",
      " 61.52631672 53.47703607 61.67605958 47.94395688 50.29488572 57.28433353\n",
      " 54.27432877 53.06541899 55.56208901 61.31779901 45.14856511 52.73673539\n",
      " 53.55649776 46.40753433 64.19212616 67.4803701  56.80315907 58.06929639\n",
      " 58.95298194 48.49173085 53.12509079 53.94783352 56.5170476  55.91934612\n",
      " 57.47834621 51.52186352 58.86391083 51.1270481  57.23600171 70.58993086\n",
      " 57.94892608 60.19548978 57.94623945 50.59545373 49.63869343 60.97345286\n",
      " 60.39353125 55.84682449 46.09012805 54.27086408 55.04366415 46.150892\n",
      " 51.75991733 58.42265201 55.60554827 55.1000316  54.32392163 55.65865809\n",
      " 59.21343387 58.07819734 66.19749373 62.97400517 53.89689538 55.2226609\n",
      " 58.20278437 62.28375857 64.11693097 59.35373249 61.87345901 52.45161979\n",
      " 55.34192938 48.27609193 60.16245126 59.9745103  48.34260013 53.08394289\n",
      " 55.85651441 46.55892625 54.80457466 51.82782292 56.85704838 60.99719106\n",
      " 52.9434126  65.34632503 49.98166853 67.50390327 58.08288009 50.61088599\n",
      " 59.2021154  61.79680039 52.61440954 66.45287446 49.08250514 51.84172779\n",
      " 60.423745   56.28147107 52.28606384 57.38156813 66.01354125 51.83525066\n",
      " 50.94637187 64.31149541 58.29979715 40.13427275 58.97916872 49.70872178\n",
      " 50.1264138  59.15293667 49.79601974 56.35004448 66.74053382 49.3059092\n",
      " 60.09399713 57.21323264 56.84069077 55.35056685 49.17615414 57.20130549\n",
      " 49.90578463 55.32022831 55.82399271 55.34922587 54.6882011  58.33776777\n",
      " 49.80616867 55.21288288 64.17652818 58.70497008 62.73570406 53.27786371\n",
      " 54.27734747 59.01408773 47.86591776 55.45510832 52.05615353 64.20162549\n",
      " 62.42084778 53.82833881 62.25478565 54.9097096  53.2937726  51.7065845\n",
      " 65.35825089 41.53807811 52.76738409 56.83150218 50.21459906 54.3943642\n",
      " 49.65790629 55.79183251 60.21009633 51.96418833 48.10954018 58.18369557\n",
      " 53.79750049 53.62005954 55.86602806 58.63811128 49.39809797 63.06901294\n",
      " 57.16235864 50.51128832 58.26538396 45.64662171 46.5569401  51.1000821\n",
      " 64.40208942 64.21222216 44.79722722 56.90852649 64.37792647 57.62461157\n",
      " 52.52403194 58.46295792 54.51459488 48.7938111  68.54225694 48.71509548\n",
      " 52.99573469 62.58228779 47.72620653 62.18365795 52.97552207 54.91426478\n",
      " 55.90576832 45.03978275 57.74918488 57.38973573 56.80279717 51.69177765\n",
      " 60.56494333 54.46363788 52.39636139 56.89352619 56.67544164 59.03140319\n",
      " 53.38357151 55.79499833 57.08754978 60.64586531 54.99322724 49.35599509\n",
      " 56.50653251 64.73890868 54.95042117 56.21877369 50.43551551 54.63974918\n",
      " 50.33725843 56.51408743 65.83661547 52.33697127 52.85560793 52.98218352\n",
      " 52.27375544 60.08461047 57.27639437 54.88626829 52.87930411 55.23741083\n",
      " 57.96121937 54.14962406 50.14037564 64.7979396  55.37136287 63.66640715\n",
      " 48.74949735 61.14022147 57.18593474 56.32504023 51.13666791 60.37553954\n",
      " 54.50953073 63.4591235  58.76658519 59.71628599 55.55247704 58.66015335\n",
      " 59.29706579 48.47860447 52.90505139 59.53023891 49.47057224 46.1036809\n",
      " 48.28465339 38.64769527 56.60403111 52.04008809 63.39230146 58.28145349\n",
      " 61.29768832 61.83331918 64.76048159 52.79494952 49.2716281  57.32082796\n",
      " 49.27089495 48.21189728 51.27011611 50.96541542 53.50876135 57.08196656\n",
      " 45.54209833 56.98609236 50.70017137 54.28420037 55.44011785 59.2405669\n",
      " 54.38020165 54.37351521 52.9175575  49.2969785  60.92242897 52.40059136\n",
      " 52.34448058 58.27424392 52.62745267 56.73240088 60.16089589 60.73175074\n",
      " 48.89861349 50.39120619 51.99510851 62.24107863 52.2080366  48.25345413\n",
      " 61.03936834 55.79041308 61.30117647 47.63142694 50.23587279 59.19408034\n",
      " 59.70696232 56.40187895 53.44723052 52.00955769 53.93511309 42.03474751\n",
      " 57.1740742  49.57302602 61.61511911 52.25092566 64.1329976  51.4905578\n",
      " 62.43991931 52.61271524 53.93660814 50.87737451 61.83311903 56.68828491\n",
      " 58.78684774 42.56142754 63.0415621  56.13837101 59.52217129 55.12338323\n",
      " 55.94343413 49.42108975 67.23685075 51.5802045  55.78975152 45.22059176\n",
      " 58.24220265 59.07289338 52.73030708 48.51238657 51.33600204 49.18178735\n",
      " 49.1907652  58.93747519 68.22085293 49.30987182 58.2068451  53.46863602\n",
      " 46.18777552 44.21129457 50.46982295 45.99202073 52.78696419 47.08829889\n",
      " 52.83482229 55.03510699 54.09041185 62.07597374 56.30211277 56.62257743\n",
      " 54.06084738 52.32583911 54.61273279 52.9573862  53.19726541 59.27293015\n",
      " 46.53418685 45.65509328 44.72173054 57.14854658 55.40677471 52.62263058\n",
      " 59.02408665 49.04848185 59.43550386 55.55672258 55.51771059 58.82795167\n",
      " 51.00666002 58.53424823 53.30526017 53.99439044] [21.34191318 29.23154985 25.99697725 21.10445062 28.30910321 26.07134307\n",
      " 15.13774689 18.65457691 17.53554946 30.71031247 32.9045637  25.10792008\n",
      " 18.66192119 28.71456621 23.84228019 20.39320584 17.20740235 29.6657603\n",
      " 16.28021285 27.42605318 28.84334724 20.44580509 21.37915256 26.47155383\n",
      " 21.121839   38.6372896  25.00443488 23.33650832 24.27197978 28.39956069\n",
      " 27.59525717 17.09370668 22.78575091 31.48970946 28.73189872 27.3572311\n",
      " 31.66689034 25.04158584 15.66061565 14.79128513 31.82764353 30.64085927\n",
      " 16.06544432 20.82204866 27.6738179  28.91350916 30.48392571 34.01354282\n",
      " 22.55025645 29.9328483  26.40526069 14.79826093 20.2245306  24.08829031\n",
      " 24.57466901 25.3870153  39.14008921 29.63597818 22.85465937 22.33876529\n",
      " 25.71030581 29.02410772 21.80039137 30.12394103 27.82142809 15.40304302\n",
      " 28.02949059 32.5222204  21.74252232 32.08597642 30.11671714 25.65732198\n",
      " 16.05238584 22.16032334 24.25935174 26.16359665 22.8604664  29.04959266\n",
      " 24.85711229 24.53065115 25.47865224 26.05849582 28.69655795 19.87030133\n",
      " 21.38437858 21.23799613 21.91009321 19.98275747 26.14551797 29.38728386\n",
      " 21.4714682  31.56463359 21.74140228 26.21781971 15.46135643 25.16430936\n",
      " 23.31652221 28.33613878 20.5703762  13.02593733 26.6947533  29.00738071\n",
      " 25.12711384 22.4668438  28.05641891 20.78488019 23.76310996 26.56819986\n",
      " 27.64306056 23.10996772 22.71869359 31.25945607 27.18950909 23.56144414\n",
      " 36.18115613 26.2053093  21.09225939 26.27813768 35.12663092 23.48756613\n",
      " 22.95479035 22.26970255 23.4544642  18.80668193 28.2523089  24.19780448\n",
      " 25.83647581 31.82444751 25.53624977 23.71452934 28.37018216 26.37162303\n",
      " 26.66115826 25.30641432 27.40333    27.04978891 21.99650122 15.13446943\n",
      " 19.60723765 22.78428464 28.08775986 30.72624275 31.87444701 28.43382619\n",
      " 32.74520318 19.0888974  24.25026817 12.11207431 21.45802319 27.92268461\n",
      " 29.61262329 28.84376955 26.86278775 29.91537359 12.69418264 26.37735325\n",
      " 36.03387156 23.84001767 20.91041902 15.77088706 26.21546318 27.25984249\n",
      " 26.63719911 27.94376328 33.59579433 20.01270214 27.33683089 30.14471617\n",
      " 25.97046529 31.06850456 17.5050759  26.98119716 25.43386409 24.57417101\n",
      " 20.71806459 23.5555901  23.86478694 18.4530251  25.55645516 25.92605279\n",
      " 31.79828153 24.35812323 20.53851316 31.31077212 24.38023942 22.49677444\n",
      " 23.45037419 26.35332703 20.16085839 19.93618658 31.6720689  23.95002272\n",
      " 29.30896514 26.83587016 19.26777476 27.80539525 26.02157926 21.43437549\n",
      " 23.70483181 20.18518584 23.78884298 19.61562199 15.91507674 23.19480772\n",
      " 12.90697941 25.37148101 27.50832653 21.19831931 26.80735653 25.92674901\n",
      " 34.04345316 20.32782666  8.71531233 27.15167033 24.67885196 32.78865291\n",
      " 31.97788433 23.86554958 34.11525999 34.02954272 26.9991611  20.08311285\n",
      " 20.36413882 28.56014947 19.92380108 27.38296562 32.29545351 18.69451653\n",
      " 24.14734262 29.8834104  25.42446105 26.73713375 25.32485151 19.88591453\n",
      " 26.22001576 30.94251521 25.53407255 24.83048944 24.24125996 33.10101908\n",
      " 32.04247633 20.85462178 24.0083382  22.61240457 29.78251291 28.18802931\n",
      " 20.60562281 35.04076517 21.5528112  17.75192086 33.12414862 31.48284578\n",
      " 26.12649909 19.69622841 26.80995961 23.26412122 28.54329352 19.04631313\n",
      " 33.34209491 28.32879828 19.00917506 32.29136634 29.2919698  23.10345467\n",
      " 21.82417819 12.99666601 23.13704798 18.97629717 31.09540464 34.25751539\n",
      " 29.55895955 29.18651186 17.67099092 22.763612   25.10340363 23.66944332\n",
      " 32.48305266 22.74164661 19.87518374 34.64716745 27.02730617 28.01433303\n",
      " 20.43626466 17.43391985 29.46642612 22.18643579 22.99519147 19.6642256\n",
      " 26.79157114 20.43016032 29.93669483 23.68070456 26.65156979 28.64555187\n",
      " 24.55968982 28.99926208 30.34980975 30.38629247 20.37950493 22.24038149\n",
      " 25.78496876 20.87768775 22.90769202 27.65759415 24.83674883 26.65088894\n",
      " 29.05368377 27.22646139 23.03795798 16.19283979 26.56391435 22.01112048\n",
      " 34.12773821 19.75750333 18.5294718  24.99085759 29.01001929 28.22522858\n",
      " 14.60566968 33.5045798  25.70528156 21.74324536 24.55894389 15.421264\n",
      " 31.83920196 26.05287626 35.45714682 17.58265721 23.25059403 17.78503503\n",
      " 25.98521624 26.62162498 21.81343594 35.07028744 32.52571894 35.51320931\n",
      " 32.8095106  30.56351613 28.3127994  25.85770262 17.774659   28.41514739\n",
      " 21.32593173 30.75145948 25.00793931 27.36226144 36.0883554  24.86981724\n",
      " 33.52684512 26.10180798 14.78121776 19.60730329 22.15004039 32.17930992\n",
      " 25.56471349 18.87401961 21.80975487 27.34877062 26.98658899 29.37530285\n",
      " 36.87401255 19.78132502 24.68861387 19.86817146 24.94382657 25.87306287\n",
      " 23.31422913 20.44858064 22.57373459 16.81359433 27.48779388 19.63292944\n",
      " 29.99947846 32.40650925 19.62787355 18.95966869 24.31057306 32.74261009\n",
      " 28.27656334 27.16424966 27.50150604 24.34098156 32.28559858 21.66778628\n",
      " 28.89794782 17.45145091 30.49061395 24.33588424 21.29127968 25.68287224\n",
      " 25.25359871 27.50790528 24.67371224 33.75331526 21.66832335 22.05970847\n",
      " 28.65060292 23.42532137 25.44844358 26.06289181 26.53973904 26.25702538\n",
      " 29.10721677 22.1501065  28.293967   25.49690364 27.752677   23.51699646\n",
      " 21.21284032  7.44659324 27.24590039 29.79208749 22.59979136 18.43587256\n",
      " 24.19815925 23.47818284 35.35550534 17.07099265 21.64359305 20.47366195\n",
      " 23.60998002 27.05437667 23.62278009 28.56325037 27.01734213 24.76161955\n",
      " 26.40023407 20.20270551 28.91416875 28.74370911 20.35250483 18.76652277\n",
      " 20.85858922 27.42963477 19.04257317 17.3229161  34.26764816 29.32816131\n",
      " 20.7111148  21.9690126  18.16783445 23.62865449 18.02982918 22.46055614\n",
      " 23.66749959 27.08151109 32.3638079  22.97544943 20.29790766 25.13509045\n",
      " 28.37660649 18.46610066 21.52731983 24.3460953  28.83310773 24.27971306\n",
      " 18.52858744 26.52596841 16.71769798 21.37732684 21.78433507 19.03301248\n",
      " 34.35253808 21.18986763 25.48820069 19.59024908 27.04673625 28.78840744\n",
      " 31.71305011 22.103946   33.09578974 19.22276297 35.61455682 18.9532579\n",
      " 23.05139185 21.15499235 22.50723308 28.81980822 21.49599127 30.90795231\n",
      " 19.13951251 17.24500741 31.48678955 11.75085458 19.5468811  29.19438001\n",
      " 24.34324838 30.46895545 24.06556074 20.9108408  19.36284646 26.22669962\n",
      " 35.19395415 26.08553578 21.34207898 28.63056376 34.96289813 19.66438781\n",
      " 19.86431939 24.35996023 22.56998948 33.19376156 21.55341774 23.43146472\n",
      " 26.14034916 22.50813609 25.74877195 30.11732368 33.03782048 19.58108924\n",
      " 21.21614939 32.66675128 22.50744052 26.13573168 20.1121411  30.86674737\n",
      " 29.11845399 31.0848092  25.91302061 31.66236639 27.28863312 24.32798313\n",
      " 31.42079395 21.67795944 24.28942611 16.87077777 28.94396992 25.7112506\n",
      " 24.91250252 28.08019139 29.32106082 27.62283904 27.6692899  23.37962966\n",
      " 15.99217198 23.47865256 36.00922295 31.32852702 25.13603722 27.33559574\n",
      " 17.8219684  26.05492687 30.47968738 28.5659364  31.707728   20.82817849\n",
      " 36.35341086 23.30073052 22.50225628 20.14545949 22.29045378 24.42313619\n",
      " 23.50264292 18.91494042 28.29943877 23.18124669 23.12739095 19.81601328\n",
      " 25.20488902 32.45463061 21.63388194 32.4307803  31.70798639 18.37849115\n",
      " 34.03665987 21.49290803 13.79230897 22.24091106 22.88795822 27.53374381\n",
      " 19.45404563 20.80817512 25.27399943 26.257538   18.57331805 18.99373796\n",
      " 21.63962665 20.71378489 19.38046609 24.68163041 17.35123017 25.24464622\n",
      " 21.14283709 32.06647612 16.37639888 24.81505253 27.99805605 19.18449856\n",
      " 28.50212482 32.37997683 21.25656242 21.36329244 24.65466913 25.64919059\n",
      " 31.91637949 20.01601708 21.75589042 23.34177059 25.36625904 21.11276712\n",
      " 20.24198945 25.57218448 26.04044347 17.37823907 25.51093266 27.35668591\n",
      " 25.21396346 24.12147418 24.56333625 23.14866523 16.17223081 27.24791881\n",
      " 25.8976143  18.3742671  27.01940233 30.21694462 27.65375468 32.00476263\n",
      " 30.99625337 24.87535588 28.61653981 27.29202634 24.26262583 28.29017614\n",
      " 27.368788   26.25521248 24.6406716  19.98496407 23.23138104 28.20489876\n",
      " 26.45629305 28.23717988 20.97304578 30.89634456 29.55021103 12.84727689\n",
      " 25.24900183 28.17151473 17.25512851 23.66718993 24.13348609 26.49446547\n",
      " 25.3146408  32.87789783 23.96343008 22.66761629 22.8767314  17.2546235\n",
      " 31.0802921  15.45246303 32.1141845  29.2805494  25.05971736 29.21408408\n",
      " 24.43564684 32.64500911 37.36271407 23.05195595 29.72244269 31.61636633\n",
      " 21.80120228 23.83858481 17.18232154 23.62847156 29.99427004 23.30903593\n",
      " 26.35482133 33.1426475  29.99814777 27.82078571 20.9946846  26.24313275\n",
      " 31.8912468  21.53149136 24.80706761 24.78436908 20.52917319 20.0583861\n",
      " 24.66887361 15.97828898 30.93155936 21.81037343 28.42505008 17.34482526\n",
      " 25.70829158 28.905551   25.21434434 25.07029657 32.5936824  24.13132315\n",
      " 23.00459294 23.24176659 13.75406558 31.05081745 25.72522407 34.8183419\n",
      " 22.56023968 29.73528332 23.32646103 26.38286085 26.83727388 14.83486702\n",
      " 26.47564001 24.33200979 30.38369138 24.44269446 24.11567502 14.20421583\n",
      " 22.34103552 25.8184425  29.34418679 27.74367326 17.79372556 30.8316593\n",
      " 20.57653336 20.02430885 20.76502082 21.85492002 29.01746157 31.60745303\n",
      " 36.15623683 24.94008364 22.65102835 15.14877666 21.70802136 20.30820027\n",
      " 25.12623709 28.4833083  20.73284671 21.52216947 26.32855506 23.54849803\n",
      " 22.9025459  22.26129441 29.78484823 24.87641034 17.6462262  20.78633568\n",
      " 21.62309482 26.3974063  25.84365817 14.01709883 30.46847724 20.36389026\n",
      " 34.13204383 21.35614002 22.47047631 32.5503665  28.96960462 29.32162734\n",
      " 24.626368   15.16560881 21.71308818 23.64238136 35.62984751 18.56809212\n",
      " 23.41478059 29.20637015 26.29034069 21.24834494 19.59290519 25.49048373\n",
      " 28.06645644 21.82451509 21.77505961 20.28539533 22.37012606 22.31159784\n",
      " 25.28329424 15.21017443 21.34721303 32.88772617 27.53792177 30.25680523\n",
      " 24.85521788 23.98009462 32.19318021 25.65183116 26.84372489 25.58479904\n",
      " 23.11964211 22.79947957 25.64208757 23.54008955 20.6680091  23.28291969\n",
      " 33.13147525 25.80111795 38.26671202 20.10173108 20.29589268 27.07558665\n",
      " 22.9607466  24.14112495 31.22068993 20.71809107 32.83750452 32.13948818\n",
      " 17.24306153 32.24551784 27.97998889 27.6891499  24.43300667 24.78768203\n",
      " 24.92999271 25.80481999 24.89835058 22.43599544 20.7923722  19.74502455\n",
      " 23.2962336  36.62293747 21.35150998 20.49147347 22.73920781 18.48654683\n",
      " 20.96656322 23.75547921 33.82738987 24.29215657 34.55815978 31.24805368\n",
      " 21.29465866 22.76849779 25.32087591 33.8057473  27.18349225 24.29972322\n",
      " 23.20165686 16.58525446 29.76298058 20.61440609 27.68003514 32.9512864\n",
      " 19.19927976 30.99932275 17.27455806 14.49428776 23.25167477 27.87693614\n",
      " 27.38761225 22.65940591 15.92829473 26.93243414 19.2738554  30.89218044\n",
      " 21.59481    18.86699148 34.36657602 28.10097094 25.73570543 17.51068687\n",
      " 20.15481061 26.85405234 18.89410421 21.55254095 29.88817562 21.39799878\n",
      " 20.14501766 16.94677905 20.55901591 20.46335689 28.17235003 28.4636221\n",
      " 25.82521639 23.63674114 26.62835612 28.22678021 31.18349774 26.28180407\n",
      " 14.27912632 31.10848865 27.93467109 26.00523074 29.92014725 19.00876786\n",
      " 31.68029678 19.44464415 26.61109837 19.29318887 18.23178294 12.59353573\n",
      " 19.85321095 28.16250156 31.1213229  26.28462863 27.69967102 28.48466387\n",
      " 25.06399173 17.49779258 14.05656489 29.41286934 26.57192236 21.62420018\n",
      " 29.47491857 27.23513057 31.33743441 23.20391068 33.67817888 27.11643693\n",
      " 18.73103803 28.11535519 35.70068356 24.73336475 26.11669133 28.91043189\n",
      " 27.73126542 30.62350497 26.19289832 17.58919334 14.61975144 24.7135271\n",
      " 21.83542019 29.22904369 27.07872686 26.84906992 27.70213358 28.90386431\n",
      " 25.58124954 21.32313475 22.92808883 28.71953426 27.02408986 19.91934717\n",
      " 26.00860955 33.86905182 12.27044579 26.25401412 25.81886264 28.47372523\n",
      " 26.46050576 20.89660394 34.52529336 37.70564777 26.6725565  32.08624622\n",
      " 20.13033318 26.32143348 12.62192202 25.57296885 19.05060195 26.59075368\n",
      " 20.33335473 28.64761463 25.88113399 24.53260046 27.86705263 27.91886281\n",
      " 24.7003083  28.63075074 28.73199499 23.69641478 37.89158546 16.61315832\n",
      " 34.35816083 31.7295195  24.43748239 21.92209923 29.9647964  23.2201883\n",
      " 23.55811509 28.34634615 22.40669236 23.65263549 19.01015088 20.56287538\n",
      " 27.12535331 23.4798148  27.38290696 24.24994255 10.88540718 37.39718697\n",
      " 28.71291428 31.81117045 24.67161703 26.22637979 28.82126316 33.19103894\n",
      " 26.37249858 27.40102142 34.23845658 37.91238681 22.7772178  17.77759238\n",
      " 26.73280883 15.85192431 19.95369418 26.37423136 18.81002618 27.89982886\n",
      " 14.15539315 21.53214539 21.4037529  28.76102821 23.86991666 18.33110999\n",
      " 13.30102819 24.29994185 28.79361308 19.16537937] [52.87176336 62.30129563 66.37282073 63.73475162 63.81002538 66.19893732\n",
      " 68.11282241 49.25803135 63.36268589 55.71789404 61.94971911 73.47467962\n",
      " 40.88148448 70.25403256 56.32801891 67.18883131 67.18226971 55.89378515\n",
      " 52.85897678 62.46212973 57.24207808 62.00778065 63.16866286 52.97968548\n",
      " 58.8396299  64.99974035 57.95373613 57.88348141 55.50411166 61.79770289\n",
      " 63.21475464 53.87394154 53.26783958 55.41719304 59.07581116 57.24273231\n",
      " 60.27206336 61.39418011 62.62005499 60.33422865 62.98595937 58.26626433\n",
      " 62.84535375 61.91097411 67.72221632 63.36215985 54.71634992 61.80903549\n",
      " 51.45434441 50.78873059 57.46244968 54.46774092 60.17317663 59.94753691\n",
      " 52.33878323 57.33227129 57.47058318 62.60246719 61.78778628 58.76180038\n",
      " 63.3442148  56.51693799 54.43670962 64.63480018 62.58824163 68.30914439\n",
      " 65.39490377 53.67705803 54.0347944  64.67535848 52.51626553 60.32746497\n",
      " 61.37263152 60.51721092 59.66076375 54.42432511 59.56432275 56.38110801\n",
      " 49.78153883 59.44307919 52.30266946 64.60810238 73.05672537 58.8299119\n",
      " 52.10444963 59.78467776 62.77865049 59.53162832 62.25673956 54.34954691\n",
      " 61.04553059 62.24685889 52.45733572 57.87911556 61.96405091 61.22092871\n",
      " 56.0175703  65.96193614 65.40442958 53.07255384 63.4621163  63.71771964\n",
      " 53.85660477 50.41973498 62.32792326 62.31129111 55.02676285 62.68781533\n",
      " 53.39652123 62.14090894 58.36976962 60.26597279 51.79763513 57.62963593\n",
      " 66.71057856 57.09483246 52.37838355 60.74461855 54.35224566 56.2329979\n",
      " 58.71604059 62.66118439 67.18047735 58.01893063 53.32321404 62.19647736\n",
      " 55.4021149  59.43533125 54.17006374 65.735288   56.4893885  46.99809399\n",
      " 62.04373553 62.73532365 70.00005868 57.68728441 66.90484172 63.54297961\n",
      " 58.13063483 61.84293042 64.96434337 60.21952984 60.18577721 52.15553327\n",
      " 64.36912788 61.65315564 64.77494644 60.16179179 69.33512692 53.86235667\n",
      " 54.97799535 49.97825029 60.41787466 58.0776745  57.54668467 58.38352238\n",
      " 57.40117266 67.28999422 67.07004095 62.93072191 74.667532   61.83800049\n",
      " 55.25352052 58.2275814  71.37817709 63.65812903 58.24286826 58.09477935\n",
      " 58.33046984 59.70353277 62.90782453 64.8910951  57.91433026 50.92176373\n",
      " 60.74042787 60.02767526 64.79703666 57.68008454 59.0716987  59.96657637\n",
      " 53.52680377 62.78391953 62.53072944 64.84598957 46.74686441 57.26035543\n",
      " 60.30334539 57.71342667 49.9324339  57.23562347 69.17778909 62.45484462\n",
      " 56.08395388 58.1820697  61.09971041 62.70532406 65.05354138 60.28167024\n",
      " 54.74660576 61.48723216 62.11697567 63.09218793 62.68557138 66.02995062\n",
      " 62.29722102 64.2129994  56.71270373 62.67262352 68.1555846  59.24636088\n",
      " 67.05172182 60.11116562 59.35359021 64.16807595 56.79953522 58.43893341\n",
      " 54.38732263 56.88617181 56.03606507 51.92566406 57.85369988 62.84348867\n",
      " 61.62831833 54.59528602 51.32578859 54.89061836 51.64114982 58.81438524\n",
      " 56.89339865 63.54366765 59.62083654 63.34953871 62.55866272 52.30212256\n",
      " 67.23023986 60.34077322 60.92280768 69.29869353 57.59550795 64.73855812\n",
      " 49.27729946 58.73499002 57.38070202 50.05079856 51.77295055 65.07510072\n",
      " 59.56327524 58.60262582 55.7928128  57.44212683 55.66867946 64.66828197\n",
      " 57.24740958 58.31336995 62.54920506 62.53687596 63.16525189 62.7522632\n",
      " 61.77194818 52.99893655 47.90832864 53.16323807 58.32814677 61.10579744\n",
      " 49.75828452 55.57189804 51.32307597 53.81567719 51.17474331 52.8665089\n",
      " 61.54439403 58.70820893 56.22301418 65.38656219 55.7038844  58.2187798\n",
      " 59.7332772  53.83034053 54.81077717 66.20988252 60.7704641  62.50320242\n",
      " 60.32614469 56.15386346 56.73708975 62.12194814 57.33255734 61.19000019\n",
      " 60.95029169 66.43383841 56.03900016 57.25616222 66.08749367 55.46886469\n",
      " 53.38182444 65.42388187 59.08275336 55.83848506 63.42243458 68.56756817\n",
      " 62.42267057 57.33893539 61.4782509  51.80374962 58.33357295 64.89659481\n",
      " 67.34913345 58.09171417 60.02821794 54.91464702 70.15366992 63.79155876\n",
      " 56.8581796  57.52588306 53.15126445 54.01434066 64.73594504 60.43291537\n",
      " 62.74937715 66.05377204 57.30511219 52.09110319 60.5150399  56.07964567\n",
      " 61.53417644 67.46450694 63.5051214  57.72346922 62.56660287 58.17559751\n",
      " 55.04495828 58.90959233 64.07761286 56.54273061 62.40489022 57.32338203\n",
      " 65.58864222 69.96068764 51.59948552 58.40477654 62.59137696 53.31039234\n",
      " 67.36388327 53.10133021 64.70329985 57.17824361 54.80538461 61.90108448\n",
      " 55.28876349 52.92154492 54.21344883 66.25679979 61.8281789  50.57474603\n",
      " 58.15524476 56.91774646 55.87713354 55.10518106 60.37893601 57.9626281\n",
      " 66.07107951 64.69173387 68.29394405 55.74482336 55.40854615 51.98962092\n",
      " 54.46171452 59.40758055 63.58003378 58.088765   56.6675512  59.64460349\n",
      " 74.95707176 56.13954985 60.59744846 65.83621322 59.6251328  66.8437743\n",
      " 55.88613989 59.1403278  58.12946873 66.63950797 63.15195857 61.16589988\n",
      " 59.16745606 56.56301848 56.98216812 57.27048839 54.45516782 56.91808076\n",
      " 51.44777581 54.98013844 58.09254895 58.23773661 63.67103465 64.98017125\n",
      " 67.24286474 68.67537736 54.39033795 57.26254744 66.85083306 60.45612925\n",
      " 60.07166955 63.41422188 61.03099645 54.27832045 62.04599131 51.27894858\n",
      " 54.24929904 56.05106895 58.30253695 60.50066313 61.15095728 65.41729893\n",
      " 59.93939598 59.18232702 70.21702897 65.10894191 62.03628258 64.74407357\n",
      " 64.25863443 66.96166074 60.40015791 57.74630347 59.49578117 62.2365989\n",
      " 52.54650859 56.55693926 63.36779699 55.08069941 69.5798431  62.49684804\n",
      " 62.62451596 60.07164688 58.53183303 58.64406528 63.96394239 57.93610073\n",
      " 64.15202089 54.84836615 60.64359003 63.2769258  52.93504512 63.88327006\n",
      " 56.41946319 57.28195555 63.093492   63.84787526 59.81215399 54.7949937\n",
      " 56.94528688 62.89358905 61.81458335 55.91147209 56.5186034  56.04732578\n",
      " 68.06493215 61.30736246 56.98520397 61.23009686 59.87334775 67.67615466\n",
      " 58.29234623 57.81340883 64.76235658 68.04022508 62.32070739 63.67972671\n",
      " 54.9885691  66.5972818  63.18759227 60.3688485  57.59891525 68.58720089\n",
      " 62.47796744 55.13951401 65.68952411 55.95303483 66.4476417  50.7355697\n",
      " 54.85634936 57.84773197 61.30255449 61.7444365  63.96895229 58.13847388\n",
      " 48.03898633 60.57260707 58.62724876 65.49415641 53.99180507 66.46584526\n",
      " 61.68289658 61.49563663 54.35534681 54.28862167 58.80895319 64.81992258\n",
      " 66.79674308 59.00184073 72.5804149  61.01211066 58.54253363 65.20899877\n",
      " 55.14923286 63.59766236 54.84245853 53.51272501 66.89466977 61.20859657\n",
      " 62.25325756 55.20984651 59.65027198 64.49111386 61.62738253 61.03691317\n",
      " 58.67309112 56.1396063  62.77062475 63.11139001 59.17756945 60.06885396\n",
      " 60.35563034 65.2148728  57.78944113 59.74704522 64.69085349 62.68363312\n",
      " 57.26230717 57.49128013 62.19178808 67.10783443 61.93964059 59.13318382\n",
      " 60.74816941 68.79516921 68.9403035  56.27550988 65.15524605 60.77578179\n",
      " 63.77896359 61.23239263 65.78014539 57.57852477 67.17534083 63.24960906\n",
      " 66.11375718 64.71731972 51.79637838 59.51805954 63.88575872 65.56689968\n",
      " 56.58312645 58.29113944 57.57815271 51.17307101 53.5865187  57.14074306\n",
      " 63.52051705 63.77139725 67.01166723 55.30430996 62.15058511 60.32683204\n",
      " 55.23182269 55.80500771 63.71259492 53.93216025 54.22489827 72.62859243\n",
      " 65.32609237 59.31372431 54.7146047  62.83786958 57.52374873 62.32573305\n",
      " 56.34710806 52.19520842 64.76195642 57.40474207 69.26923989 59.58510904\n",
      " 71.13087728 57.50042293 63.59224047 65.7609475  61.39868765 55.62397873\n",
      " 63.67609674 56.43480288 57.15397235 62.33011896 57.67596688 68.25587118\n",
      " 61.43677545 50.53520547 58.50852034 63.70015858 60.03218779 52.03148644\n",
      " 57.77641562 55.41699542 57.47641747 65.3663418  61.71407109 61.10300782\n",
      " 55.60717457 61.54801353 66.63602125 58.95282317 65.62018763 69.88831229\n",
      " 56.14644352 59.50581426 58.29573942 70.27129862 65.09592224 56.64231777\n",
      " 67.89713607 64.60004291 62.14848623 52.53998643 52.63760586 57.60209615\n",
      " 62.02801871 58.74695478 65.33850971 59.72900741 60.84653806 55.88836728\n",
      " 61.65980935 65.68863788 59.12286052 56.53115145 61.43998934 61.93106221\n",
      " 67.17799862 61.13944828 60.39362885 58.90506251 53.43832464 59.01311107\n",
      " 56.58030061 55.99618585 59.44699459 56.98678642 60.76683962 49.57470831\n",
      " 59.82165772 59.70059905 55.99290711 56.72911003 67.95969937 49.99561694\n",
      " 61.20655371 59.45895013 56.28138705 70.24931947 56.86170831 61.3692773\n",
      " 59.35598007 61.33558834 55.26045644 66.14093357 60.69370773 64.68853689\n",
      " 59.49125417 64.19814557 64.02865813 62.76309442 54.85352416 62.12770911\n",
      " 63.43178681 49.66835216 64.70754222 56.46800982 57.96444097 62.01330234\n",
      " 54.0616657  56.69568127 58.05196999 61.2493534  64.8970226  63.64622308\n",
      " 54.79598531 54.6694589  51.91861868 57.74104937 57.47747914 66.42977449\n",
      " 57.73867088 55.32025164 72.30754316 57.68061849 54.15259464 59.75948804\n",
      " 60.64481492 65.37736202 52.94808943 52.94904175 63.12516384 56.530829\n",
      " 46.97997679 65.89126839 50.10393264 49.02726766 66.97072364 60.11080471\n",
      " 58.68739425 62.47716798 67.15203093 58.71896779 67.86425149 60.15157196\n",
      " 65.04608406 57.76609931 59.71056826 60.8836471  58.06392339 59.94541897\n",
      " 66.87337955 61.61455686 56.35694806 62.32795685 68.68595245 54.30487265\n",
      " 63.35877583 62.89635552 59.94519555 52.51752395 59.69828039 66.30847955\n",
      " 54.79447515 57.73340555 58.48006874 59.78154166 47.02015584 59.35063771\n",
      " 54.97155036 53.74671966 56.88750569 60.55811587 52.19386786 63.58390949\n",
      " 58.14552306 64.43195048 53.56208726 61.05511236 53.98728199 67.34021542\n",
      " 63.26834738 57.35638317 55.29069071 55.1427841  63.40808266 62.40252644\n",
      " 69.17894333 59.36147626 63.87971781 62.92213595 74.70456306 58.40987853\n",
      " 56.3364633  60.31277263 67.06282663 62.31728894 61.43884032 60.65629342\n",
      " 57.30606626 64.15590952 63.47167932 52.86164927 64.19761663 60.72915345\n",
      " 68.09904432 55.61793845 61.54704382 53.96855593 58.48049204 51.68445491\n",
      " 71.14016502 58.37437613 55.346722   61.24728071 61.70138202 52.29277622\n",
      " 60.25515036 67.54532591 60.00108156 69.27972636 61.66518478 65.66517711\n",
      " 58.20656218 53.45051735 59.00538892 60.6451934  61.12882557 57.52778123\n",
      " 56.86761196 59.03326634 54.48168162 55.64817427 68.29716753 58.95335201\n",
      " 69.69442338 63.45149614 60.93615751 58.82779821 59.72525659 53.38427626\n",
      " 58.23574641 53.83302836 68.8707112  75.83569856 50.17571004 64.28173564\n",
      " 56.06216431 68.1240276  60.54203404 58.57611773 61.01830551 52.57137824\n",
      " 58.18743264 68.83142078 54.96691021 60.52645851 58.07289889 46.40316735\n",
      " 56.4234361  51.35430403 61.33966507 58.28744647 60.30767977 61.92634309\n",
      " 54.73473749 58.48733322 65.90781549 56.07372063 49.70988594 58.47762618\n",
      " 57.50541335 62.45328532 45.39389607 53.94513092 65.76334137 60.10932176\n",
      " 71.38961735 59.32134835 50.64198106 64.97908493 54.72182627 53.32309652\n",
      " 55.35774364 61.59460097 65.15002859 56.45248981 54.96390873 67.45031147\n",
      " 59.59959616 58.53915348 64.24165039 49.49859371 48.28568124 63.37456686\n",
      " 68.42628026 57.28426987 65.54245904 76.80975063 57.92332934 68.14608603\n",
      " 56.31485087 51.41918869 69.65161232 63.78963924 62.02002164 56.35464011\n",
      " 57.49315695 54.77079021 65.01616566 58.03613102 56.33882353 64.47710431\n",
      " 55.50831749 61.79078822 60.84998425 60.46774526 60.61828889 53.11521363\n",
      " 54.98873292 59.8648441  56.71512371 61.70991283 56.54409624 59.51728133\n",
      " 65.93548624 54.6727648  56.89438653 65.49173832 58.70918097 62.62788706\n",
      " 71.52740956 63.97916642 59.66937028 60.92771816 64.58447629 59.00292208\n",
      " 54.40713272 60.33476664 52.50174226 58.35414676 58.96227366 70.06032645\n",
      " 58.04634489 59.46336358 57.95313563 53.25553534 60.29315066 62.72601222\n",
      " 55.55059721 59.56314733 57.84657491 65.88663053 59.04074639 63.17552826\n",
      " 59.02107769 61.70865742 57.76639555 56.17196502 57.00051166 49.34574526\n",
      " 63.69601465 62.86424711 57.64381224 57.35109214 51.80406679 56.64779692\n",
      " 57.62058649 63.87357609 60.95716774 58.72775764 66.327089   65.52602713\n",
      " 67.40766232 57.01649475 53.46160705 67.1211361  56.07979604 57.46747913\n",
      " 59.96327026 59.88443576 59.43953391 61.41105075 56.68085306 56.8276275\n",
      " 67.3162189  63.05999318 55.01333077 60.66009864 58.05548192 56.89350827\n",
      " 59.24358796 44.95956748 67.166617   53.97623522 57.60127455 69.77476176\n",
      " 53.17802135 54.85898059 58.54506044 60.65136898 66.98927283 62.62469127\n",
      " 55.36048108 56.80953838 59.98006292 67.57244799 57.65067451 58.36579135\n",
      " 56.81135857 53.63755546 62.02695146 76.59080927 58.39274274 62.41922855\n",
      " 54.02108312 64.12684656 55.04512037 60.32656078 53.32795896 57.25052527\n",
      " 60.05724755 56.76700765 61.13714695 48.70823872 54.63585612 64.9136198\n",
      " 58.97209744 56.30592655 55.23028041 52.98903575] [ 7.26744614 20.86810295 24.05501714 20.32703129 21.7175682  13.0702447\n",
      " 19.3033879  12.1504068  16.31201546 16.4435206   5.370648    9.98023144\n",
      " 19.55722772 11.49400952 18.80405031  8.65686536 17.55223612 15.4912785\n",
      " 19.72252398 12.28220333 12.6204228  14.7358659  20.45538932 23.4741314\n",
      " 18.25335142 13.01501031 19.05982675 16.25480428  8.65173828 10.80803621\n",
      " 14.76082781  4.54941948 16.23027531 14.90170072 12.45361317 11.89346495\n",
      " 16.92808794 11.19199458 19.83261667 18.96583184 17.31784817 12.91641942\n",
      " 18.70151575  6.88245774 11.99990747 10.89076486 14.01080203 12.01916593\n",
      " 21.14737209 14.62532203 24.31670305 17.26745645  8.621575    7.20503954\n",
      " 13.59576459 19.15659177  9.79478174 13.69861908 18.96181139 12.72065164\n",
      " 20.47434874 17.97540548 10.6970479  16.9829649  14.93331532 10.60295667\n",
      " 14.83445542 15.55956224 14.62486677 10.39582149 24.81040628 12.5900027\n",
      " 17.3962262  16.69609803 16.96669848 14.19802753 12.196559   10.14484008\n",
      " 23.82450059 20.40500531  2.95943637 23.07812113 26.28892973 18.92566411\n",
      " 17.78152422 17.45931013 18.80105699 19.68243065  9.59755494 16.52580786\n",
      " 16.30149603 16.09467903 14.20400684  9.98666613 18.00194374 11.24529755\n",
      " 13.75540588 20.48262769  5.86387155 24.45655793 18.13248643  0.88727175\n",
      " 16.74524873 15.88216502 17.54728247 15.31975222 17.36782521 14.5327188\n",
      " 17.75912973 17.1844772   1.38974396 16.15242546 21.97803455 10.23747934\n",
      "  5.95592123 10.12869858 12.57341523  9.41587981  7.98628279 14.5565637\n",
      " 10.22994505 21.1973915  11.72609516 20.72605519 12.69677248 17.4747362\n",
      " 20.52003406 14.1446882   5.19297018 14.42627692 18.92130546 10.67907775\n",
      " 18.15010348 15.32276731 13.28183036 15.52910441  9.11054032 15.26084089\n",
      " 15.83874519 13.08559586 19.09475665 21.04609243 19.3784078   8.85504041\n",
      " 16.51447088  9.72218801  6.39169105 17.00856622 19.95785423 17.35627197\n",
      "  6.94901001 21.11049223 21.63637325 15.04136846 16.78593532 11.0041351\n",
      "  8.98926394 15.78796168 16.23731468 11.21555523 22.62657535 16.50250249\n",
      " 12.35095256 12.66511398  8.00691885 12.83875419  6.31906936 14.38900993\n",
      "  9.47301815 13.4063701  13.51596416 12.44210729 18.08952233  3.01778801\n",
      " 11.23327855 19.84005655 17.58392931 19.0876657  19.11381677 18.03944901\n",
      " 17.19445777  3.84703707 10.13747231 12.98220158 20.69495214 17.63726634\n",
      " 22.10233458  9.34190981 18.2398288  25.26065208 21.67148041 23.86472868\n",
      " 15.73274004 23.86454021 15.98777071 23.87424311 18.03741845  7.92998065\n",
      " 14.90077725 17.02764253 19.84465819 12.2789251  10.73736353 12.98018026\n",
      " 17.84547374 25.34671681 20.62656583 16.92098222 13.32414896 13.80981935\n",
      " 18.35862105 13.18009165 16.20693958 16.50430294 15.12697667 12.23101756\n",
      " 21.35541641 13.71128354 17.57140767 15.24675743 14.21192268 23.87857873\n",
      " 15.13481802 22.58519977  8.96644337 20.29232104 13.09898753 20.03593649\n",
      " 10.49281295 15.11281654 17.15868359 12.09251136 18.24014376  9.63126469\n",
      " 16.08219196 12.80261753 13.68624786  8.34417299  8.27118189 15.38162041\n",
      " 15.62205434  7.37441924 16.95683578 16.39486362 16.18720575 22.44430488\n",
      "  5.48795091 15.91553315 16.17266229 20.95109064 16.91949792 22.12382884\n",
      " 16.99358496 17.98824632 13.41531928 10.97949278  7.66879312 25.94344723\n",
      " 11.53476086 14.78004639  9.16631391 20.07973616 16.54964976  8.12763749\n",
      "  9.75565378 10.40097958 12.01400949 12.94076122 17.15244422 16.41800325\n",
      " 22.29964196 14.32020166 13.74397511 14.85805882 13.99303919 21.82241463\n",
      " 12.7102852  13.91867687  7.22806203 11.36414424  6.75145799 13.36238926\n",
      " 14.84010905 19.11184343 20.55311301  9.98241903 14.99275632  7.87452386\n",
      " 16.66355952 12.0401238  15.07213131 14.70414192 21.29840462 21.7512145\n",
      " 19.82336976 22.13837169 19.3016698  16.25736471 13.44856625 11.61725262\n",
      " -1.72094123 14.63861086 15.24453047 12.7502391  17.51383209 14.81556171\n",
      " 16.03633136 11.91360553  9.05869189 13.78588923  6.82392398 14.76438359\n",
      " 16.28152976 21.16057854 15.15483977 15.21597034 14.91508932 10.91683369\n",
      " 14.44160719 22.37687413 21.4911791  22.67124136 19.36210499 14.02936831\n",
      "  9.65064185  9.19529273 14.80230391 15.73156866  8.04565336  7.54802994\n",
      " 15.42918267 19.69973791 15.1826723  11.90780802 12.40913919  9.74387811\n",
      "  2.82726986 19.32389141 13.995805   25.40903003 10.16461759 13.3316156\n",
      " 11.8947103  17.90760425 16.8670671  14.28269019 21.92325381 14.98669398\n",
      "  9.23696758 11.10280947 12.63898451 23.01824267 15.09232306  8.0200207\n",
      " 13.88960249 11.95090719 11.81471404 18.81728447 10.1458321  13.54009809\n",
      " 14.25745001 17.34667614 14.87807639 13.90599234 14.58814821 21.54292305\n",
      " 16.54380242 19.98161531 12.77354531 15.81406536  8.98096929 19.08608829\n",
      " 19.7283074   7.17775405  8.57576592 19.77066487 17.77689086 22.16060292\n",
      " 15.92357664 15.45675974 21.33396832 22.09865142 13.46071401 18.08312743\n",
      " 14.70679107 13.22162496 11.9305267  16.21213971 10.410828   22.79690201\n",
      " 11.92397908 22.81969897 12.11907357 10.55101294 15.67203195 15.53221202\n",
      " 17.43173294 13.17037405 18.15350907 13.05642543 22.97521999 11.49535567\n",
      "  8.59229273 24.34876617 10.30848338 15.73069828 13.87070557 10.78107887\n",
      " 13.667377   14.83331757  7.36162031  4.84974691 14.67441296 10.8071138\n",
      " 10.16893718 20.92171512 13.45986303  6.94260977 13.51657345 17.65622504\n",
      " 25.62675518 13.41172026 12.99159494 25.93829201 15.21066651 21.77964908\n",
      " 11.99893031 13.8060573  14.53094664 25.04570467 17.27023309 21.44698568\n",
      " 23.78508801  9.67022052 14.05648551 14.50519622 15.67605997 19.10346146\n",
      " 10.70401599  8.89085783 12.73510004  9.94795494 14.78433587 22.02946883\n",
      " 15.24131145 17.84491909 13.7596354  18.43310936 16.48319523 22.14550081\n",
      "  9.23986536 15.0534542  10.94264563 11.46832253  5.07379074 11.92821472\n",
      " 16.33719766 22.70841677 22.39564884  7.77469133  7.33693103 25.13421239\n",
      "  8.67874915 11.83232985  9.58460886  8.70258597 22.02269119 10.00895352\n",
      " 11.35531949 15.77053937 19.68791392  9.70381884  9.10926596 14.10864515\n",
      " 17.9569361  10.02100344 11.13018977 17.59976153 13.16867187 20.68101526\n",
      " 13.3066826  10.53577278 14.87381608 15.39160463 15.22996919 16.84730529\n",
      " 18.34114831 20.63928905 12.66877011 16.13350033 14.18609067 10.27588199\n",
      " 22.40058052 14.80139965  8.12146613  8.00716295 11.98057533 16.22419789\n",
      " 10.87800981  9.9130962  23.19197218 15.02649182 12.08855916 10.22211597\n",
      " 14.09287218 14.69420103 21.32789539 26.90592842 21.57880049 15.0951817\n",
      " 17.9430204   2.4171418  17.0059137  20.34318614 10.5835024   8.96749434\n",
      " 14.17019477 16.0128914  21.05200298  8.08804337  7.71310743 17.04616215\n",
      " 11.58249574 18.82686652 22.12888622 18.92631755 14.86107341 13.54748662\n",
      "  9.93241558 11.85672872 11.9748646   5.70405432 13.58364624 12.93045645\n",
      " 14.77775374 19.62933903 19.52596552 14.66327454 20.79529774 21.62424449\n",
      "  5.14182735 18.53317899  9.58762645 11.94601125 14.62315293 13.84625706\n",
      " 19.04488077 13.45399497 21.6595121   9.74102578  6.84423307 19.71743465\n",
      "  9.42641171 23.27096736 15.52689217 19.16480546 18.2224352  11.63505538\n",
      " 22.49463294  8.67815861 16.81777422 15.50673693 16.36284727  8.35881996\n",
      " 11.01056574 20.02138689 13.13594889  9.00953821 23.53272532 14.5766066\n",
      "  6.20256951 11.50545953 17.20006759 24.97738066 14.9744649  12.58821794\n",
      " 13.19537046 12.76085641 13.88538257 19.022886    6.55974657 10.79251584\n",
      " 12.65126848  9.94637981 18.20722184 19.96663668 15.74673564 15.15385785\n",
      "  7.65875086 12.59897837 18.42891191 12.73110348 18.44957554 22.49481776\n",
      " 15.71634429 17.45283133 20.57656436 14.61564848  8.38675158 12.37357534\n",
      " 12.70297113 11.55218784 12.07943017 19.0768478  17.15553169 14.7720253\n",
      " 20.1423816  12.8182727  10.83391627  3.36642127 11.77384222  8.91022359\n",
      " 16.41508655 24.76134269 18.08006011 17.16488228 11.38773542 14.67956294\n",
      " 13.44229361 13.98112332 19.2177253  19.4859684   9.64121294 19.73310589\n",
      " 23.24266067 18.4554916   9.30687646 16.07907393 30.47670126  6.62771625\n",
      "  5.42104359 12.26109603 11.0294491  13.51562179  8.29545204 12.22368483\n",
      "  6.41900836 19.28063844 20.16468613 22.22521928 22.75808722 21.95556591\n",
      " 12.00562831 19.43445126 10.70712109  7.02374329  8.73946413  7.37438582\n",
      " 27.81008912 28.43461039 13.48351432 17.6798239  14.27687666  7.59797689\n",
      " 18.79756035 14.15878868 21.19015173 17.86308124 17.01668945 19.32298818\n",
      " 15.97190472 22.98719548 22.4085647  14.47237871  9.64745819  2.92033492\n",
      " 18.48155164 14.88856878 25.42282825  8.00096585 18.32194487 13.37835737\n",
      " 16.19490318 11.11099713  8.1517625  19.84466919 10.78328439 14.4566309\n",
      " 13.15528182  8.98160948 14.84237936 11.25158844 21.86992467 20.36715313\n",
      " 10.37836046 14.53974822  4.42379024 14.48865009  8.92056392  7.01275431\n",
      " 12.22018738  2.62684247 20.10656959 15.96189139 12.57584873 16.64021973\n",
      " 16.4545652  21.94255111 10.07694434  6.58938884 20.71113586 16.02198667\n",
      " 10.51613385 15.70203422 12.63785874 14.19840487 19.72461979 20.32650278\n",
      " 21.33547021 16.5026265  16.29959897 16.90835161  9.20334952 19.75545815\n",
      " 12.0821498   5.75516957 12.29837964 13.88494859 22.78865262 13.40889365\n",
      " 17.51446895 16.95134799 13.10429136 21.43619186  3.48388397 14.09734544\n",
      " 19.54508886  5.82716508 23.0583323  24.61319604  9.96976055 18.19271826\n",
      " 16.51768975 11.31020079 14.51982447 20.51567588 14.52115448  3.20100231\n",
      " 13.15734338 10.43195835 17.79812713 20.6808899  11.88558404 20.99027681\n",
      " 16.58259974 17.81289806 12.88080853  4.6105836  19.612352   14.32364596\n",
      " 19.70538837 12.08469457 13.97147623 15.57397255 16.29265642 10.26251658\n",
      " 15.5433696  17.19367607 20.09038736  4.14996639 18.35651358  4.10247255\n",
      " 23.44338873  9.20231675 14.40066786  7.05909124 11.39297935 17.46136322\n",
      " 20.95127921 16.05495064 21.45765135 11.16143944 17.70400162 18.96620331\n",
      " 19.92969496 17.32323907  9.47347481 13.84364543 13.49707556 10.787152\n",
      " 18.55027186 22.27056976 17.6078423  11.37186738 13.90251482 11.61578518\n",
      "  8.66969479 19.35340669 13.77581561 19.36052649 22.45128701 10.34681507\n",
      " 20.04388031  7.75601893  8.96059201 13.7931695  16.61568506 13.11938825\n",
      " 16.73792873 12.96130163  9.71707556 17.61711698  3.86598784 15.50590257\n",
      " 12.02194598 15.36902836 13.74709886  6.23953223 23.02546634 16.43830058\n",
      " 13.29885766 23.72696419 22.44391017 17.35304094 23.46167971 14.80385395\n",
      " 20.37619173 18.63625666 10.88234791 16.10680113 14.75010392 15.98923155\n",
      "  9.48288222  9.0931317   9.98952366 16.4444781  10.76348953 10.60188693\n",
      " 14.83492999 14.46692498 11.77375992 14.82952125  7.44734855 17.64410192\n",
      " 19.1165178  20.81392876  7.80307231 13.45207875 11.48130026 13.42970523\n",
      " 12.05791129 20.26549274 18.10223326 13.19213779 17.05078687  6.41908269\n",
      "  9.66581961 17.43029622 12.97967817 18.01399471 14.26196926 23.65253572\n",
      " 13.99304032 13.63118388 12.2922742   9.82286206 16.9461463  22.27374316\n",
      " 21.33026201 18.22872931 14.38623332 12.92637235 18.61380992 18.68925075\n",
      " 17.6602308  11.30159144  4.59090036 13.70670289 13.89894666 17.15203739\n",
      " 15.88009469 10.13736316 23.38039565 11.97869299 18.80835291 13.87919335\n",
      " 28.56615416 11.51209003 10.75897882 19.63158595 21.13261252 11.42484543\n",
      " 12.00837836 13.20048595  7.67324584  6.57927876 11.52240459  7.1343398\n",
      "  6.41559524 13.07535818 15.91109887 22.96943867  8.97898522 13.71416237\n",
      " 16.02418279 16.9385953   4.92257615  7.02337812 24.04297856 13.38269993\n",
      " 13.12474552 21.49748345 16.95052786 13.87729306 16.07515433 15.52004129\n",
      " 18.22352004 16.6679985  20.73806871 15.78216017 16.25489009 24.33307783\n",
      " 14.94356359 11.46363276 17.91987525 12.04112774 20.95946853 21.60530292\n",
      " 14.28143644  8.90610555 15.66053612 13.1810193  15.06964447  5.34517399\n",
      " 14.46691388 17.92513178 21.17267573 11.93970139 23.09667248 11.77189042\n",
      " 18.45549085 12.9084065  16.47082654 17.00654475  9.57697224 14.46055521\n",
      " 12.45856843 18.31151714 13.75200671 15.05798304  8.95560179  6.00228336\n",
      " 17.38734632 12.49546395 19.97584615 21.56925361 15.6104928   8.18970478\n",
      " 13.04550901 16.58365896 12.98793652 21.03483728  5.16782092 13.63736936\n",
      " 16.29280471 12.09368305 21.51160933 17.87877624 11.6207335   9.51174686\n",
      " 13.89297511 11.20262197  5.85072476 19.83410239  7.20089434 23.00285561\n",
      " 22.02736156 14.3812287  10.78698779 29.63744963 10.86087083 14.49306911\n",
      " 18.10080036 14.81414574 19.33735518  4.65855789  7.39340612 10.14962056\n",
      " 13.87923454 19.61320193 12.88972369 20.52084169 18.31690672 14.34395873\n",
      " 19.77398905 15.81317919 15.60196322  5.87280213 14.49784123 16.18471367\n",
      " 13.76430986 10.26734756 20.07321669 16.1213036  14.46083397 18.78110927\n",
      " 12.12624827 18.63939316 14.81560303 13.34595413]\n"
     ]
    }
   ],
   "source": [
    "#creat dataset kendi datasetimizi yarattik\n",
    "#class 1\n",
    "x1=np.random.normal(25,5,1000)\n",
    "y1=np.random.normal(25,5,1000)\n",
    "#calss 2\n",
    "x2=np.random.normal(55,5,1000)\n",
    "y2=np.random.normal(60,5,1000)\n",
    "#calss 3\n",
    "x3=np.random.normal(55,5,1000)\n",
    "y3=np.random.normal(15,5,1000)\n",
    "print(x1,x2,x3,y1,y2,y3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:03.152105Z",
     "iopub.status.busy": "2021-01-03T18:12:03.119235Z",
     "iopub.status.idle": "2021-01-03T18:12:03.183211Z",
     "shell.execute_reply": "2021-01-03T18:12:03.182287Z"
    },
    "papermill": {
     "duration": 0.181047,
     "end_time": "2021-01-03T18:12:03.183509",
     "exception": false,
     "start_time": "2021-01-03T18:12:03.002462",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[26.89772762 31.81211861 25.39423127 25.87305157 24.86377455 25.5810009\n",
      " 18.46924409 36.26145829 21.31045927 31.37601886 24.5603653  21.55488264\n",
      " 31.39164546 30.64086258 25.62685336 14.38870121 25.76211561 14.94471934\n",
      " 22.93992347 21.8939307  29.14301724 25.12413823 25.67473305 21.1866424\n",
      " 21.33694538 25.55405634 28.99313488 16.17941142 19.65336014 23.23729762\n",
      " 18.58896698 22.85696039 20.57372119 21.62488166 16.35280701 26.21802782\n",
      " 19.48982981 18.63849057 25.63229753 22.5798293  27.10068216 25.33284986\n",
      " 30.91333423 24.43641897 25.35924047 26.98657262 24.90020879 19.93348506\n",
      " 28.62113522 26.80704907 11.77797358 30.60316602 26.22965564 25.73938307\n",
      " 29.98930445 22.26033058 24.37485768 16.12868228 30.65052585 22.68042271\n",
      " 24.41661172 23.5585758  18.45932792 24.13819439 26.72603732 25.80488294\n",
      " 31.12313579 29.10835996 26.55809054 24.39159017 22.57859575 27.60218263\n",
      " 29.27825964 26.88063698 30.69034581 25.88682034 28.06334448 33.86918093\n",
      " 24.8884253  27.49818705 30.19466818 27.99513804 25.72306278 32.57866302\n",
      " 30.48297962 19.4429781  27.36268573 23.82628531 31.06117166 27.61727031\n",
      " 22.09004149 39.43301199 29.27769192 27.46611346 29.57472545 25.31514631\n",
      " 26.83353479 18.35322043 30.80861973 31.6706337  27.42964284 28.24126446\n",
      " 27.9315809  29.30304101 17.29046284 28.63723776 30.55932862 23.26550807\n",
      " 23.51084844 26.92842661 25.67782547 30.35229534 19.55098502 27.7264132\n",
      " 21.14252662 21.92916111 32.86904016 25.17699843 22.55123863 25.56430164\n",
      " 19.66090547 22.73388208 18.35788099 20.82160041 26.50805345 23.42612369\n",
      " 13.59668817 22.12883955 26.42777903 34.76884915 28.65896764 23.93543288\n",
      " 23.60847526 14.9036553  25.83593391 23.61043587 21.11409782 24.9619127\n",
      " 26.84054023 29.90845165 23.93123232 24.98953207 25.85550002 22.17385705\n",
      " 17.57357576 19.9494234  23.65961475 30.03955879 23.08408801 21.87322886\n",
      " 16.53407961 20.85656086 26.82253787 28.2047943  34.99778534 23.70686393\n",
      " 29.61924383 27.24760595 27.4608591  27.12163782 24.08748791 24.06223885\n",
      " 20.60459402 24.65780114 34.61280389 31.60023994 18.84264133 24.60801794\n",
      " 28.47146638 33.0801858  28.01817193 29.56734054 15.9087405  27.46326096\n",
      " 22.18769956 30.01081907 22.56388362 26.9633111  20.02159915 24.12445507\n",
      " 28.62067965 21.98837105 23.84808682 20.53513858 31.4276904  24.53509895\n",
      " 28.48557368 21.92632299 27.68926228 24.98792874 18.35117349 23.0427275\n",
      " 26.40193843 24.36857247 17.08467271 25.03748086 32.01092123 19.02353707\n",
      " 25.59784346 26.11373313 29.51864368 27.73602386 15.01450394 19.05461067\n",
      " 22.06760435 14.10735626 22.21511807 22.24467744 25.71786335 26.54058126\n",
      " 33.45051651 31.44802092 22.13192212 26.24624164 22.71617093 25.19140251\n",
      " 25.84256727 28.8654988  16.86789051 22.40514471 24.18770087 20.78357021\n",
      " 32.65829399 30.69937653 26.04124981 15.77398343 17.55504221 21.32517046\n",
      " 28.10974576 26.36008632 20.31860139 22.17812006 14.67965288 28.23108934\n",
      " 21.5510499  35.62346924 37.24778738 21.68160116 29.77919346 36.83408803\n",
      " 19.58649372 27.60132152 27.19596036 26.70169499 24.72084199 25.31674546\n",
      " 23.43480215 27.9059727  28.9904311  31.88123473 21.15782186 27.69936683\n",
      " 24.49842347 23.15039347 23.36794358 20.23494035 19.95469442 20.03001482\n",
      " 23.78718458 23.38772031 25.37154213 32.35119407 20.42659043 24.02559614\n",
      " 21.25306586 25.26847735 17.74663916 18.55745662 15.22357753 20.13032144\n",
      " 22.11485455 25.41819808 19.10525033 22.09641774 30.02261442 21.64717041\n",
      " 15.46278927 30.50752083 18.84926444 28.30073328 27.24875569 23.81579094\n",
      " 33.79347016 28.65882152 27.10883047 14.59974817 22.03923995 23.50128309\n",
      " 24.34921674 23.32930162 21.29076949 30.90633388 24.51303035 24.1443617\n",
      " 24.25725038 28.09360271 29.78332865 22.15135562 30.57470833 19.84215246\n",
      " 21.24658599 20.88361338 28.46552305 32.87126654 24.84223767 19.8032311\n",
      " 20.57503832 26.96479063 14.63759562 22.48625706 37.26764095 22.84031373\n",
      " 29.64123774 24.1254381  30.5380006  19.75155534 23.32790246 28.19870804\n",
      " 27.15530767 28.44382171 23.47697557 21.04791589 23.44263171 23.1295235\n",
      " 26.55540574 28.43840578 26.9021337  40.24257439 18.61154218 28.24246636\n",
      " 22.99791456 29.20320062 21.04839999 21.8694176  31.33904313 15.84577089\n",
      " 30.5498356  22.18732987 25.24583302 25.89311121 28.784764   23.14267061\n",
      " 17.78122069 34.97604422 29.5878375  22.48050343 30.2492328  24.09250732\n",
      " 18.19310695 20.98613293 22.15171771 24.37403348 22.86320069 20.80928864\n",
      " 24.21668389 17.96783072 31.75208516 18.22281201 20.82613948 24.64135739\n",
      " 22.83248168 21.79276769 30.56689001 27.81276071 27.59554523 26.09919343\n",
      " 26.43679821 26.91537199 25.75568377 23.20807417 32.93830308 24.41456483\n",
      " 15.01402133 21.63363095 22.1555986  27.76494771 26.65050882 23.80428703\n",
      " 35.8708197  24.0706579  24.9904143  29.19051633 31.62554588 20.91183723\n",
      " 17.26367321 20.20281751 26.60901628 23.72095756 27.70274143 19.15970996\n",
      " 17.9171492  15.34657366 25.88712295 26.65603734 20.82859809 21.51603148\n",
      " 25.79250165 20.63205462 30.17292392 19.49858604 18.54191984 21.42808104\n",
      " 23.25039405 30.13876217 19.54056037 16.33741399 25.93222546 21.58297948\n",
      " 26.65206371 28.91295666 20.21286964 20.37654025 30.48716263 24.27373026\n",
      " 14.73449888 25.63468519 26.96851975 33.40007901 22.01315727 28.70073405\n",
      " 27.56891723 21.60072397 30.96651775 23.51969356 21.20950198 23.97007864\n",
      " 26.21175488 27.6059796  21.49369927 19.14973897 26.7145241  14.51261643\n",
      " 24.36021512 33.60964776 23.95149043 24.3088379  21.73841173 24.80540496\n",
      " 35.23929167 38.35207791 25.52053693 32.27533733 27.0796941  27.78502888\n",
      " 31.15556263 33.80157364 24.00197453 24.35617504 23.85989623 27.76000305\n",
      " 27.52646161 22.66206672 30.56869904 28.16434621 26.29712563 21.11898093\n",
      " 23.6564492  25.83576839 29.70139528 29.08352687 36.49854681 21.60353439\n",
      " 20.21716419 33.39127869 19.74718982 37.01170039 24.35985103 24.05803837\n",
      " 28.72317058 19.90489667 27.04894314 18.87434312 26.32027127 29.47473589\n",
      " 18.33011145 25.17182322 32.82572905 25.92190282 19.19613611 26.09582092\n",
      " 25.79610226 27.30046404 26.16038794 25.23157025 22.67917628 21.92330668\n",
      " 32.63369151 24.10251312 26.96441171 10.24633941 31.24695094 22.06715788\n",
      " 23.54370679 28.51962733 34.49273715 26.43685166 17.39560727 20.1743728\n",
      " 31.95121928 27.11157892 15.40908915 21.67841885 26.19802667 24.42751789\n",
      " 21.44351734 14.33706288 29.98385099 20.49178176 26.31710356 20.60789858\n",
      " 18.67877622 28.63351172 29.81790408 31.68924067 18.441876   24.9372924\n",
      " 26.63813022 28.72813875 25.68878905 15.60197045 23.70616736 21.85764711\n",
      " 28.4471143  21.85001952 21.31648482 22.66295918 32.30682604 23.2418261\n",
      " 24.17126132 29.92093031 15.41336837 23.56997704 26.22521201 29.37312387\n",
      " 27.53952129 27.86408976 26.72130562 26.84204115 35.84659008 26.86526901\n",
      " 22.85190252 18.96667078 25.27888507 25.48744576 26.13685243 21.36441789\n",
      " 31.47958965 26.58403229 26.47664786 24.97872493 24.78692706 22.93457353\n",
      " 38.72669023 21.55550484 18.124782   24.2989893  23.27228121 19.37039237\n",
      " 25.19088817 23.75139438 32.60140251 29.25725574 21.54320296 19.67405733\n",
      " 23.38607882 37.80571855 29.52874576 30.05516363 35.65037733 26.19354769\n",
      " 20.80202532 19.73647331 28.093704   29.52056257 18.92426925 24.56099507\n",
      " 25.59754556 18.37569753 22.02969798 22.23206419 20.69329254 23.99263095\n",
      " 29.52781707 31.49554637 26.35927436 27.51521071 28.29065105 23.509569\n",
      " 27.72725197 35.25860807 22.023347   35.97297883 20.83400327 21.69639136\n",
      " 20.46603348 28.95262657 25.59968077 24.00153333 27.92743757 25.83517223\n",
      " 20.03741891 24.21467916 21.73628077 26.84389336 22.5714686  15.9941565\n",
      " 32.31062245 35.86687962 14.44310582 25.58770248 31.04014171 27.93177105\n",
      " 25.53502844 24.57638466 23.74427684 26.94839413 19.83175812 21.18557978\n",
      " 25.92453842 27.32444794 31.95867556 28.82084268 31.10527118 20.42674425\n",
      " 30.12581554 32.84113534 26.3463611  31.20706911 30.62924469 28.58323169\n",
      " 27.11623288 26.96658879 30.68649219 33.60767139 28.60078095 30.22173694\n",
      " 16.56311079 28.48427119 24.95816893 29.62674503 31.15784795 13.99789834\n",
      " 33.96374892 20.37845857 30.41041285 30.8289298  31.08072662 21.8143886\n",
      " 22.88068191 20.1413851  25.83275205 28.76717721 28.85166663 21.37484467\n",
      " 28.27008532 25.75756701 17.2393484  31.60086956 29.53988029 24.57491377\n",
      " 17.37742835 19.66549318 30.06049611 28.62817678 25.70456813 24.14164001\n",
      " 23.48273605 27.16632554 26.58119362 23.07197931 19.41082019 37.37022952\n",
      " 32.46857465 29.70667978 26.83180745 23.87195151 24.77920286 26.76175559\n",
      " 26.39356169 31.66758513 21.15882345 30.06742362 18.71980572 20.85419293\n",
      " 24.09749109 25.80537803 27.17133861 12.29356001 24.30878463 13.43728187\n",
      " 31.76605728 24.13150312 37.31229012 36.5008596  33.64149306 26.9137702\n",
      " 18.53912081 30.02225214 26.30578268 29.06941634 13.48068207 22.81588742\n",
      " 23.99817884 22.77855253 31.23816968 31.89073571 23.11087057 13.91314214\n",
      " 27.39380608 22.86047172 17.98526236 19.58301395 26.63047701 23.23316406\n",
      " 22.93106996 19.6319968  32.0941542  20.87187553 22.12148911 25.12740372\n",
      " 22.773533   25.03876025 23.84811975 25.72585705 17.27981097 23.55231918\n",
      " 20.66807983 34.17533995 27.5955137  20.23033487 20.55480725 17.79323081\n",
      " 19.41224512 21.95456779 27.50729919 30.52374109 22.82436471 17.48514537\n",
      " 27.00378159 26.17790077 17.03300022 26.29670617 27.93550366 34.88927857\n",
      " 32.78820648 22.07447796 32.28806956 26.59352808 13.92738484 22.7121201\n",
      " 12.3113045  23.6742044  26.69923377 23.27579128 27.88481245 25.41379235\n",
      " 37.57599504 13.29203225 26.33510837 15.74515883 26.4070146  21.16247704\n",
      " 24.64500682 25.95075229 20.40712209 25.07326495 26.12428923 24.39462172\n",
      " 28.36472212 20.67612756 34.14192858 20.8548766  38.72029812 21.31330346\n",
      " 30.48663558 17.71464165 26.56222258 21.86317699 17.99957068 20.83144778\n",
      " 28.83025453 38.91341251 29.10489814 25.96508355 13.57024789 23.48017776\n",
      " 29.45282112 16.62979259 21.92658305 17.16720147 28.19684954 19.46772616\n",
      " 27.24944056 26.74340744 17.7746103  23.74672808 15.56810048 26.38459859\n",
      " 15.32042963 29.81974196 21.49035993 24.59335887 20.72823079 20.49221173\n",
      " 23.24269834 20.91519149 25.49055466 14.32830424 28.323122   33.77906391\n",
      " 20.79110258 26.29996487 23.96636207 20.16926259 19.71373468 16.64107453\n",
      " 25.99748604 32.00406119 30.94020419 26.91278545 31.43484283 28.72586128\n",
      " 21.67709476 20.83498858 28.13872664 24.0005636  28.49135748 21.27233317\n",
      " 32.61547955 25.84676285 21.67210752 33.80277336 32.75114416 22.31606912\n",
      " 24.85611606 24.88060584 20.41789955 33.74794388 27.62407638 20.27063808\n",
      " 21.27027788 32.79112049 27.13575037 30.08620628 22.02190709 23.91356581\n",
      " 14.75368119 14.74955253 32.46585449 28.98254356 26.28855291 30.55320384\n",
      " 22.66173135 25.67929468 18.33524964 25.48743327 28.8135408  30.22140182\n",
      " 26.3082145  29.30075539 29.46674798 23.61816799 27.76405057 27.53511347\n",
      " 29.44257883 24.60943704 19.53763418 25.5513128  21.25646354 26.22104064\n",
      " 23.0614705  26.58382658 20.98916333 27.94126122 14.03050119 29.45071143\n",
      " 14.80964331 24.80692913 24.54160588 20.91896691 21.88427968 36.42129149\n",
      " 22.7139544  22.38278536 24.00317037 24.08985793 24.86558944 25.39530008\n",
      " 32.02909686 18.03428809 28.22377096 27.91661211 29.38884042 21.68018965\n",
      " 20.55769711 21.58265828 23.54502177 13.55869281 27.25828898 28.68966335\n",
      " 27.10916364 29.19082488 22.30080459 20.33169726 24.41330966 22.3516494\n",
      " 19.95548025 18.41138917 26.36464937 25.90888352 27.50293559 25.20789892\n",
      " 31.46867972 22.47421468 23.64486068 20.94030976 30.41218686 26.28180191\n",
      " 22.86508827 26.96728397 26.3912853  28.48598854 28.23466895 21.94501388\n",
      " 28.01021632 24.88537329 31.18703194 30.08994738 25.17790648 28.26484052\n",
      " 24.28699196 32.43922033 35.47281976 20.18131126 19.65739861 25.27760154\n",
      " 24.25489368 19.42943412 24.89971199 19.57462144 26.25374311 29.83474744\n",
      " 23.83411502 31.4356028  17.61178193 26.14039424 29.93828644 26.36312983\n",
      " 27.78664751 25.8102879  28.34346201 26.94380617 15.49994681 34.88637266\n",
      " 23.08469897 25.97792186 12.20934885 16.28914382 31.78125065 24.2310736\n",
      " 38.83864251 30.46512961 24.87677118 28.35335872 26.91141198 23.84567834\n",
      " 23.84231363 27.77053193 23.73938606 22.36522394 27.54104191 20.18475216\n",
      " 23.09912386 22.06283511 20.78715727 15.62316826 33.62337521 21.59668881\n",
      " 24.83877358 26.25268592 32.20697995 16.59913112 28.29137649 16.15580796\n",
      " 19.55137025 21.9479582  23.11050094 11.69431461 24.5280121  22.08765338\n",
      " 20.91266053 28.34256844 26.11648265 22.07848536 24.15948724 22.05102805\n",
      " 16.52892684 24.33341238 28.53621034 20.28020158] [60.69313567 50.73949419 62.50282458 56.06692855 55.35437468 58.5325089\n",
      " 51.02746065 51.81467036 54.63548932 55.75628799 51.49736983 49.56115814\n",
      " 53.58873515 56.61383685 52.1791245  51.3660677  52.00207241 59.54910235\n",
      " 58.24651209 51.32213616 60.90417689 56.10657171 57.91008356 57.13660342\n",
      " 60.40728744 59.36847923 57.78455378 56.53458367 54.96306868 54.71640678\n",
      " 62.66402972 62.72590356 49.45129051 55.25693214 54.09596807 48.36498481\n",
      " 60.36325814 58.08268899 54.05709224 52.76183274 61.94565176 58.38779233\n",
      " 56.29263135 53.37767454 55.16978987 47.37082431 53.29896872 56.29481721\n",
      " 51.33120874 59.9396706  58.33814915 55.80113463 57.52644777 65.58306179\n",
      " 52.7238333  60.37415904 53.93918053 56.9611419  63.10090695 74.46170786\n",
      " 53.51245885 60.23176205 51.10939954 58.21692327 53.03433623 55.61381428\n",
      " 57.40350127 50.88974869 55.2868422  51.08269261 59.86015595 55.7287384\n",
      " 55.40710611 41.3187995  54.6487696  53.83700355 53.40661777 58.24828681\n",
      " 54.13767545 50.95396097 65.46357625 63.80989762 59.08206787 58.63686341\n",
      " 46.71689289 55.38517347 55.42294469 60.48854985 51.37885962 56.40351065\n",
      " 57.67499475 48.21287397 55.2005999  57.98584868 55.45727346 56.24042586\n",
      " 58.24861822 54.83310177 57.57629638 56.29153149 62.63696223 55.20221381\n",
      " 57.28719475 49.88483527 50.85255233 55.8087759  57.9909387  58.47274582\n",
      " 47.63225063 66.19178124 49.34582892 57.51258383 48.12990199 57.14657847\n",
      " 51.08304205 61.86532446 55.13098747 57.83194914 64.96425999 55.95561092\n",
      " 58.73439546 59.44540832 49.69023356 58.25396941 56.42833139 51.84152737\n",
      " 53.50030838 60.74814449 57.79120099 58.98153287 55.7846704  54.48126011\n",
      " 50.33676167 51.17871648 55.23552489 52.40895347 50.20753417 49.04222265\n",
      " 56.76687518 58.93926406 62.35071737 56.64874822 53.22523284 51.15094847\n",
      " 51.38967255 50.43342363 57.49506805 54.39996041 69.37043793 54.0876012\n",
      " 50.46738059 56.55914624 58.89012689 58.80775628 59.25731862 51.01028057\n",
      " 56.60467303 54.51891801 55.9355312  59.26038702 35.23331157 54.72940674\n",
      " 53.20258926 62.3941782  53.45150714 53.34647864 60.50255748 66.11206964\n",
      " 54.20368734 61.63993345 55.85495551 54.62041704 55.28978976 59.01564279\n",
      " 54.61168384 60.60890071 56.24310197 65.51343788 60.05823611 54.8197149\n",
      " 50.86584227 47.7272413  53.20371563 61.72305461 50.85580617 53.88601663\n",
      " 51.32324808 52.52719438 51.85911315 53.79491346 52.32728963 53.16069457\n",
      " 55.70811686 54.19070183 57.35485848 51.51002584 64.52025618 53.68835817\n",
      " 52.81033665 63.72298393 53.1897567  48.08432542 52.95938045 47.3353581\n",
      " 54.50338776 53.6818318  51.09349057 51.27970477 47.62908081 51.52331372\n",
      " 51.2731674  58.22906023 60.73110466 45.97238686 55.23202327 49.32217798\n",
      " 57.76798645 53.75969274 67.21145325 54.0551005  55.0326001  59.41622323\n",
      " 48.39754855 43.65860924 51.48120216 67.25044929 57.51960748 65.22091916\n",
      " 62.0338707  54.07588802 48.32153377 57.81386008 56.4423612  66.13907727\n",
      " 54.85405284 54.22107083 50.18432004 49.88386836 52.40346122 51.2340131\n",
      " 59.13098195 50.86251579 59.28256717 61.16694811 54.54995695 55.60470252\n",
      " 56.33864627 52.50308991 58.11823874 57.80771278 55.89532034 48.33988701\n",
      " 55.32039156 55.23544313 66.96099908 54.17092574 54.10789103 60.17013912\n",
      " 59.00631948 49.84485278 48.17432418 55.88037103 62.62803932 56.97348288\n",
      " 59.92244487 44.11199396 64.60023205 60.04098667 57.82249332 56.91977711\n",
      " 63.06432313 53.8719417  47.09800135 51.94879048 54.95844268 62.90075938\n",
      " 56.42657429 52.22091844 55.5050098  52.75511776 47.58520799 54.18760647\n",
      " 51.72628577 44.85044715 52.57187335 55.44438991 50.56979354 56.90308231\n",
      " 57.88869649 47.51290867 51.52182997 58.44034353 60.34682558 46.96528132\n",
      " 56.64767217 55.44254574 58.50924682 56.359149   58.84028306 57.72785296\n",
      " 49.92445858 56.69969097 55.76730802 51.6759331  48.98684851 58.74116113\n",
      " 59.35212737 62.8040941  55.09297744 57.09063785 53.87255727 55.60665783\n",
      " 64.19443505 56.7226305  53.82581202 64.11432895 49.85147503 53.95882199\n",
      " 57.11051582 51.42268963 57.05552546 52.13465599 59.23885804 50.79686572\n",
      " 53.58486833 57.93264018 44.92634952 53.45669971 47.70886305 50.00818308\n",
      " 50.98016711 54.77907899 53.32994452 57.68966278 44.09246029 63.11163775\n",
      " 45.45354478 58.90074635 61.6978272  57.02708041 59.73366161 47.78024811\n",
      " 47.51255253 54.75920247 57.14679919 60.99887207 58.46248898 49.91060014\n",
      " 50.36229391 49.31170271 60.24432744 56.65140504 59.47104792 56.54004439\n",
      " 54.97068011 46.4200357  54.81451388 57.44391915 54.26435089 56.98956536\n",
      " 54.06055488 54.27875917 54.59156607 54.86284755 50.28276812 58.23715756\n",
      " 53.91784928 50.7528236  55.53660881 60.21367334 53.09059746 55.24397003\n",
      " 62.34125749 54.40984448 68.37353524 45.39279251 49.49077698 59.95548031\n",
      " 56.63934263 48.35897667 57.15998884 54.03319622 51.90154248 59.70559832\n",
      " 52.4916311  59.34643125 53.65551464 57.42510192 63.01113702 54.17621236\n",
      " 47.59316459 53.8535533  52.50838864 58.43308701 55.23525183 62.88352571\n",
      " 57.00454563 59.700709   56.80220372 65.42681586 49.49387509 52.99189889\n",
      " 55.20531862 60.04052949 64.41028913 46.47094169 59.60147978 42.64048795\n",
      " 49.68607854 54.27783817 58.57942448 57.26841507 56.71934642 58.50740262\n",
      " 52.21117686 49.14223517 55.48175004 52.3303023  56.099911   53.34046031\n",
      " 53.02622156 53.44465985 57.4008058  53.11677637 52.68680554 62.13707861\n",
      " 57.393123   52.64546735 48.23689196 56.07135456 54.33984483 49.07974034\n",
      " 58.8771484  54.55086135 52.07192138 58.98863382 58.84625355 48.87078978\n",
      " 55.57666536 59.78457668 50.39312995 59.2704529  61.38508134 54.41345008\n",
      " 52.70817708 51.39326082 59.21478508 51.40685689 49.73976318 61.42135244\n",
      " 64.41105013 52.44392953 57.7608354  52.63623327 59.04476702 64.6995682\n",
      " 55.75133069 60.33616791 59.22683178 62.44741404 55.22140655 51.35001432\n",
      " 57.06709507 51.99262343 58.5156863  63.28542431 60.86683081 53.77085832\n",
      " 61.72042072 52.18111023 50.06989276 51.20711791 55.71179233 60.19611105\n",
      " 48.98346496 49.05672033 57.22901835 52.43589274 58.13966696 61.06223906\n",
      " 57.67130608 54.44061917 58.01549753 57.12643092 52.18031645 46.34507232\n",
      " 57.35388602 55.32556678 48.81154783 59.69911042 51.03297697 57.51072179\n",
      " 60.2218369  56.11756313 50.62849582 59.97593082 58.91155926 53.72042939\n",
      " 56.41614723 56.64451911 56.13530534 57.72306888 47.63218044 60.1369304\n",
      " 58.1489847  53.95663706 50.90369043 50.37948365 61.40212077 58.48286176\n",
      " 51.87753204 50.18737963 55.27362061 57.75051069 48.05415384 47.29756831\n",
      " 59.32889448 50.14780691 59.39602032 57.4196035  43.20061977 50.09734038\n",
      " 51.58565627 53.9445767  61.33631061 56.02642153 55.27093893 50.19289818\n",
      " 53.75025455 60.50997245 59.47879214 61.28272308 49.81570689 61.49521176\n",
      " 58.01208169 52.34267907 54.69102742 53.1846224  52.42843803 66.08820505\n",
      " 50.42275262 53.35903281 67.64022579 53.94497787 61.6559516  45.29213547\n",
      " 60.34375177 56.37894404 59.10721025 48.09006569 52.70066935 57.83089358\n",
      " 52.43801749 54.48909263 57.8919616  51.78453516 60.21025346 53.1940972\n",
      " 62.26873699 52.80734076 61.09036014 47.4874827  43.46830768 54.09244892\n",
      " 59.53743249 49.06183491 52.02443888 53.56028905 55.54175453 52.11508618\n",
      " 55.46035795 59.51677446 53.76570269 50.99390614 61.82582292 55.55486056\n",
      " 62.82746879 49.93476898 57.50484462 57.00118615 48.96205858 58.91464506\n",
      " 64.54259348 56.8987069  52.60708884 53.79549601 62.22303593 58.46170597\n",
      " 58.6681498  51.29769558 65.62127457 60.22232561 55.91216699 61.9388718\n",
      " 57.14507837 58.25304665 43.07116629 54.48920156 45.26326685 58.30468556\n",
      " 55.73716266 51.2574142  57.69559564 45.61001622 61.4118875  54.87755166\n",
      " 57.87170608 50.73233484 54.05813109 52.50090542 50.95154682 56.00373493\n",
      " 57.08648157 57.64578194 58.96970736 66.25686307 63.27208    58.08857632\n",
      " 59.34375805 40.57923761 53.63715737 61.24773695 50.16132756 59.63530527\n",
      " 56.48295072 50.38193981 56.43639165 56.0917512  45.8634853  48.54456345\n",
      " 50.14354595 49.34825787 57.50510577 51.16667059 58.05090377 58.09312133\n",
      " 52.84280061 62.64490193 54.18517    62.04010191 55.75447689 59.40264427\n",
      " 54.95137233 53.51145219 64.12328835 55.45524944 56.6475616  56.70528024\n",
      " 64.18336136 53.49491881 50.72791168 51.42638866 52.37974089 48.04910757\n",
      " 52.18465023 50.62704859 52.97766587 50.7641983  55.76499584 52.20203565\n",
      " 53.46807629 40.63074258 55.46532569 57.32313584 60.41499012 53.90169154\n",
      " 53.28725834 56.66284284 50.12435731 56.08848115 58.33793479 51.80869714\n",
      " 51.10076423 59.09134904 52.77899444 59.3805637  65.60761159 58.72013805\n",
      " 57.50603446 55.47388674 41.53722337 53.0346439  57.30570114 55.91982889\n",
      " 58.26317567 53.21069603 56.26820285 56.26921783 59.99480577 52.30818425\n",
      " 62.13596671 59.04186784 58.10119779 48.81645279 50.25364117 49.70179665\n",
      " 64.65125102 52.57975822 49.02166762 59.93903804 60.17905081 50.24263746\n",
      " 46.30922581 55.14953706 58.12226784 50.08150591 49.68698159 59.58999581\n",
      " 57.76112461 46.89401529 59.37856155 50.54596176 52.33133159 52.01063025\n",
      " 56.59577729 55.560396   52.53339036 53.80428208 57.06908836 57.45323589\n",
      " 54.49996938 52.55398068 53.19862633 50.26769896 49.66869872 57.45720262\n",
      " 55.68718097 56.84648556 52.96036485 60.41919217 59.25042307 55.43246463\n",
      " 62.59773449 61.84456148 57.56900265 58.33993261 45.29953983 61.12102599\n",
      " 57.24501601 51.08554716 61.0630132  58.43057119 56.47617177 52.83972439\n",
      " 62.15402289 57.88684023 48.05719046 47.44963485 51.80514516 57.21068897\n",
      " 59.85279094 58.48712043 63.67694602 52.13033826 54.77360371 54.22118581\n",
      " 55.85142793 60.16122959 47.07327723 48.31394886 59.93127393 53.88438761\n",
      " 60.62517308 51.35330168 54.16005241 50.51006154 63.14230043 65.00794476\n",
      " 50.28954414 55.48353955 49.80010616 62.01547433 54.79374769 58.22247526\n",
      " 54.39356967 54.65433483 61.43041565 52.7334994  53.5208813  61.76102738\n",
      " 53.92702773 46.98778348 52.80956292 59.85879645 59.71500283 48.48615023\n",
      " 57.02432133 55.31735677 57.78193195 61.34321377 51.45989567 57.23176119\n",
      " 58.18357965 64.31087927 51.36808812 49.51569147 59.69836321 56.36981701\n",
      " 58.57343029 60.88271866 48.56151824 55.51868828 58.83681003 61.33182853\n",
      " 47.55418123 55.03934275 52.19341887 51.91563225 61.11929867 53.16851112\n",
      " 43.94641848 65.72866208 53.02381949 68.32674858 54.83790644 69.24624965\n",
      " 55.60963403 50.77323595 55.42553085 44.32837117 52.78192215 57.8351379\n",
      " 48.50377282 60.24402023 57.35186413 51.93531624 57.6835774  60.9540468\n",
      " 58.29831445 51.17968484 47.79047063 51.5011658  53.70346776 59.4933735\n",
      " 50.16023103 48.12944832 60.21980414 51.11663218 52.70790612 55.44244811\n",
      " 48.89970888 58.2858283  55.02442254 63.86655774 55.42388555 54.47076063\n",
      " 58.93462978 53.65351027 57.38055984 42.1749456  62.8715633  50.38501822\n",
      " 56.01569418 55.25809728 52.82251532 48.374977   46.24563898 47.74200361\n",
      " 54.61212409 58.03460597 60.73224757 51.19446067 53.12753105 67.1160939\n",
      " 46.79495411 48.65466961 48.73327468 54.58748176 48.89587507 56.61640806\n",
      " 55.89229665 51.2560013  69.32453324 55.86442016 54.45197463 65.80368976\n",
      " 54.75780424 53.62082823 52.7902003  60.33093607 57.62664928 55.90779101\n",
      " 54.18837245 58.44565785 58.37743372 52.6086376  57.86318163 56.44837659\n",
      " 60.9020657  61.22564767 51.24886114 41.42486887 51.81646365 65.82985481\n",
      " 65.62621477 49.28616447 51.96726826 61.02471836 43.38874678 59.32676056\n",
      " 62.08391255 54.78651628 51.66525936 59.74738507 60.73777766 52.56286626\n",
      " 49.68018818 57.34206453 59.28196871 62.52940178 52.86831219 54.92215475\n",
      " 62.95492478 46.61463433 51.44462698 51.16128644 51.79212847 55.60632172\n",
      " 66.86712376 48.90371348 62.99711746 57.03636175 51.72151646 47.7514791\n",
      " 53.33530062 54.08348772 58.96848059 55.12452665 51.70202838 53.8854142\n",
      " 49.411062   58.25766625 61.57850538 50.7101123  55.38763436 58.45313584\n",
      " 50.61256345 57.04436195 58.66763142 52.454383   48.80289216 55.12721977\n",
      " 52.05008326 57.53817495 52.81322361 54.46333749 55.53707567 49.66079077\n",
      " 53.94786416 49.61639704 64.41365665 53.10821262 60.08989958 53.4676421\n",
      " 54.09437123 58.05107716 54.5242149  54.36355181 61.59826236 55.6434578\n",
      " 56.47377425 55.90639398 57.82671701 51.26588733 49.79172021 50.12317661\n",
      " 53.59023031 46.91502933 59.57756863 54.01343456 63.01143194 54.80607886\n",
      " 53.86914103 52.38147637 60.34363602 62.12753845 52.93759902 50.08372273\n",
      " 56.88771949 51.60306778 55.35047905 54.99106818 58.20343236 50.30362134\n",
      " 52.04244279 55.40092977 57.7908067  50.8719886  43.92312125 53.17479442\n",
      " 48.46333973 50.9992748  60.93608835 58.83197272 48.93727512 60.09456146\n",
      " 56.75819855 57.96810131 52.45216765 56.45796093] [52.20018571 53.01996786 58.75287756 67.01001562 51.16369746 52.92254327\n",
      " 51.26542286 54.00163121 54.17949986 51.80381847 53.70227246 56.68509561\n",
      " 56.46173245 52.32820955 50.34752717 49.72476459 61.40620623 54.5290287\n",
      " 59.76219051 50.43802349 52.30256548 52.24974802 49.6737651  53.21770271\n",
      " 58.7677403  50.59663688 60.61935579 55.55695746 57.7808337  54.79142187\n",
      " 59.37556934 56.89670799 60.36374718 54.2055116  53.72254657 55.41359893\n",
      " 50.24607762 54.05391416 54.75437367 59.11421101 54.7774171  54.65904535\n",
      " 59.59759171 62.85339902 55.62415499 49.03823333 71.87778499 55.73830784\n",
      " 51.71646804 52.74576164 48.5680191  54.18473323 52.64354008 50.85396795\n",
      " 54.47331557 53.49667471 50.38641274 49.81655029 47.74578089 61.92465327\n",
      " 63.80850426 56.4426104  54.87184172 57.22467675 52.22027719 57.80633886\n",
      " 50.59846631 60.90164364 54.63380042 53.03564586 62.78855352 48.93941205\n",
      " 53.76776036 69.12011796 53.67052927 47.1616622  47.98525457 55.57442297\n",
      " 50.45230361 62.54916779 53.27456535 53.21294485 42.35032314 49.75805131\n",
      " 59.0452325  57.64537482 53.20543955 47.88404238 48.92127307 45.6694607\n",
      " 59.14607172 53.43537562 62.46394592 52.95171845 51.56785683 56.3685933\n",
      " 48.72144237 46.23257159 53.30266108 49.75138139 61.3783385  56.40890463\n",
      " 62.62711192 49.34391673 53.16444309 56.1173359  54.97942999 54.92165667\n",
      " 57.69518036 52.58705766 62.76368655 48.08392802 53.94996092 51.18017051\n",
      " 51.19174059 49.29123156 57.66478059 50.81078871 53.75473953 52.61890821\n",
      " 59.99798437 54.22991383 52.65074558 46.01715621 56.36958364 55.85079087\n",
      " 50.35089605 55.53684059 62.446685   54.64714069 44.90661788 57.64742703\n",
      " 52.76723606 45.32025678 47.87271215 60.54559683 61.16223326 51.91083929\n",
      " 50.9302852  53.31152343 49.81728052 43.91773896 52.41940094 59.63354574\n",
      " 56.18788197 58.77008315 58.80623345 61.23941376 54.02786338 53.48366546\n",
      " 50.25516102 47.7990256  55.93607615 57.58870901 60.53727474 54.81785679\n",
      " 49.13611696 49.10290384 54.69214856 52.40555013 58.43645965 55.846112\n",
      " 62.93201906 48.87999193 51.50139367 53.88391594 50.13845869 50.85114887\n",
      " 54.8970186  49.24159047 52.59032315 63.4241219  52.67172838 55.44961639\n",
      " 56.89783721 57.94532138 62.28707231 53.81979589 56.79927706 54.52754933\n",
      " 51.69295014 62.13718692 53.1911041  51.36376188 68.36994975 54.61357826\n",
      " 49.16418285 60.15356096 51.37185122 55.86318464 48.99090468 61.09051899\n",
      " 54.37393974 55.36264476 56.84678891 55.91690979 67.82993041 58.70291905\n",
      " 50.27966584 46.79721198 59.61563149 51.48099277 54.42476115 58.76494672\n",
      " 51.04638198 60.77368516 58.90493506 55.30914387 55.11283538 54.20030806\n",
      " 59.22029389 56.39016511 59.60348804 54.45978581 62.84223653 48.88990564\n",
      " 57.3423923  50.98401164 53.4208179  51.56939328 62.15734851 47.23849654\n",
      " 60.49970444 50.73022273 68.74230901 53.09061163 65.25909592 61.3778738\n",
      " 49.8128881  57.43412315 60.03457486 63.25727779 51.750829   64.88422298\n",
      " 61.64946142 57.66050157 52.45214998 53.33760073 45.39630982 46.94756636\n",
      " 54.34455222 51.62652438 53.53958445 52.29840459 60.16952279 55.89460286\n",
      " 55.92522111 40.02753866 58.97344027 50.90306201 58.05519816 48.16780164\n",
      " 48.35459117 51.95268526 59.95073428 60.43249999 58.67165764 61.05169593\n",
      " 50.77852085 60.71666212 61.4781148  55.40322036 62.16015305 52.74146319\n",
      " 50.58734071 47.94233551 51.54216075 49.47625587 54.63229363 60.64704275\n",
      " 52.40798025 48.73715762 58.14890553 46.19455884 57.14478538 55.12551259\n",
      " 52.02060551 42.10872371 52.373974   59.72319029 50.03016336 56.85901763\n",
      " 60.46538957 59.06348518 52.58299141 53.87521114 50.72991186 50.96539146\n",
      " 54.25135214 49.81015859 55.71893818 55.21968523 54.67487258 46.70561665\n",
      " 62.82355828 56.89779002 44.61304444 47.20530798 57.84036991 52.46614747\n",
      " 52.45947115 59.64795024 50.27065982 54.26870939 60.87164646 58.69624093\n",
      " 51.98447362 58.0216477  55.05607401 53.16856151 52.44406355 61.92530183\n",
      " 55.2435412  51.61021095 57.9077748  58.0170944  58.6736218  52.20587668\n",
      " 56.34926541 55.71594859 60.92338141 48.49985406 49.47269609 48.86111224\n",
      " 49.26080538 56.4665266  57.77269401 48.88898507 56.85474913 59.48282731\n",
      " 53.64880459 47.94814796 55.96535908 49.17582682 53.28361578 49.23599948\n",
      " 57.95017499 56.99004    55.71801183 50.53721602 49.55352306 52.84016126\n",
      " 56.75818727 55.16054315 54.5140051  53.72612261 53.72909659 61.83996546\n",
      " 50.31495702 58.9799411  59.63103334 56.5742353  46.30660752 58.99206481\n",
      " 47.1152784  59.15435727 53.33593327 51.81734871 55.28444262 50.16166996\n",
      " 56.7881732  61.77650791 57.01342095 47.1012381  65.35208362 53.71303634\n",
      " 55.58596707 56.5429359  55.49064585 63.95381102 46.58488862 59.08066804\n",
      " 55.27103131 52.93277166 56.79218525 51.50988073 53.42241336 52.41337183\n",
      " 52.42663002 50.21744508 52.0516269  39.11726995 55.09300332 56.96283145\n",
      " 54.93144066 50.82118336 51.81271403 46.86451643 66.6104963  60.07856215\n",
      " 50.99338119 57.9016321  50.23485385 52.92956009 57.89123715 59.89818434\n",
      " 54.30630006 49.24447401 58.29296552 64.50546808 49.51597659 55.76435553\n",
      " 63.81521824 51.16527995 50.86218217 49.17343016 47.18164816 61.55424187\n",
      " 53.28539445 50.48202601 50.45101908 53.43513004 53.05705042 53.24172135\n",
      " 58.94020763 56.47985857 63.37988508 71.99632925 42.82095736 53.54408548\n",
      " 52.39718323 63.27778202 47.80922962 59.55686399 60.42989456 53.03773628\n",
      " 50.4637032  55.3183662  48.24010493 62.27292334 54.08846837 54.73589406\n",
      " 67.10834213 47.3953061  50.13719675 54.65089711 53.53921103 51.31694459\n",
      " 53.51615284 55.43963984 55.66935264 52.25866657 59.65124878 56.29641806\n",
      " 51.70340532 58.07645441 58.42528974 47.42182568 57.85694132 51.82956156\n",
      " 56.57688438 49.68279644 56.49242763 54.89886619 59.91683188 55.03768476\n",
      " 52.73483912 48.80116627 54.49735963 60.64324148 59.21909774 49.32344983\n",
      " 56.45153878 58.14806525 51.31778123 59.05701406 54.67537412 62.81778926\n",
      " 41.38005028 47.45219158 65.53853299 60.02315907 57.13446399 53.51931781\n",
      " 48.0561473  57.67637098 57.39476725 58.35865534 60.33036726 58.12290882\n",
      " 64.88247165 55.98864496 57.88776272 58.58590212 66.91789338 58.23979163\n",
      " 53.28085513 55.05123979 56.95112367 61.05896377 57.55411474 49.4557954\n",
      " 68.5755039  51.43509085 60.39207379 58.31560353 59.52344132 57.60006508\n",
      " 52.15464087 47.29534111 57.29265207 55.0471594  58.24428627 53.29536315\n",
      " 52.4604664  57.3800839  50.32174714 53.05643692 62.04845076 53.77467662\n",
      " 60.27433661 53.74983974 52.846743   58.52695755 55.60944836 50.71395304\n",
      " 60.92186744 55.45152592 52.75270889 65.61433007 53.7824031  54.10402339\n",
      " 56.6752615  59.55327021 56.9635659  49.74980978 47.87506706 54.58873842\n",
      " 59.42843496 62.55827952 51.65423203 50.59905779 54.68979855 48.06664849\n",
      " 54.06196319 54.00588128 57.91632013 51.10067475 55.12679952 52.59496733\n",
      " 61.79941919 57.52799064 52.83974739 53.09241272 51.55703123 60.52088046\n",
      " 59.08698214 48.73228223 60.52899206 69.72977203 55.93994058 56.89274763\n",
      " 53.23806953 46.80530981 52.4067987  62.36686512 52.95175994 57.26617151\n",
      " 50.76660552 43.65107833 60.4049122  57.27660278 54.03946961 60.4948295\n",
      " 57.40325648 56.29521895 55.92105326 59.70686314 54.36410093 61.65598174\n",
      " 53.14657765 59.0316006  43.12118991 54.83489593 54.06331516 55.42794191\n",
      " 52.02281264 50.37986127 53.3925283  55.99164238 57.49085401 50.58576847\n",
      " 65.50906329 65.1585393  49.66044211 57.10537335 55.25592888 46.73852847\n",
      " 62.92600291 52.01455006 51.58440659 50.09286016 59.51626911 50.53174436\n",
      " 55.25808533 49.53467192 57.64311295 51.37437244 63.4431144  58.88539102\n",
      " 60.20589711 66.01571745 52.83526327 50.05134586 60.8098072  55.8304347\n",
      " 66.61962551 48.74809467 55.64776269 49.03014074 56.44428571 58.00189038\n",
      " 52.06230729 41.19249188 56.29172946 50.8889647  49.50766463 58.56344777\n",
      " 64.77384732 52.67889042 55.04753157 57.50366425 59.00597427 57.47485265\n",
      " 55.86048655 49.52410827 66.15863164 49.10668552 59.06757892 53.47617893\n",
      " 54.16358551 55.90497329 55.77920603 56.0923564  49.93570327 49.68347066\n",
      " 55.72451366 58.69643061 49.89718318 60.71156987 59.31049833 55.19410151\n",
      " 61.52631672 53.47703607 61.67605958 47.94395688 50.29488572 57.28433353\n",
      " 54.27432877 53.06541899 55.56208901 61.31779901 45.14856511 52.73673539\n",
      " 53.55649776 46.40753433 64.19212616 67.4803701  56.80315907 58.06929639\n",
      " 58.95298194 48.49173085 53.12509079 53.94783352 56.5170476  55.91934612\n",
      " 57.47834621 51.52186352 58.86391083 51.1270481  57.23600171 70.58993086\n",
      " 57.94892608 60.19548978 57.94623945 50.59545373 49.63869343 60.97345286\n",
      " 60.39353125 55.84682449 46.09012805 54.27086408 55.04366415 46.150892\n",
      " 51.75991733 58.42265201 55.60554827 55.1000316  54.32392163 55.65865809\n",
      " 59.21343387 58.07819734 66.19749373 62.97400517 53.89689538 55.2226609\n",
      " 58.20278437 62.28375857 64.11693097 59.35373249 61.87345901 52.45161979\n",
      " 55.34192938 48.27609193 60.16245126 59.9745103  48.34260013 53.08394289\n",
      " 55.85651441 46.55892625 54.80457466 51.82782292 56.85704838 60.99719106\n",
      " 52.9434126  65.34632503 49.98166853 67.50390327 58.08288009 50.61088599\n",
      " 59.2021154  61.79680039 52.61440954 66.45287446 49.08250514 51.84172779\n",
      " 60.423745   56.28147107 52.28606384 57.38156813 66.01354125 51.83525066\n",
      " 50.94637187 64.31149541 58.29979715 40.13427275 58.97916872 49.70872178\n",
      " 50.1264138  59.15293667 49.79601974 56.35004448 66.74053382 49.3059092\n",
      " 60.09399713 57.21323264 56.84069077 55.35056685 49.17615414 57.20130549\n",
      " 49.90578463 55.32022831 55.82399271 55.34922587 54.6882011  58.33776777\n",
      " 49.80616867 55.21288288 64.17652818 58.70497008 62.73570406 53.27786371\n",
      " 54.27734747 59.01408773 47.86591776 55.45510832 52.05615353 64.20162549\n",
      " 62.42084778 53.82833881 62.25478565 54.9097096  53.2937726  51.7065845\n",
      " 65.35825089 41.53807811 52.76738409 56.83150218 50.21459906 54.3943642\n",
      " 49.65790629 55.79183251 60.21009633 51.96418833 48.10954018 58.18369557\n",
      " 53.79750049 53.62005954 55.86602806 58.63811128 49.39809797 63.06901294\n",
      " 57.16235864 50.51128832 58.26538396 45.64662171 46.5569401  51.1000821\n",
      " 64.40208942 64.21222216 44.79722722 56.90852649 64.37792647 57.62461157\n",
      " 52.52403194 58.46295792 54.51459488 48.7938111  68.54225694 48.71509548\n",
      " 52.99573469 62.58228779 47.72620653 62.18365795 52.97552207 54.91426478\n",
      " 55.90576832 45.03978275 57.74918488 57.38973573 56.80279717 51.69177765\n",
      " 60.56494333 54.46363788 52.39636139 56.89352619 56.67544164 59.03140319\n",
      " 53.38357151 55.79499833 57.08754978 60.64586531 54.99322724 49.35599509\n",
      " 56.50653251 64.73890868 54.95042117 56.21877369 50.43551551 54.63974918\n",
      " 50.33725843 56.51408743 65.83661547 52.33697127 52.85560793 52.98218352\n",
      " 52.27375544 60.08461047 57.27639437 54.88626829 52.87930411 55.23741083\n",
      " 57.96121937 54.14962406 50.14037564 64.7979396  55.37136287 63.66640715\n",
      " 48.74949735 61.14022147 57.18593474 56.32504023 51.13666791 60.37553954\n",
      " 54.50953073 63.4591235  58.76658519 59.71628599 55.55247704 58.66015335\n",
      " 59.29706579 48.47860447 52.90505139 59.53023891 49.47057224 46.1036809\n",
      " 48.28465339 38.64769527 56.60403111 52.04008809 63.39230146 58.28145349\n",
      " 61.29768832 61.83331918 64.76048159 52.79494952 49.2716281  57.32082796\n",
      " 49.27089495 48.21189728 51.27011611 50.96541542 53.50876135 57.08196656\n",
      " 45.54209833 56.98609236 50.70017137 54.28420037 55.44011785 59.2405669\n",
      " 54.38020165 54.37351521 52.9175575  49.2969785  60.92242897 52.40059136\n",
      " 52.34448058 58.27424392 52.62745267 56.73240088 60.16089589 60.73175074\n",
      " 48.89861349 50.39120619 51.99510851 62.24107863 52.2080366  48.25345413\n",
      " 61.03936834 55.79041308 61.30117647 47.63142694 50.23587279 59.19408034\n",
      " 59.70696232 56.40187895 53.44723052 52.00955769 53.93511309 42.03474751\n",
      " 57.1740742  49.57302602 61.61511911 52.25092566 64.1329976  51.4905578\n",
      " 62.43991931 52.61271524 53.93660814 50.87737451 61.83311903 56.68828491\n",
      " 58.78684774 42.56142754 63.0415621  56.13837101 59.52217129 55.12338323\n",
      " 55.94343413 49.42108975 67.23685075 51.5802045  55.78975152 45.22059176\n",
      " 58.24220265 59.07289338 52.73030708 48.51238657 51.33600204 49.18178735\n",
      " 49.1907652  58.93747519 68.22085293 49.30987182 58.2068451  53.46863602\n",
      " 46.18777552 44.21129457 50.46982295 45.99202073 52.78696419 47.08829889\n",
      " 52.83482229 55.03510699 54.09041185 62.07597374 56.30211277 56.62257743\n",
      " 54.06084738 52.32583911 54.61273279 52.9573862  53.19726541 59.27293015\n",
      " 46.53418685 45.65509328 44.72173054 57.14854658 55.40677471 52.62263058\n",
      " 59.02408665 49.04848185 59.43550386 55.55672258 55.51771059 58.82795167\n",
      " 51.00666002 58.53424823 53.30526017 53.99439044] [21.34191318 29.23154985 25.99697725 21.10445062 28.30910321 26.07134307\n",
      " 15.13774689 18.65457691 17.53554946 30.71031247 32.9045637  25.10792008\n",
      " 18.66192119 28.71456621 23.84228019 20.39320584 17.20740235 29.6657603\n",
      " 16.28021285 27.42605318 28.84334724 20.44580509 21.37915256 26.47155383\n",
      " 21.121839   38.6372896  25.00443488 23.33650832 24.27197978 28.39956069\n",
      " 27.59525717 17.09370668 22.78575091 31.48970946 28.73189872 27.3572311\n",
      " 31.66689034 25.04158584 15.66061565 14.79128513 31.82764353 30.64085927\n",
      " 16.06544432 20.82204866 27.6738179  28.91350916 30.48392571 34.01354282\n",
      " 22.55025645 29.9328483  26.40526069 14.79826093 20.2245306  24.08829031\n",
      " 24.57466901 25.3870153  39.14008921 29.63597818 22.85465937 22.33876529\n",
      " 25.71030581 29.02410772 21.80039137 30.12394103 27.82142809 15.40304302\n",
      " 28.02949059 32.5222204  21.74252232 32.08597642 30.11671714 25.65732198\n",
      " 16.05238584 22.16032334 24.25935174 26.16359665 22.8604664  29.04959266\n",
      " 24.85711229 24.53065115 25.47865224 26.05849582 28.69655795 19.87030133\n",
      " 21.38437858 21.23799613 21.91009321 19.98275747 26.14551797 29.38728386\n",
      " 21.4714682  31.56463359 21.74140228 26.21781971 15.46135643 25.16430936\n",
      " 23.31652221 28.33613878 20.5703762  13.02593733 26.6947533  29.00738071\n",
      " 25.12711384 22.4668438  28.05641891 20.78488019 23.76310996 26.56819986\n",
      " 27.64306056 23.10996772 22.71869359 31.25945607 27.18950909 23.56144414\n",
      " 36.18115613 26.2053093  21.09225939 26.27813768 35.12663092 23.48756613\n",
      " 22.95479035 22.26970255 23.4544642  18.80668193 28.2523089  24.19780448\n",
      " 25.83647581 31.82444751 25.53624977 23.71452934 28.37018216 26.37162303\n",
      " 26.66115826 25.30641432 27.40333    27.04978891 21.99650122 15.13446943\n",
      " 19.60723765 22.78428464 28.08775986 30.72624275 31.87444701 28.43382619\n",
      " 32.74520318 19.0888974  24.25026817 12.11207431 21.45802319 27.92268461\n",
      " 29.61262329 28.84376955 26.86278775 29.91537359 12.69418264 26.37735325\n",
      " 36.03387156 23.84001767 20.91041902 15.77088706 26.21546318 27.25984249\n",
      " 26.63719911 27.94376328 33.59579433 20.01270214 27.33683089 30.14471617\n",
      " 25.97046529 31.06850456 17.5050759  26.98119716 25.43386409 24.57417101\n",
      " 20.71806459 23.5555901  23.86478694 18.4530251  25.55645516 25.92605279\n",
      " 31.79828153 24.35812323 20.53851316 31.31077212 24.38023942 22.49677444\n",
      " 23.45037419 26.35332703 20.16085839 19.93618658 31.6720689  23.95002272\n",
      " 29.30896514 26.83587016 19.26777476 27.80539525 26.02157926 21.43437549\n",
      " 23.70483181 20.18518584 23.78884298 19.61562199 15.91507674 23.19480772\n",
      " 12.90697941 25.37148101 27.50832653 21.19831931 26.80735653 25.92674901\n",
      " 34.04345316 20.32782666  8.71531233 27.15167033 24.67885196 32.78865291\n",
      " 31.97788433 23.86554958 34.11525999 34.02954272 26.9991611  20.08311285\n",
      " 20.36413882 28.56014947 19.92380108 27.38296562 32.29545351 18.69451653\n",
      " 24.14734262 29.8834104  25.42446105 26.73713375 25.32485151 19.88591453\n",
      " 26.22001576 30.94251521 25.53407255 24.83048944 24.24125996 33.10101908\n",
      " 32.04247633 20.85462178 24.0083382  22.61240457 29.78251291 28.18802931\n",
      " 20.60562281 35.04076517 21.5528112  17.75192086 33.12414862 31.48284578\n",
      " 26.12649909 19.69622841 26.80995961 23.26412122 28.54329352 19.04631313\n",
      " 33.34209491 28.32879828 19.00917506 32.29136634 29.2919698  23.10345467\n",
      " 21.82417819 12.99666601 23.13704798 18.97629717 31.09540464 34.25751539\n",
      " 29.55895955 29.18651186 17.67099092 22.763612   25.10340363 23.66944332\n",
      " 32.48305266 22.74164661 19.87518374 34.64716745 27.02730617 28.01433303\n",
      " 20.43626466 17.43391985 29.46642612 22.18643579 22.99519147 19.6642256\n",
      " 26.79157114 20.43016032 29.93669483 23.68070456 26.65156979 28.64555187\n",
      " 24.55968982 28.99926208 30.34980975 30.38629247 20.37950493 22.24038149\n",
      " 25.78496876 20.87768775 22.90769202 27.65759415 24.83674883 26.65088894\n",
      " 29.05368377 27.22646139 23.03795798 16.19283979 26.56391435 22.01112048\n",
      " 34.12773821 19.75750333 18.5294718  24.99085759 29.01001929 28.22522858\n",
      " 14.60566968 33.5045798  25.70528156 21.74324536 24.55894389 15.421264\n",
      " 31.83920196 26.05287626 35.45714682 17.58265721 23.25059403 17.78503503\n",
      " 25.98521624 26.62162498 21.81343594 35.07028744 32.52571894 35.51320931\n",
      " 32.8095106  30.56351613 28.3127994  25.85770262 17.774659   28.41514739\n",
      " 21.32593173 30.75145948 25.00793931 27.36226144 36.0883554  24.86981724\n",
      " 33.52684512 26.10180798 14.78121776 19.60730329 22.15004039 32.17930992\n",
      " 25.56471349 18.87401961 21.80975487 27.34877062 26.98658899 29.37530285\n",
      " 36.87401255 19.78132502 24.68861387 19.86817146 24.94382657 25.87306287\n",
      " 23.31422913 20.44858064 22.57373459 16.81359433 27.48779388 19.63292944\n",
      " 29.99947846 32.40650925 19.62787355 18.95966869 24.31057306 32.74261009\n",
      " 28.27656334 27.16424966 27.50150604 24.34098156 32.28559858 21.66778628\n",
      " 28.89794782 17.45145091 30.49061395 24.33588424 21.29127968 25.68287224\n",
      " 25.25359871 27.50790528 24.67371224 33.75331526 21.66832335 22.05970847\n",
      " 28.65060292 23.42532137 25.44844358 26.06289181 26.53973904 26.25702538\n",
      " 29.10721677 22.1501065  28.293967   25.49690364 27.752677   23.51699646\n",
      " 21.21284032  7.44659324 27.24590039 29.79208749 22.59979136 18.43587256\n",
      " 24.19815925 23.47818284 35.35550534 17.07099265 21.64359305 20.47366195\n",
      " 23.60998002 27.05437667 23.62278009 28.56325037 27.01734213 24.76161955\n",
      " 26.40023407 20.20270551 28.91416875 28.74370911 20.35250483 18.76652277\n",
      " 20.85858922 27.42963477 19.04257317 17.3229161  34.26764816 29.32816131\n",
      " 20.7111148  21.9690126  18.16783445 23.62865449 18.02982918 22.46055614\n",
      " 23.66749959 27.08151109 32.3638079  22.97544943 20.29790766 25.13509045\n",
      " 28.37660649 18.46610066 21.52731983 24.3460953  28.83310773 24.27971306\n",
      " 18.52858744 26.52596841 16.71769798 21.37732684 21.78433507 19.03301248\n",
      " 34.35253808 21.18986763 25.48820069 19.59024908 27.04673625 28.78840744\n",
      " 31.71305011 22.103946   33.09578974 19.22276297 35.61455682 18.9532579\n",
      " 23.05139185 21.15499235 22.50723308 28.81980822 21.49599127 30.90795231\n",
      " 19.13951251 17.24500741 31.48678955 11.75085458 19.5468811  29.19438001\n",
      " 24.34324838 30.46895545 24.06556074 20.9108408  19.36284646 26.22669962\n",
      " 35.19395415 26.08553578 21.34207898 28.63056376 34.96289813 19.66438781\n",
      " 19.86431939 24.35996023 22.56998948 33.19376156 21.55341774 23.43146472\n",
      " 26.14034916 22.50813609 25.74877195 30.11732368 33.03782048 19.58108924\n",
      " 21.21614939 32.66675128 22.50744052 26.13573168 20.1121411  30.86674737\n",
      " 29.11845399 31.0848092  25.91302061 31.66236639 27.28863312 24.32798313\n",
      " 31.42079395 21.67795944 24.28942611 16.87077777 28.94396992 25.7112506\n",
      " 24.91250252 28.08019139 29.32106082 27.62283904 27.6692899  23.37962966\n",
      " 15.99217198 23.47865256 36.00922295 31.32852702 25.13603722 27.33559574\n",
      " 17.8219684  26.05492687 30.47968738 28.5659364  31.707728   20.82817849\n",
      " 36.35341086 23.30073052 22.50225628 20.14545949 22.29045378 24.42313619\n",
      " 23.50264292 18.91494042 28.29943877 23.18124669 23.12739095 19.81601328\n",
      " 25.20488902 32.45463061 21.63388194 32.4307803  31.70798639 18.37849115\n",
      " 34.03665987 21.49290803 13.79230897 22.24091106 22.88795822 27.53374381\n",
      " 19.45404563 20.80817512 25.27399943 26.257538   18.57331805 18.99373796\n",
      " 21.63962665 20.71378489 19.38046609 24.68163041 17.35123017 25.24464622\n",
      " 21.14283709 32.06647612 16.37639888 24.81505253 27.99805605 19.18449856\n",
      " 28.50212482 32.37997683 21.25656242 21.36329244 24.65466913 25.64919059\n",
      " 31.91637949 20.01601708 21.75589042 23.34177059 25.36625904 21.11276712\n",
      " 20.24198945 25.57218448 26.04044347 17.37823907 25.51093266 27.35668591\n",
      " 25.21396346 24.12147418 24.56333625 23.14866523 16.17223081 27.24791881\n",
      " 25.8976143  18.3742671  27.01940233 30.21694462 27.65375468 32.00476263\n",
      " 30.99625337 24.87535588 28.61653981 27.29202634 24.26262583 28.29017614\n",
      " 27.368788   26.25521248 24.6406716  19.98496407 23.23138104 28.20489876\n",
      " 26.45629305 28.23717988 20.97304578 30.89634456 29.55021103 12.84727689\n",
      " 25.24900183 28.17151473 17.25512851 23.66718993 24.13348609 26.49446547\n",
      " 25.3146408  32.87789783 23.96343008 22.66761629 22.8767314  17.2546235\n",
      " 31.0802921  15.45246303 32.1141845  29.2805494  25.05971736 29.21408408\n",
      " 24.43564684 32.64500911 37.36271407 23.05195595 29.72244269 31.61636633\n",
      " 21.80120228 23.83858481 17.18232154 23.62847156 29.99427004 23.30903593\n",
      " 26.35482133 33.1426475  29.99814777 27.82078571 20.9946846  26.24313275\n",
      " 31.8912468  21.53149136 24.80706761 24.78436908 20.52917319 20.0583861\n",
      " 24.66887361 15.97828898 30.93155936 21.81037343 28.42505008 17.34482526\n",
      " 25.70829158 28.905551   25.21434434 25.07029657 32.5936824  24.13132315\n",
      " 23.00459294 23.24176659 13.75406558 31.05081745 25.72522407 34.8183419\n",
      " 22.56023968 29.73528332 23.32646103 26.38286085 26.83727388 14.83486702\n",
      " 26.47564001 24.33200979 30.38369138 24.44269446 24.11567502 14.20421583\n",
      " 22.34103552 25.8184425  29.34418679 27.74367326 17.79372556 30.8316593\n",
      " 20.57653336 20.02430885 20.76502082 21.85492002 29.01746157 31.60745303\n",
      " 36.15623683 24.94008364 22.65102835 15.14877666 21.70802136 20.30820027\n",
      " 25.12623709 28.4833083  20.73284671 21.52216947 26.32855506 23.54849803\n",
      " 22.9025459  22.26129441 29.78484823 24.87641034 17.6462262  20.78633568\n",
      " 21.62309482 26.3974063  25.84365817 14.01709883 30.46847724 20.36389026\n",
      " 34.13204383 21.35614002 22.47047631 32.5503665  28.96960462 29.32162734\n",
      " 24.626368   15.16560881 21.71308818 23.64238136 35.62984751 18.56809212\n",
      " 23.41478059 29.20637015 26.29034069 21.24834494 19.59290519 25.49048373\n",
      " 28.06645644 21.82451509 21.77505961 20.28539533 22.37012606 22.31159784\n",
      " 25.28329424 15.21017443 21.34721303 32.88772617 27.53792177 30.25680523\n",
      " 24.85521788 23.98009462 32.19318021 25.65183116 26.84372489 25.58479904\n",
      " 23.11964211 22.79947957 25.64208757 23.54008955 20.6680091  23.28291969\n",
      " 33.13147525 25.80111795 38.26671202 20.10173108 20.29589268 27.07558665\n",
      " 22.9607466  24.14112495 31.22068993 20.71809107 32.83750452 32.13948818\n",
      " 17.24306153 32.24551784 27.97998889 27.6891499  24.43300667 24.78768203\n",
      " 24.92999271 25.80481999 24.89835058 22.43599544 20.7923722  19.74502455\n",
      " 23.2962336  36.62293747 21.35150998 20.49147347 22.73920781 18.48654683\n",
      " 20.96656322 23.75547921 33.82738987 24.29215657 34.55815978 31.24805368\n",
      " 21.29465866 22.76849779 25.32087591 33.8057473  27.18349225 24.29972322\n",
      " 23.20165686 16.58525446 29.76298058 20.61440609 27.68003514 32.9512864\n",
      " 19.19927976 30.99932275 17.27455806 14.49428776 23.25167477 27.87693614\n",
      " 27.38761225 22.65940591 15.92829473 26.93243414 19.2738554  30.89218044\n",
      " 21.59481    18.86699148 34.36657602 28.10097094 25.73570543 17.51068687\n",
      " 20.15481061 26.85405234 18.89410421 21.55254095 29.88817562 21.39799878\n",
      " 20.14501766 16.94677905 20.55901591 20.46335689 28.17235003 28.4636221\n",
      " 25.82521639 23.63674114 26.62835612 28.22678021 31.18349774 26.28180407\n",
      " 14.27912632 31.10848865 27.93467109 26.00523074 29.92014725 19.00876786\n",
      " 31.68029678 19.44464415 26.61109837 19.29318887 18.23178294 12.59353573\n",
      " 19.85321095 28.16250156 31.1213229  26.28462863 27.69967102 28.48466387\n",
      " 25.06399173 17.49779258 14.05656489 29.41286934 26.57192236 21.62420018\n",
      " 29.47491857 27.23513057 31.33743441 23.20391068 33.67817888 27.11643693\n",
      " 18.73103803 28.11535519 35.70068356 24.73336475 26.11669133 28.91043189\n",
      " 27.73126542 30.62350497 26.19289832 17.58919334 14.61975144 24.7135271\n",
      " 21.83542019 29.22904369 27.07872686 26.84906992 27.70213358 28.90386431\n",
      " 25.58124954 21.32313475 22.92808883 28.71953426 27.02408986 19.91934717\n",
      " 26.00860955 33.86905182 12.27044579 26.25401412 25.81886264 28.47372523\n",
      " 26.46050576 20.89660394 34.52529336 37.70564777 26.6725565  32.08624622\n",
      " 20.13033318 26.32143348 12.62192202 25.57296885 19.05060195 26.59075368\n",
      " 20.33335473 28.64761463 25.88113399 24.53260046 27.86705263 27.91886281\n",
      " 24.7003083  28.63075074 28.73199499 23.69641478 37.89158546 16.61315832\n",
      " 34.35816083 31.7295195  24.43748239 21.92209923 29.9647964  23.2201883\n",
      " 23.55811509 28.34634615 22.40669236 23.65263549 19.01015088 20.56287538\n",
      " 27.12535331 23.4798148  27.38290696 24.24994255 10.88540718 37.39718697\n",
      " 28.71291428 31.81117045 24.67161703 26.22637979 28.82126316 33.19103894\n",
      " 26.37249858 27.40102142 34.23845658 37.91238681 22.7772178  17.77759238\n",
      " 26.73280883 15.85192431 19.95369418 26.37423136 18.81002618 27.89982886\n",
      " 14.15539315 21.53214539 21.4037529  28.76102821 23.86991666 18.33110999\n",
      " 13.30102819 24.29994185 28.79361308 19.16537937] [52.87176336 62.30129563 66.37282073 63.73475162 63.81002538 66.19893732\n",
      " 68.11282241 49.25803135 63.36268589 55.71789404 61.94971911 73.47467962\n",
      " 40.88148448 70.25403256 56.32801891 67.18883131 67.18226971 55.89378515\n",
      " 52.85897678 62.46212973 57.24207808 62.00778065 63.16866286 52.97968548\n",
      " 58.8396299  64.99974035 57.95373613 57.88348141 55.50411166 61.79770289\n",
      " 63.21475464 53.87394154 53.26783958 55.41719304 59.07581116 57.24273231\n",
      " 60.27206336 61.39418011 62.62005499 60.33422865 62.98595937 58.26626433\n",
      " 62.84535375 61.91097411 67.72221632 63.36215985 54.71634992 61.80903549\n",
      " 51.45434441 50.78873059 57.46244968 54.46774092 60.17317663 59.94753691\n",
      " 52.33878323 57.33227129 57.47058318 62.60246719 61.78778628 58.76180038\n",
      " 63.3442148  56.51693799 54.43670962 64.63480018 62.58824163 68.30914439\n",
      " 65.39490377 53.67705803 54.0347944  64.67535848 52.51626553 60.32746497\n",
      " 61.37263152 60.51721092 59.66076375 54.42432511 59.56432275 56.38110801\n",
      " 49.78153883 59.44307919 52.30266946 64.60810238 73.05672537 58.8299119\n",
      " 52.10444963 59.78467776 62.77865049 59.53162832 62.25673956 54.34954691\n",
      " 61.04553059 62.24685889 52.45733572 57.87911556 61.96405091 61.22092871\n",
      " 56.0175703  65.96193614 65.40442958 53.07255384 63.4621163  63.71771964\n",
      " 53.85660477 50.41973498 62.32792326 62.31129111 55.02676285 62.68781533\n",
      " 53.39652123 62.14090894 58.36976962 60.26597279 51.79763513 57.62963593\n",
      " 66.71057856 57.09483246 52.37838355 60.74461855 54.35224566 56.2329979\n",
      " 58.71604059 62.66118439 67.18047735 58.01893063 53.32321404 62.19647736\n",
      " 55.4021149  59.43533125 54.17006374 65.735288   56.4893885  46.99809399\n",
      " 62.04373553 62.73532365 70.00005868 57.68728441 66.90484172 63.54297961\n",
      " 58.13063483 61.84293042 64.96434337 60.21952984 60.18577721 52.15553327\n",
      " 64.36912788 61.65315564 64.77494644 60.16179179 69.33512692 53.86235667\n",
      " 54.97799535 49.97825029 60.41787466 58.0776745  57.54668467 58.38352238\n",
      " 57.40117266 67.28999422 67.07004095 62.93072191 74.667532   61.83800049\n",
      " 55.25352052 58.2275814  71.37817709 63.65812903 58.24286826 58.09477935\n",
      " 58.33046984 59.70353277 62.90782453 64.8910951  57.91433026 50.92176373\n",
      " 60.74042787 60.02767526 64.79703666 57.68008454 59.0716987  59.96657637\n",
      " 53.52680377 62.78391953 62.53072944 64.84598957 46.74686441 57.26035543\n",
      " 60.30334539 57.71342667 49.9324339  57.23562347 69.17778909 62.45484462\n",
      " 56.08395388 58.1820697  61.09971041 62.70532406 65.05354138 60.28167024\n",
      " 54.74660576 61.48723216 62.11697567 63.09218793 62.68557138 66.02995062\n",
      " 62.29722102 64.2129994  56.71270373 62.67262352 68.1555846  59.24636088\n",
      " 67.05172182 60.11116562 59.35359021 64.16807595 56.79953522 58.43893341\n",
      " 54.38732263 56.88617181 56.03606507 51.92566406 57.85369988 62.84348867\n",
      " 61.62831833 54.59528602 51.32578859 54.89061836 51.64114982 58.81438524\n",
      " 56.89339865 63.54366765 59.62083654 63.34953871 62.55866272 52.30212256\n",
      " 67.23023986 60.34077322 60.92280768 69.29869353 57.59550795 64.73855812\n",
      " 49.27729946 58.73499002 57.38070202 50.05079856 51.77295055 65.07510072\n",
      " 59.56327524 58.60262582 55.7928128  57.44212683 55.66867946 64.66828197\n",
      " 57.24740958 58.31336995 62.54920506 62.53687596 63.16525189 62.7522632\n",
      " 61.77194818 52.99893655 47.90832864 53.16323807 58.32814677 61.10579744\n",
      " 49.75828452 55.57189804 51.32307597 53.81567719 51.17474331 52.8665089\n",
      " 61.54439403 58.70820893 56.22301418 65.38656219 55.7038844  58.2187798\n",
      " 59.7332772  53.83034053 54.81077717 66.20988252 60.7704641  62.50320242\n",
      " 60.32614469 56.15386346 56.73708975 62.12194814 57.33255734 61.19000019\n",
      " 60.95029169 66.43383841 56.03900016 57.25616222 66.08749367 55.46886469\n",
      " 53.38182444 65.42388187 59.08275336 55.83848506 63.42243458 68.56756817\n",
      " 62.42267057 57.33893539 61.4782509  51.80374962 58.33357295 64.89659481\n",
      " 67.34913345 58.09171417 60.02821794 54.91464702 70.15366992 63.79155876\n",
      " 56.8581796  57.52588306 53.15126445 54.01434066 64.73594504 60.43291537\n",
      " 62.74937715 66.05377204 57.30511219 52.09110319 60.5150399  56.07964567\n",
      " 61.53417644 67.46450694 63.5051214  57.72346922 62.56660287 58.17559751\n",
      " 55.04495828 58.90959233 64.07761286 56.54273061 62.40489022 57.32338203\n",
      " 65.58864222 69.96068764 51.59948552 58.40477654 62.59137696 53.31039234\n",
      " 67.36388327 53.10133021 64.70329985 57.17824361 54.80538461 61.90108448\n",
      " 55.28876349 52.92154492 54.21344883 66.25679979 61.8281789  50.57474603\n",
      " 58.15524476 56.91774646 55.87713354 55.10518106 60.37893601 57.9626281\n",
      " 66.07107951 64.69173387 68.29394405 55.74482336 55.40854615 51.98962092\n",
      " 54.46171452 59.40758055 63.58003378 58.088765   56.6675512  59.64460349\n",
      " 74.95707176 56.13954985 60.59744846 65.83621322 59.6251328  66.8437743\n",
      " 55.88613989 59.1403278  58.12946873 66.63950797 63.15195857 61.16589988\n",
      " 59.16745606 56.56301848 56.98216812 57.27048839 54.45516782 56.91808076\n",
      " 51.44777581 54.98013844 58.09254895 58.23773661 63.67103465 64.98017125\n",
      " 67.24286474 68.67537736 54.39033795 57.26254744 66.85083306 60.45612925\n",
      " 60.07166955 63.41422188 61.03099645 54.27832045 62.04599131 51.27894858\n",
      " 54.24929904 56.05106895 58.30253695 60.50066313 61.15095728 65.41729893\n",
      " 59.93939598 59.18232702 70.21702897 65.10894191 62.03628258 64.74407357\n",
      " 64.25863443 66.96166074 60.40015791 57.74630347 59.49578117 62.2365989\n",
      " 52.54650859 56.55693926 63.36779699 55.08069941 69.5798431  62.49684804\n",
      " 62.62451596 60.07164688 58.53183303 58.64406528 63.96394239 57.93610073\n",
      " 64.15202089 54.84836615 60.64359003 63.2769258  52.93504512 63.88327006\n",
      " 56.41946319 57.28195555 63.093492   63.84787526 59.81215399 54.7949937\n",
      " 56.94528688 62.89358905 61.81458335 55.91147209 56.5186034  56.04732578\n",
      " 68.06493215 61.30736246 56.98520397 61.23009686 59.87334775 67.67615466\n",
      " 58.29234623 57.81340883 64.76235658 68.04022508 62.32070739 63.67972671\n",
      " 54.9885691  66.5972818  63.18759227 60.3688485  57.59891525 68.58720089\n",
      " 62.47796744 55.13951401 65.68952411 55.95303483 66.4476417  50.7355697\n",
      " 54.85634936 57.84773197 61.30255449 61.7444365  63.96895229 58.13847388\n",
      " 48.03898633 60.57260707 58.62724876 65.49415641 53.99180507 66.46584526\n",
      " 61.68289658 61.49563663 54.35534681 54.28862167 58.80895319 64.81992258\n",
      " 66.79674308 59.00184073 72.5804149  61.01211066 58.54253363 65.20899877\n",
      " 55.14923286 63.59766236 54.84245853 53.51272501 66.89466977 61.20859657\n",
      " 62.25325756 55.20984651 59.65027198 64.49111386 61.62738253 61.03691317\n",
      " 58.67309112 56.1396063  62.77062475 63.11139001 59.17756945 60.06885396\n",
      " 60.35563034 65.2148728  57.78944113 59.74704522 64.69085349 62.68363312\n",
      " 57.26230717 57.49128013 62.19178808 67.10783443 61.93964059 59.13318382\n",
      " 60.74816941 68.79516921 68.9403035  56.27550988 65.15524605 60.77578179\n",
      " 63.77896359 61.23239263 65.78014539 57.57852477 67.17534083 63.24960906\n",
      " 66.11375718 64.71731972 51.79637838 59.51805954 63.88575872 65.56689968\n",
      " 56.58312645 58.29113944 57.57815271 51.17307101 53.5865187  57.14074306\n",
      " 63.52051705 63.77139725 67.01166723 55.30430996 62.15058511 60.32683204\n",
      " 55.23182269 55.80500771 63.71259492 53.93216025 54.22489827 72.62859243\n",
      " 65.32609237 59.31372431 54.7146047  62.83786958 57.52374873 62.32573305\n",
      " 56.34710806 52.19520842 64.76195642 57.40474207 69.26923989 59.58510904\n",
      " 71.13087728 57.50042293 63.59224047 65.7609475  61.39868765 55.62397873\n",
      " 63.67609674 56.43480288 57.15397235 62.33011896 57.67596688 68.25587118\n",
      " 61.43677545 50.53520547 58.50852034 63.70015858 60.03218779 52.03148644\n",
      " 57.77641562 55.41699542 57.47641747 65.3663418  61.71407109 61.10300782\n",
      " 55.60717457 61.54801353 66.63602125 58.95282317 65.62018763 69.88831229\n",
      " 56.14644352 59.50581426 58.29573942 70.27129862 65.09592224 56.64231777\n",
      " 67.89713607 64.60004291 62.14848623 52.53998643 52.63760586 57.60209615\n",
      " 62.02801871 58.74695478 65.33850971 59.72900741 60.84653806 55.88836728\n",
      " 61.65980935 65.68863788 59.12286052 56.53115145 61.43998934 61.93106221\n",
      " 67.17799862 61.13944828 60.39362885 58.90506251 53.43832464 59.01311107\n",
      " 56.58030061 55.99618585 59.44699459 56.98678642 60.76683962 49.57470831\n",
      " 59.82165772 59.70059905 55.99290711 56.72911003 67.95969937 49.99561694\n",
      " 61.20655371 59.45895013 56.28138705 70.24931947 56.86170831 61.3692773\n",
      " 59.35598007 61.33558834 55.26045644 66.14093357 60.69370773 64.68853689\n",
      " 59.49125417 64.19814557 64.02865813 62.76309442 54.85352416 62.12770911\n",
      " 63.43178681 49.66835216 64.70754222 56.46800982 57.96444097 62.01330234\n",
      " 54.0616657  56.69568127 58.05196999 61.2493534  64.8970226  63.64622308\n",
      " 54.79598531 54.6694589  51.91861868 57.74104937 57.47747914 66.42977449\n",
      " 57.73867088 55.32025164 72.30754316 57.68061849 54.15259464 59.75948804\n",
      " 60.64481492 65.37736202 52.94808943 52.94904175 63.12516384 56.530829\n",
      " 46.97997679 65.89126839 50.10393264 49.02726766 66.97072364 60.11080471\n",
      " 58.68739425 62.47716798 67.15203093 58.71896779 67.86425149 60.15157196\n",
      " 65.04608406 57.76609931 59.71056826 60.8836471  58.06392339 59.94541897\n",
      " 66.87337955 61.61455686 56.35694806 62.32795685 68.68595245 54.30487265\n",
      " 63.35877583 62.89635552 59.94519555 52.51752395 59.69828039 66.30847955\n",
      " 54.79447515 57.73340555 58.48006874 59.78154166 47.02015584 59.35063771\n",
      " 54.97155036 53.74671966 56.88750569 60.55811587 52.19386786 63.58390949\n",
      " 58.14552306 64.43195048 53.56208726 61.05511236 53.98728199 67.34021542\n",
      " 63.26834738 57.35638317 55.29069071 55.1427841  63.40808266 62.40252644\n",
      " 69.17894333 59.36147626 63.87971781 62.92213595 74.70456306 58.40987853\n",
      " 56.3364633  60.31277263 67.06282663 62.31728894 61.43884032 60.65629342\n",
      " 57.30606626 64.15590952 63.47167932 52.86164927 64.19761663 60.72915345\n",
      " 68.09904432 55.61793845 61.54704382 53.96855593 58.48049204 51.68445491\n",
      " 71.14016502 58.37437613 55.346722   61.24728071 61.70138202 52.29277622\n",
      " 60.25515036 67.54532591 60.00108156 69.27972636 61.66518478 65.66517711\n",
      " 58.20656218 53.45051735 59.00538892 60.6451934  61.12882557 57.52778123\n",
      " 56.86761196 59.03326634 54.48168162 55.64817427 68.29716753 58.95335201\n",
      " 69.69442338 63.45149614 60.93615751 58.82779821 59.72525659 53.38427626\n",
      " 58.23574641 53.83302836 68.8707112  75.83569856 50.17571004 64.28173564\n",
      " 56.06216431 68.1240276  60.54203404 58.57611773 61.01830551 52.57137824\n",
      " 58.18743264 68.83142078 54.96691021 60.52645851 58.07289889 46.40316735\n",
      " 56.4234361  51.35430403 61.33966507 58.28744647 60.30767977 61.92634309\n",
      " 54.73473749 58.48733322 65.90781549 56.07372063 49.70988594 58.47762618\n",
      " 57.50541335 62.45328532 45.39389607 53.94513092 65.76334137 60.10932176\n",
      " 71.38961735 59.32134835 50.64198106 64.97908493 54.72182627 53.32309652\n",
      " 55.35774364 61.59460097 65.15002859 56.45248981 54.96390873 67.45031147\n",
      " 59.59959616 58.53915348 64.24165039 49.49859371 48.28568124 63.37456686\n",
      " 68.42628026 57.28426987 65.54245904 76.80975063 57.92332934 68.14608603\n",
      " 56.31485087 51.41918869 69.65161232 63.78963924 62.02002164 56.35464011\n",
      " 57.49315695 54.77079021 65.01616566 58.03613102 56.33882353 64.47710431\n",
      " 55.50831749 61.79078822 60.84998425 60.46774526 60.61828889 53.11521363\n",
      " 54.98873292 59.8648441  56.71512371 61.70991283 56.54409624 59.51728133\n",
      " 65.93548624 54.6727648  56.89438653 65.49173832 58.70918097 62.62788706\n",
      " 71.52740956 63.97916642 59.66937028 60.92771816 64.58447629 59.00292208\n",
      " 54.40713272 60.33476664 52.50174226 58.35414676 58.96227366 70.06032645\n",
      " 58.04634489 59.46336358 57.95313563 53.25553534 60.29315066 62.72601222\n",
      " 55.55059721 59.56314733 57.84657491 65.88663053 59.04074639 63.17552826\n",
      " 59.02107769 61.70865742 57.76639555 56.17196502 57.00051166 49.34574526\n",
      " 63.69601465 62.86424711 57.64381224 57.35109214 51.80406679 56.64779692\n",
      " 57.62058649 63.87357609 60.95716774 58.72775764 66.327089   65.52602713\n",
      " 67.40766232 57.01649475 53.46160705 67.1211361  56.07979604 57.46747913\n",
      " 59.96327026 59.88443576 59.43953391 61.41105075 56.68085306 56.8276275\n",
      " 67.3162189  63.05999318 55.01333077 60.66009864 58.05548192 56.89350827\n",
      " 59.24358796 44.95956748 67.166617   53.97623522 57.60127455 69.77476176\n",
      " 53.17802135 54.85898059 58.54506044 60.65136898 66.98927283 62.62469127\n",
      " 55.36048108 56.80953838 59.98006292 67.57244799 57.65067451 58.36579135\n",
      " 56.81135857 53.63755546 62.02695146 76.59080927 58.39274274 62.41922855\n",
      " 54.02108312 64.12684656 55.04512037 60.32656078 53.32795896 57.25052527\n",
      " 60.05724755 56.76700765 61.13714695 48.70823872 54.63585612 64.9136198\n",
      " 58.97209744 56.30592655 55.23028041 52.98903575] [ 7.26744614 20.86810295 24.05501714 20.32703129 21.7175682  13.0702447\n",
      " 19.3033879  12.1504068  16.31201546 16.4435206   5.370648    9.98023144\n",
      " 19.55722772 11.49400952 18.80405031  8.65686536 17.55223612 15.4912785\n",
      " 19.72252398 12.28220333 12.6204228  14.7358659  20.45538932 23.4741314\n",
      " 18.25335142 13.01501031 19.05982675 16.25480428  8.65173828 10.80803621\n",
      " 14.76082781  4.54941948 16.23027531 14.90170072 12.45361317 11.89346495\n",
      " 16.92808794 11.19199458 19.83261667 18.96583184 17.31784817 12.91641942\n",
      " 18.70151575  6.88245774 11.99990747 10.89076486 14.01080203 12.01916593\n",
      " 21.14737209 14.62532203 24.31670305 17.26745645  8.621575    7.20503954\n",
      " 13.59576459 19.15659177  9.79478174 13.69861908 18.96181139 12.72065164\n",
      " 20.47434874 17.97540548 10.6970479  16.9829649  14.93331532 10.60295667\n",
      " 14.83445542 15.55956224 14.62486677 10.39582149 24.81040628 12.5900027\n",
      " 17.3962262  16.69609803 16.96669848 14.19802753 12.196559   10.14484008\n",
      " 23.82450059 20.40500531  2.95943637 23.07812113 26.28892973 18.92566411\n",
      " 17.78152422 17.45931013 18.80105699 19.68243065  9.59755494 16.52580786\n",
      " 16.30149603 16.09467903 14.20400684  9.98666613 18.00194374 11.24529755\n",
      " 13.75540588 20.48262769  5.86387155 24.45655793 18.13248643  0.88727175\n",
      " 16.74524873 15.88216502 17.54728247 15.31975222 17.36782521 14.5327188\n",
      " 17.75912973 17.1844772   1.38974396 16.15242546 21.97803455 10.23747934\n",
      "  5.95592123 10.12869858 12.57341523  9.41587981  7.98628279 14.5565637\n",
      " 10.22994505 21.1973915  11.72609516 20.72605519 12.69677248 17.4747362\n",
      " 20.52003406 14.1446882   5.19297018 14.42627692 18.92130546 10.67907775\n",
      " 18.15010348 15.32276731 13.28183036 15.52910441  9.11054032 15.26084089\n",
      " 15.83874519 13.08559586 19.09475665 21.04609243 19.3784078   8.85504041\n",
      " 16.51447088  9.72218801  6.39169105 17.00856622 19.95785423 17.35627197\n",
      "  6.94901001 21.11049223 21.63637325 15.04136846 16.78593532 11.0041351\n",
      "  8.98926394 15.78796168 16.23731468 11.21555523 22.62657535 16.50250249\n",
      " 12.35095256 12.66511398  8.00691885 12.83875419  6.31906936 14.38900993\n",
      "  9.47301815 13.4063701  13.51596416 12.44210729 18.08952233  3.01778801\n",
      " 11.23327855 19.84005655 17.58392931 19.0876657  19.11381677 18.03944901\n",
      " 17.19445777  3.84703707 10.13747231 12.98220158 20.69495214 17.63726634\n",
      " 22.10233458  9.34190981 18.2398288  25.26065208 21.67148041 23.86472868\n",
      " 15.73274004 23.86454021 15.98777071 23.87424311 18.03741845  7.92998065\n",
      " 14.90077725 17.02764253 19.84465819 12.2789251  10.73736353 12.98018026\n",
      " 17.84547374 25.34671681 20.62656583 16.92098222 13.32414896 13.80981935\n",
      " 18.35862105 13.18009165 16.20693958 16.50430294 15.12697667 12.23101756\n",
      " 21.35541641 13.71128354 17.57140767 15.24675743 14.21192268 23.87857873\n",
      " 15.13481802 22.58519977  8.96644337 20.29232104 13.09898753 20.03593649\n",
      " 10.49281295 15.11281654 17.15868359 12.09251136 18.24014376  9.63126469\n",
      " 16.08219196 12.80261753 13.68624786  8.34417299  8.27118189 15.38162041\n",
      " 15.62205434  7.37441924 16.95683578 16.39486362 16.18720575 22.44430488\n",
      "  5.48795091 15.91553315 16.17266229 20.95109064 16.91949792 22.12382884\n",
      " 16.99358496 17.98824632 13.41531928 10.97949278  7.66879312 25.94344723\n",
      " 11.53476086 14.78004639  9.16631391 20.07973616 16.54964976  8.12763749\n",
      "  9.75565378 10.40097958 12.01400949 12.94076122 17.15244422 16.41800325\n",
      " 22.29964196 14.32020166 13.74397511 14.85805882 13.99303919 21.82241463\n",
      " 12.7102852  13.91867687  7.22806203 11.36414424  6.75145799 13.36238926\n",
      " 14.84010905 19.11184343 20.55311301  9.98241903 14.99275632  7.87452386\n",
      " 16.66355952 12.0401238  15.07213131 14.70414192 21.29840462 21.7512145\n",
      " 19.82336976 22.13837169 19.3016698  16.25736471 13.44856625 11.61725262\n",
      " -1.72094123 14.63861086 15.24453047 12.7502391  17.51383209 14.81556171\n",
      " 16.03633136 11.91360553  9.05869189 13.78588923  6.82392398 14.76438359\n",
      " 16.28152976 21.16057854 15.15483977 15.21597034 14.91508932 10.91683369\n",
      " 14.44160719 22.37687413 21.4911791  22.67124136 19.36210499 14.02936831\n",
      "  9.65064185  9.19529273 14.80230391 15.73156866  8.04565336  7.54802994\n",
      " 15.42918267 19.69973791 15.1826723  11.90780802 12.40913919  9.74387811\n",
      "  2.82726986 19.32389141 13.995805   25.40903003 10.16461759 13.3316156\n",
      " 11.8947103  17.90760425 16.8670671  14.28269019 21.92325381 14.98669398\n",
      "  9.23696758 11.10280947 12.63898451 23.01824267 15.09232306  8.0200207\n",
      " 13.88960249 11.95090719 11.81471404 18.81728447 10.1458321  13.54009809\n",
      " 14.25745001 17.34667614 14.87807639 13.90599234 14.58814821 21.54292305\n",
      " 16.54380242 19.98161531 12.77354531 15.81406536  8.98096929 19.08608829\n",
      " 19.7283074   7.17775405  8.57576592 19.77066487 17.77689086 22.16060292\n",
      " 15.92357664 15.45675974 21.33396832 22.09865142 13.46071401 18.08312743\n",
      " 14.70679107 13.22162496 11.9305267  16.21213971 10.410828   22.79690201\n",
      " 11.92397908 22.81969897 12.11907357 10.55101294 15.67203195 15.53221202\n",
      " 17.43173294 13.17037405 18.15350907 13.05642543 22.97521999 11.49535567\n",
      "  8.59229273 24.34876617 10.30848338 15.73069828 13.87070557 10.78107887\n",
      " 13.667377   14.83331757  7.36162031  4.84974691 14.67441296 10.8071138\n",
      " 10.16893718 20.92171512 13.45986303  6.94260977 13.51657345 17.65622504\n",
      " 25.62675518 13.41172026 12.99159494 25.93829201 15.21066651 21.77964908\n",
      " 11.99893031 13.8060573  14.53094664 25.04570467 17.27023309 21.44698568\n",
      " 23.78508801  9.67022052 14.05648551 14.50519622 15.67605997 19.10346146\n",
      " 10.70401599  8.89085783 12.73510004  9.94795494 14.78433587 22.02946883\n",
      " 15.24131145 17.84491909 13.7596354  18.43310936 16.48319523 22.14550081\n",
      "  9.23986536 15.0534542  10.94264563 11.46832253  5.07379074 11.92821472\n",
      " 16.33719766 22.70841677 22.39564884  7.77469133  7.33693103 25.13421239\n",
      "  8.67874915 11.83232985  9.58460886  8.70258597 22.02269119 10.00895352\n",
      " 11.35531949 15.77053937 19.68791392  9.70381884  9.10926596 14.10864515\n",
      " 17.9569361  10.02100344 11.13018977 17.59976153 13.16867187 20.68101526\n",
      " 13.3066826  10.53577278 14.87381608 15.39160463 15.22996919 16.84730529\n",
      " 18.34114831 20.63928905 12.66877011 16.13350033 14.18609067 10.27588199\n",
      " 22.40058052 14.80139965  8.12146613  8.00716295 11.98057533 16.22419789\n",
      " 10.87800981  9.9130962  23.19197218 15.02649182 12.08855916 10.22211597\n",
      " 14.09287218 14.69420103 21.32789539 26.90592842 21.57880049 15.0951817\n",
      " 17.9430204   2.4171418  17.0059137  20.34318614 10.5835024   8.96749434\n",
      " 14.17019477 16.0128914  21.05200298  8.08804337  7.71310743 17.04616215\n",
      " 11.58249574 18.82686652 22.12888622 18.92631755 14.86107341 13.54748662\n",
      "  9.93241558 11.85672872 11.9748646   5.70405432 13.58364624 12.93045645\n",
      " 14.77775374 19.62933903 19.52596552 14.66327454 20.79529774 21.62424449\n",
      "  5.14182735 18.53317899  9.58762645 11.94601125 14.62315293 13.84625706\n",
      " 19.04488077 13.45399497 21.6595121   9.74102578  6.84423307 19.71743465\n",
      "  9.42641171 23.27096736 15.52689217 19.16480546 18.2224352  11.63505538\n",
      " 22.49463294  8.67815861 16.81777422 15.50673693 16.36284727  8.35881996\n",
      " 11.01056574 20.02138689 13.13594889  9.00953821 23.53272532 14.5766066\n",
      "  6.20256951 11.50545953 17.20006759 24.97738066 14.9744649  12.58821794\n",
      " 13.19537046 12.76085641 13.88538257 19.022886    6.55974657 10.79251584\n",
      " 12.65126848  9.94637981 18.20722184 19.96663668 15.74673564 15.15385785\n",
      "  7.65875086 12.59897837 18.42891191 12.73110348 18.44957554 22.49481776\n",
      " 15.71634429 17.45283133 20.57656436 14.61564848  8.38675158 12.37357534\n",
      " 12.70297113 11.55218784 12.07943017 19.0768478  17.15553169 14.7720253\n",
      " 20.1423816  12.8182727  10.83391627  3.36642127 11.77384222  8.91022359\n",
      " 16.41508655 24.76134269 18.08006011 17.16488228 11.38773542 14.67956294\n",
      " 13.44229361 13.98112332 19.2177253  19.4859684   9.64121294 19.73310589\n",
      " 23.24266067 18.4554916   9.30687646 16.07907393 30.47670126  6.62771625\n",
      "  5.42104359 12.26109603 11.0294491  13.51562179  8.29545204 12.22368483\n",
      "  6.41900836 19.28063844 20.16468613 22.22521928 22.75808722 21.95556591\n",
      " 12.00562831 19.43445126 10.70712109  7.02374329  8.73946413  7.37438582\n",
      " 27.81008912 28.43461039 13.48351432 17.6798239  14.27687666  7.59797689\n",
      " 18.79756035 14.15878868 21.19015173 17.86308124 17.01668945 19.32298818\n",
      " 15.97190472 22.98719548 22.4085647  14.47237871  9.64745819  2.92033492\n",
      " 18.48155164 14.88856878 25.42282825  8.00096585 18.32194487 13.37835737\n",
      " 16.19490318 11.11099713  8.1517625  19.84466919 10.78328439 14.4566309\n",
      " 13.15528182  8.98160948 14.84237936 11.25158844 21.86992467 20.36715313\n",
      " 10.37836046 14.53974822  4.42379024 14.48865009  8.92056392  7.01275431\n",
      " 12.22018738  2.62684247 20.10656959 15.96189139 12.57584873 16.64021973\n",
      " 16.4545652  21.94255111 10.07694434  6.58938884 20.71113586 16.02198667\n",
      " 10.51613385 15.70203422 12.63785874 14.19840487 19.72461979 20.32650278\n",
      " 21.33547021 16.5026265  16.29959897 16.90835161  9.20334952 19.75545815\n",
      " 12.0821498   5.75516957 12.29837964 13.88494859 22.78865262 13.40889365\n",
      " 17.51446895 16.95134799 13.10429136 21.43619186  3.48388397 14.09734544\n",
      " 19.54508886  5.82716508 23.0583323  24.61319604  9.96976055 18.19271826\n",
      " 16.51768975 11.31020079 14.51982447 20.51567588 14.52115448  3.20100231\n",
      " 13.15734338 10.43195835 17.79812713 20.6808899  11.88558404 20.99027681\n",
      " 16.58259974 17.81289806 12.88080853  4.6105836  19.612352   14.32364596\n",
      " 19.70538837 12.08469457 13.97147623 15.57397255 16.29265642 10.26251658\n",
      " 15.5433696  17.19367607 20.09038736  4.14996639 18.35651358  4.10247255\n",
      " 23.44338873  9.20231675 14.40066786  7.05909124 11.39297935 17.46136322\n",
      " 20.95127921 16.05495064 21.45765135 11.16143944 17.70400162 18.96620331\n",
      " 19.92969496 17.32323907  9.47347481 13.84364543 13.49707556 10.787152\n",
      " 18.55027186 22.27056976 17.6078423  11.37186738 13.90251482 11.61578518\n",
      "  8.66969479 19.35340669 13.77581561 19.36052649 22.45128701 10.34681507\n",
      " 20.04388031  7.75601893  8.96059201 13.7931695  16.61568506 13.11938825\n",
      " 16.73792873 12.96130163  9.71707556 17.61711698  3.86598784 15.50590257\n",
      " 12.02194598 15.36902836 13.74709886  6.23953223 23.02546634 16.43830058\n",
      " 13.29885766 23.72696419 22.44391017 17.35304094 23.46167971 14.80385395\n",
      " 20.37619173 18.63625666 10.88234791 16.10680113 14.75010392 15.98923155\n",
      "  9.48288222  9.0931317   9.98952366 16.4444781  10.76348953 10.60188693\n",
      " 14.83492999 14.46692498 11.77375992 14.82952125  7.44734855 17.64410192\n",
      " 19.1165178  20.81392876  7.80307231 13.45207875 11.48130026 13.42970523\n",
      " 12.05791129 20.26549274 18.10223326 13.19213779 17.05078687  6.41908269\n",
      "  9.66581961 17.43029622 12.97967817 18.01399471 14.26196926 23.65253572\n",
      " 13.99304032 13.63118388 12.2922742   9.82286206 16.9461463  22.27374316\n",
      " 21.33026201 18.22872931 14.38623332 12.92637235 18.61380992 18.68925075\n",
      " 17.6602308  11.30159144  4.59090036 13.70670289 13.89894666 17.15203739\n",
      " 15.88009469 10.13736316 23.38039565 11.97869299 18.80835291 13.87919335\n",
      " 28.56615416 11.51209003 10.75897882 19.63158595 21.13261252 11.42484543\n",
      " 12.00837836 13.20048595  7.67324584  6.57927876 11.52240459  7.1343398\n",
      "  6.41559524 13.07535818 15.91109887 22.96943867  8.97898522 13.71416237\n",
      " 16.02418279 16.9385953   4.92257615  7.02337812 24.04297856 13.38269993\n",
      " 13.12474552 21.49748345 16.95052786 13.87729306 16.07515433 15.52004129\n",
      " 18.22352004 16.6679985  20.73806871 15.78216017 16.25489009 24.33307783\n",
      " 14.94356359 11.46363276 17.91987525 12.04112774 20.95946853 21.60530292\n",
      " 14.28143644  8.90610555 15.66053612 13.1810193  15.06964447  5.34517399\n",
      " 14.46691388 17.92513178 21.17267573 11.93970139 23.09667248 11.77189042\n",
      " 18.45549085 12.9084065  16.47082654 17.00654475  9.57697224 14.46055521\n",
      " 12.45856843 18.31151714 13.75200671 15.05798304  8.95560179  6.00228336\n",
      " 17.38734632 12.49546395 19.97584615 21.56925361 15.6104928   8.18970478\n",
      " 13.04550901 16.58365896 12.98793652 21.03483728  5.16782092 13.63736936\n",
      " 16.29280471 12.09368305 21.51160933 17.87877624 11.6207335   9.51174686\n",
      " 13.89297511 11.20262197  5.85072476 19.83410239  7.20089434 23.00285561\n",
      " 22.02736156 14.3812287  10.78698779 29.63744963 10.86087083 14.49306911\n",
      " 18.10080036 14.81414574 19.33735518  4.65855789  7.39340612 10.14962056\n",
      " 13.87923454 19.61320193 12.88972369 20.52084169 18.31690672 14.34395873\n",
      " 19.77398905 15.81317919 15.60196322  5.87280213 14.49784123 16.18471367\n",
      " 13.76430986 10.26734756 20.07321669 16.1213036  14.46083397 18.78110927\n",
      " 12.12624827 18.63939316 14.81560303 13.34595413]\n"
     ]
    }
   ],
   "source": [
    "x=np.concatenate((x1,x2,x3),axis=0)\n",
    "y=np.concatenate((y1,y2,y3),axis=0)#concatereyt edildi birlestirildi ya da columns haline getirildi sutunlastirildi hepsi ayni sey\n",
    "print(x1,x2,x3,y1,y2,y3)#goruntulemek icin\n",
    "dictionary={\"x\":x,\"y\":y}\n",
    "data=pd.DataFrame(dictionary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:03.221561Z",
     "iopub.status.busy": "2021-01-03T18:12:03.220523Z",
     "iopub.status.idle": "2021-01-03T18:12:03.238968Z",
     "shell.execute_reply": "2021-01-03T18:12:03.240112Z"
    },
    "papermill": {
     "duration": 0.038599,
     "end_time": "2021-01-03T18:12:03.240445",
     "exception": false,
     "start_time": "2021-01-03T18:12:03.201846",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              x          y\n",
      "0     26.897728  21.341913\n",
      "1     31.812119  29.231550\n",
      "2     25.394231  25.996977\n",
      "3     25.873052  21.104451\n",
      "4     24.863775  28.309103\n",
      "...         ...        ...\n",
      "2995  58.827952  18.781109\n",
      "2996  51.006660  12.126248\n",
      "2997  58.534248  18.639393\n",
      "2998  53.305260  14.815603\n",
      "2999  53.994390  13.345954\n",
      "\n",
      "[3000 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:03.278745Z",
     "iopub.status.busy": "2021-01-03T18:12:03.277931Z",
     "iopub.status.idle": "2021-01-03T18:12:03.293131Z",
     "shell.execute_reply": "2021-01-03T18:12:03.292220Z"
    },
    "papermill": {
     "duration": 0.035003,
     "end_time": "2021-01-03T18:12:03.293265",
     "exception": false,
     "start_time": "2021-01-03T18:12:03.258262",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3000 entries, 0 to 2999\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   x       3000 non-null   float64\n",
      " 1   y       3000 non-null   float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 47.0 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:03.337751Z",
     "iopub.status.busy": "2021-01-03T18:12:03.336941Z",
     "iopub.status.idle": "2021-01-03T18:12:03.357675Z",
     "shell.execute_reply": "2021-01-03T18:12:03.358274Z"
    },
    "papermill": {
     "duration": 0.047271,
     "end_time": "2021-01-03T18:12:03.358516",
     "exception": false,
     "start_time": "2021-01-03T18:12:03.311245",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3000.000000</td>\n",
       "      <td>3000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>45.095082</td>\n",
       "      <td>33.218702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>15.095798</td>\n",
       "      <td>19.893980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>10.246339</td>\n",
       "      <td>-1.720941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>28.239616</td>\n",
       "      <td>17.307026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>51.697489</td>\n",
       "      <td>25.246824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>56.708797</td>\n",
       "      <td>56.355217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>74.461708</td>\n",
       "      <td>76.809751</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 x            y\n",
       "count  3000.000000  3000.000000\n",
       "mean     45.095082    33.218702\n",
       "std      15.095798    19.893980\n",
       "min      10.246339    -1.720941\n",
       "25%      28.239616    17.307026\n",
       "50%      51.697489    25.246824\n",
       "75%      56.708797    56.355217\n",
       "max      74.461708    76.809751"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.017848,
     "end_time": "2021-01-03T18:12:03.394572",
     "exception": false,
     "start_time": "2021-01-03T18:12:03.376724",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Different Data (Farkli data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:03.434060Z",
     "iopub.status.busy": "2021-01-03T18:12:03.433144Z",
     "iopub.status.idle": "2021-01-03T18:12:03.722756Z",
     "shell.execute_reply": "2021-01-03T18:12:03.723398Z"
    },
    "papermill": {
     "duration": 0.311207,
     "end_time": "2021-01-03T18:12:03.723606",
     "exception": false,
     "start_time": "2021-01-03T18:12:03.412399",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x1,y1)\n",
    "plt.scatter(x2,y2)\n",
    "plt.scatter(x3,y3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.020451,
     "end_time": "2021-01-03T18:12:03.765201",
     "exception": false,
     "start_time": "2021-01-03T18:12:03.744750",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Similar Data (benzer data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:03.822448Z",
     "iopub.status.busy": "2021-01-03T18:12:03.821584Z",
     "iopub.status.idle": "2021-01-03T18:12:04.016657Z",
     "shell.execute_reply": "2021-01-03T18:12:04.017345Z"
    },
    "papermill": {
     "duration": 0.23146,
     "end_time": "2021-01-03T18:12:04.017519",
     "exception": false,
     "start_time": "2021-01-03T18:12:03.786059",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD6CAYAAAC4RRw1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO2df4wkaXnfv0/3dN9ez2JzU7uQxTA9tjjhnBA+wwpwcBAwxoI1MihSJFt9YZUjGm2vHR35IbzOSHasaBK4iyL2j2zQCHMerlsgh9gBkVXMamNLhEiQOe7AdzkuF4WZ9YWDu9u98wnm5L3defJHd81W19T71lu/uqq6vx/p0UxXV1W/3VX1raee93mfV1QVhBBC6kej7AYQQghJBwWcEEJqCgWcEEJqCgWcEEJqCgWcEEJqCgWcEEJqipOAi8g/EZHHReQxEfmCiBwRkSURuSQiT43/3lF0YwkhhNxC4vLAReRnAPx3AHep6ssi8scALgK4C8A1Vf2kiJwDcIeq/o5tX8eOHdOVlZV8Wk4IIXPCww8//LyqHg8vX3DcfgHA7SLyCoAOgB8A+F0A7xm/vwXgLwBYBXxlZQXb29uOH0kIIQQARGQ3anlsCEVV/x+AfwvgCoBnAPy1qn4NwGtV9ZnxOs8AeI3hg9dEZFtEtp977rm07SeEEBIiVsDHse0PA/hZAK8DsCgi97h+gKpuqupJVT15/PihJwBCCCEpcenE/BUA31fV51T1FQB/AuDvAPiRiJwAgPHfZ4trJiGEkDAuAn4FwDtFpCMiAmAVwBMAvgLg9Hid0wC+XEwTCSGERBHbiamq3xSRLwH4NoAbAB4BsAngKIA/FpGPYSTyf7/IhhJCCJnEKQ9cVX9fVX9eVd+sqv9AVf9GVa+q6qqq3jn+e63oxhJC0jEcDrGysoJGo4GVlRUMh8Oym0RygCMxCZlxhsMh1tbWsLu7C1XF7u4u7rnnHhw7doxCXnMo4ITMOOvr69jb2zu0/OrVq1hbW6OI1xgKOCEzzpUrV4zv7e3tYX19fYqtKY9ZDCNRwAmZcZaXl63v2wR+VogKI83C0wcFnJAZZ2NjA51Ox/h+nMAXxTQ94qgw0iw8fVDASWnM4iNtFen1etjc3ITneYfe63Q62NjYyO2zXI/ptD1i01NG7Z8+VHVq9ra3vU0JUVUdDAba6XQUwIF1Oh0dDAZlN22mGQwG2u12VUS02+3m+nsnOabdbndiPd+63W5u7Snz8/IGwLZGaGpsOdk8OXnypLIaIQFGlSl3dw8XWOt2u9jZ2Zl+g0hmkhzTRqOBKO0REezv7+feNt/jD4ZROp0ONjc30ev1cv+8vBGRh1X1ZHg5QyikFGb2kTYDdQ8pJTmmprh7UfF4P4zU7XYhIuh2u7URbytRbnlRxhAK8an7I23e1DWkFAzJNJtN52Na1+9bFjCEUCjgpBR4AU+S5oaWZzw7zb6ijmHYbMe0yHj8rEEBJ5WDF/AtRCRSAEUkcv08b4Cu+wofL8/zItvcbDZ5THPGJODsxCSkAiTt1M2zE9hlX1GdgCaK6oicZ9iJSUiFiRpsY8vRtnUYJu0Mdel8NNVTicKlI7LuHbaVIcotL8oYQiHETJKQkilm7nleZFza8zzj/lzi76YQT9harVZs2CRN+Gfew21gDJyQ2cEkgqa4tE0kXQTVJPJRN4o4knbYssM7g4ADeBOARwP2EoCPA1gCcAnAU+O/d8TtiwJOSDJsnmfUe3Gesud5EyLvrx9c7qcDBj/PJePE318cSTtsXQR/1j30XDxwAE0APwTQBXA/gHPj5ecAfCpuewo4mUeSiou/flBgXT1PV0/Z1YKfF/wejUZjah54nOBn8dDrIvx5CfivAvjG+P8nAZwY/38CwJNx21PAybwRJy5hAVldXY31om2eZ7/fd/KUk1iUsJpCNSYBD7bT8zxtt9vOghsn+GkHhQ0Gg0PtaLfblRTxvAT8cwB+e/z/i6H3XjBsswZgG8D28vLy1L4wIVXAJi6uYQmb59lqtXIVa9vnBbF5xS43lVarpZ7nOXm+cTfBpCEZn6Q3oTLJLOAA2gCeB/BaTSDgQaMHTuaBoIDZRDFtuMP3LG0dlnma53mHwgymtrtmqwS/R9LfNCz4aT1wW9uqRh4C/mEAXwu8ZgiFkBCuXnWcwNus3++rql2A8rJGoxEZ7nAJ9biKeFzHbJrf3CUGPm8C/kUA/zDw+gFMdmLeH7cPCjiZdVy96n6/n6nDcVret8nyEO/gvvr9/tQ7I+cmhAKgA+AqgJ8OLPMAXMYojfAygKW4/VDAyazjKmz+wJq8OxyLFNqi22kS1CShliRE9SG4DEQqA5OAOw2lV9U9VfVU9a8Dy66q6qqq3jn+e81lX4TMMq71rK9evQoABzWqi2J07VcfVT34TcIUVSO+1+vhwQcfnKgR/uCDD9aqRjiLWRGSI0mKPnXHxaKGwyHuueeeKbSunnQ5S5OxmNVCGY0hZFbxvbf19XVcuXLF6gHv7u4aKwGSEXlPujxrsBohISk5e/YsFhYWICJYWFjA2bNnAYxEfGdnBw899JB1exGheMdgm/bMpaLhzFc9jAqMF2XsxCSzQr/fj+xwW11dPVgn72Ht82a2zkuXjJVZKoIFViMk5DBpa2GY5n8EEDtCkOZmfr571DFyGbyTdoBPFaGAk7kkrppfWg/NxXOkB56PRRX0sq3rk3aIfRWhgJO5I06gs3hoNg8cGHnhpjzvuG1p8Wb6DZN64HNVjTCrUcDJNIm7gLN4aKYYePBG0e/3JwanhGtx07JZ1hh4nWLkFHAyd8QJdJYypC5CHP58xsTzs2As3DbZBRA9QUWW418GFHAyd8RdoGnnZpxGCVea2VyOkctxrVOMnAJO5g7XVLMkMVB2TGaz2267LdWTiL+NyzFyralCD5wCTipO2k6q8Awy/uQDZQtg3W1xcdF5XdfjFj5WtptAeDvGwCngpEa4CHraKoHNZlNFhFkmOViz2UxdC9x2Q0hzPlQBCjiZS9LMxZgmTBKcS5Geer5mE9Ykx6qq4uwCBZzMHUlmxwmSVIAXFxcn5ndkqmD+ZoqBJ6m/XmdMAs5iVmRmWV9fdyrrGq437VLTu9vtQlUxGAygOqplrarY3d3FSy+9hHa7nbrd5DAjDRtVcLznnnsgIlhZWcHS0lLstp1OB+fPnwcwg8WtolS9KKMHTqaJq3cW9sDjPHd/kI7t8d3zPMbCp2ALCwuRyxcXFw/FtevUaRkGGadUezWALwH4HoAnAPwSgCUAlzCaUu0SgDvi9kMBJ9PEJT4qIsaOzKgslG63q/1+PzY0IyKMhZdoUR2WdUobDGMScKcZeURkC8DXVfWzItLGaI7MfwHgmqp+UkTOYSTgv2PbD2fkIdPEdXYcl2sgiMskDM1mEzdv3ky0X5IfIoL9/f2JZY1GI/JYR61bNUwz8sTGwEXkpwC8G8AfAoCqXlfVFwF8GMDWeLUtAB/Jr7mEZKfX68XOORl+zyVG6jJHI8U7GyKSafuofgxT34brPKaVJMot18nwyd0AvgXgjwA8AuCzABYBvBha7wXD9msAtgFsLy8vT+Npg5BDuI7KjBom3+/3J0Iqttg2497pLCrLJMu+XPP7pxEDzyPXHGlj4ABOArgB4B3j1+cB/CtXAQ8aY+CkTMJFqDzPm7iYsqT/+R2bZQvhLFij0cj8W9rOgWkO3MnrppFFwP8WgJ3A678L4L8AeBLAifGyEwCejNsXBZyUSdzFlFQk/JGXrh2btGQWHnTlaiYPvAzy6jg1CbhrJ+bXAfwjVX1SRP4lRiEUALiqtzoxl1T1E7b9sBOTlImp87Hb7WJnZydx3DXY+cXZ5Yuh0Wik6mD0j2nZ5NVxmroTc8w/BjAUke9iFBP/1wA+CeD9IvIUgPePXxNSWUydj/5yz/MS7S/Y+eXSsUmS8973vjfVdlU5HkV3nDoJuKo+qqonVfUtqvoRVX1BVa+q6qqq3jn+ey2XFhFSEHEX0/nz59FsNp321el0sLGxEbtvko3Lly+n2q4qx2NjYwOdTmdiWfjcyURUXKUoYwyclIlrJkpcZ2aj0TiIYwZH+XHgTjWsaqMrS81CydMo4KRskl5M4RGZ4TTDJJ2gnU7nQPxpxZk/oXQdysS6QgEnJCXB+RWjzM8o4Gw95Vuz2dR+v3/oaahqXnlSTALOaoSEWPCH49syTPwOs1OnTmUeQUiycfPmTXzmM585lPmxt7eH9fX1klpVHAtlN4CQqjIcDnH69OnYYfHLy8sYDofY2tqKTBkj08NWg2YW0zzpgRMSge95x4m3n1HgWnucFEen07EeL9cMozpBASckAhdB7na72NzcRK/Xq0ze8bzSbDZx+vRpa+GyWSwwRgEnJAKbIHc6HQwGA+zs7KDX6wGoTt7xvHLz5k1sbW1Z+yFs4l5XKOCERGAT5NOnTx8It09uAzNIavb29nDx4kWcOXPmkIjnOnimQlDACYlgY2PD6MldvHjx0LJer5d4KP4sceTIkbKbAGD05HThwgU89NBD6Ha7EJGJUNes4VTMKi9YzIrUCZOAmwoRuc4ANGssLCzgxo0bZTcDwCgWvrW1NXNinbWYFSFzhylmagqv9Ho9nD59eu5ywYsQ70bDLE22927evIm1tbX6zzbvCAWcEANpChFdvHiRueAZ6Ha7GAwG+PznP4+jR49GrhP3+87qoJ1IooZnFmUcSk+qiql2RtKaGixold6iJjlwKS4WZSJSxGlSGmAtFEKiyXOuRNZDSWe23zvNb5p0xpuqYxJwhlDI3BM1aCftY3hU2CUOEcFgMMBgMEC73U78mVF0Op1aZcXYskSSDpKa1ZTBKJwEXER2ROQvReRREdkeL1sSkUsi8tT47x3FNpWQYoibqScJvV4Pm5ubBylsccO3RQRnzpw5EC8NxXdbrVZiIfY8D5ubmzh//nxuN4Qi8TzPmjVi6jRuNpsQEXieB8/zZj5lMIokHvh7VfVuvZXKcg7AZVW9E8Dl8WtCakfe0171ej3s7Oxgf38fW1tbRo/cF+8LFy4AGD0JvPLKKxPr+K+TZLa8/PLLAIBvfOMbuH79euz6zWYT/X7fef950mq1cP78ees6ps7kra0t7O/v4/nnn8fzzz+P/f39idGxc0FUXCVsAHYAHAst46z0ZCbIMwZu2n+z2YyN1do6QJPO0O55nnOHqt/hN+0O2Gaz6fwbz9oEDUlBlk5MAN8H8G0ADwNYGy97MbTOC4Zt1wBsA9heXl6e4lcmxJ2iBcIkjsFsibI6QP2byLQ/d9YyRYrEJOCuIZR3qepbAXwQwG+JyLsdt4OqbupoQuSTx48fd92MkKkSDHsU8RjuEqaxDd8viiQdfmnbZtqOBcCy4zor/Q/Gf58F8KcA3g7gRyJyAgDGf58tqpGE1J2oOK6I4NSpUweve73eVAYBmTr8bJ2l3W4XZ86cSVzRr9Pp4MyZM8XOzD7PRLnlOhkCWQTwqsD//wPABwA8AODcePk5APfH7YsxcDLPuMzVaAqj5BGfFhHt9/vG9g0GA2us3W9rXFtEJPOAKDIJ0sbAAfwcgO+M7XEA6+PlHkbZJ0+N/y7F7YsCTmaFKEGKEymTOAc7Mk0dqv1+/2D7qJtAnKB6nnfQsWkTUJcJnG3vt1otinMBpBbwPI0CTmaBKJFtt9vaarWs3rVLR6a//+CNwBdv02ub6PrvJ82ysbU1an/AKPOF4l0MFHBCciJJtkjQu3bxwMO4iq9tvTSfG7dNkpAIwyfZoYATkhNJ4tFB7zqNJ5xEfE1C6er5h/eVR2580Tn28wIFnJCcSOuBq+ZX3TBJDrWpvXEDafLwnNN4/+QwFHBCciJtDDwNeQigKWbttzEqpp4XedyACAWckFxJk4WS9nPyCmWYhvPHpTZmgR54PlDACakped0YksTu8xJYxsDzwSTgnNSYkDlhZWUFu7u7TuuaJm5Ow3A4xPr6Oq5cuYLl5WVsbGzMV8XAHDBNakwBJ2ROGA6HWFtbm5i8QkQQpQHdbhc7OztTbB2xwVnpCZlzwpNN+PVNWKekvlDACZkjwlUXL1y4cEjU52lGm7rDEAohhFQchlAIIWTGoIATQkhNoYATQkhNoYATMoMMh0OsrKyg0WhgZWUFw+Gw7CaRAlgouwGEkHwJ53vv7u5ibW0NAJhdMmM4e+Ai0hSRR0Tkq+PXSyJySUSeGv+9o7hmEkJcWV9fnxisAwB7e3tYX18vqUWkKJKEUO4D8ETg9TkAl1X1ToymVDuXZ8MIIem4cuVKouWkvjgJuIi8HsCvAfhsYPGHAWyN/98C8JF8m0bCMK5JXFheXk60nNQXVw/80wA+ASBY3ea1qvoMAIz/viZqQxFZE5FtEdl+7rnnMjV2nvHjmru7u1DVg7jmcDiksJMJNjY2ODx+XogqURg0AB8CcGH8/3sAfHX8/4uh9V6I2xfLyR7GtVSoqa6y53ks10kOwXkoZwukrQcO4N8AeBrADoAfAtgDMADwJIAT43VOAHgybl9VFfBpFeeP+lxX8U1SyxksmE/ITJFawHVSzIMe+AMAzo3/Pwfg/rjtqyjgUSLaarW03W5n9mr7/f7BLCjNZlP7/f7E+0lmK0kyDyM4ZRUhM0URAu5hlH3y1PjvUtz2VRTwpMLo6o33+/3I7YMinmS+QJO37nkePXBCZpxcBDyrVVHAk4YmXL1x0/yDzWbzYB3bbOFRoRtTqCcs7P53YuyTkNmAAm4gqQfu6uHatvWxzRae5GbhC3tQvLOEfuJgBxkh04UCbsA1Bp40xmzywBuNxoT49fv9g9embVzDITaP3lVkg+LseZ56nhfr8TPrhZBioYBbCHqwvoj64pXWAzfFwBuNxiHx80XcxWu3YQsHiYj2+32r9xz3RMCYOyHlQAGPweRZ9vv91B5nOAtlcXExVbjGNZ5tu+H4trCwMPG63W4f7DdtOMnliYQQkh6TgLOc7BhTAaCLFy9ic3MTnucdLL/99tud9nnhwgXcuHEDqoobN24c2n8SgiMvs3Djxo2J19evX8dHP/pRDIfDTLUyOEybkOlDAR8TVwDo5ZdfPlh29epVJzE9e/YsFhYWICJYWFg4NLw5KXEV5a5du5Zqv/v7+1hbW8PS0lLsup7nodVqHVq+u7sLEcGxY8cS3WRYBoCQDES55UVZlUMotqHqaToXV1dXnWLgacw0UjRLCMT/rq1Wyxomcd3X4uLioQ7QMOwQJcQNMAZuJ0pM2u22VdB8UYvqDDSt72ehZBFa00jRqHh9UjNl36TJl48S5uCNJ2vWDSHzAgXcgbBX69IpGOU5xgl0VgG37bff7+fi5QfNJLRJLarwlulmwVxzQm5BAbdgEou0BaSyeqvzbqywSMgkJgGf+07M4XCIe++9d6LO9r333ovhcJg4s8Lv8GRGRnr8jl5OCUZIPHMv4Pfddx+uX78+sez69eu47777Igvj21heXsZwOMSPf/zjvJtZezqdzkQqZhQigtOnTxuzaTglGCGTzK2A++lrV69ejXz/6tWr6PV62NzcRLfbjd2fiOCNb3wj7r33XuM+5wkRged5EBF0u11sbm7i/Pnz1huiquLixYuppwRjSiKZO6LiKkVZVWLgLkWkAEzEXOPWpR22qM7HuHRHf8h/0qJcTEkkswzYiXkL1yyQYDpbkowU2qQgh8V8MBgYM1sWFxcjy+OGJ8NwPaZMSSSzgEnA5zKE4hpLDa53/vz5opoz04zOvVulAM6ePYu1tTXcvHkzcv2f/OQnhzowdRxasRE3kpYUA8NWJROl6kEDcATAtwB8B8DjAP5gvHwJwCWMZuS5BOCOuH2V6YG7DCAJW9h7c9mGZre0OeVxxbLogU8fhq2mBzJMaiwAjo7/bwH4JoB3Argfk3NifipuX2UJuGvMO0o0fBHIY6j6LFvRue9xQly2mMzjwCPeNKdHagHXSTHvAPg2gHegBrPS5ym6SYaqBydEKFtYp2kuIy1dRommnVWoLBEt++ZRFknmdCXZyCTgAJoAHgXwY4w9bQAvhtZ5wbDtGoBtANvLy8tT+8Jpve44c6np7YvHvAm4L+K2791oNKyzHQUnuKiLNzuvnui8fu8yyCTgekuMXw3gzwG82VXAgzZND5zhjvLMF2GbiPuVCoOC78fH6yDaQZJ4okU+JUz7CWRenzzKIBcBH+0Hvw/gn6PiIRTWIynX4jorgxd63YXA1RMt8nuW9RvOY+y/DFILOIDjAF49/v92AF8H8CEAD2CyE/P+uH3RA6dFCVzaR/GqiIereBYZcrDtuyq/E0kPMgj4WwA8AuC7AB4D8Hvj5R6AyxilEV4GsBS3r2kKuEsMPO+yq7Rk5ocY0nSGVc1rdxHJIjv9bE+cVfqdSDowjyMxg5MKR53U89jJWCXL4oHXsQOtDA+ck2bMBiYBr/VIzPCck2fPnj14bzgcYmtrK3LEX7PZtFa9C6+7uLiYa7vJqDrhxsYGAERWffTfN430y2vk5TRHEtq+Z1ZOnToVudw04pUjVGeEKFUvyvL0wE1ZDn7NjLgYuKsH7s8OU0RK4jybqchVMAQR9bv7dVHy8GbLCMMUFY8u2wO3fS/G4LODWQuhmE7MZrOpqm5ZKK5TfDFWnq+5iodJlHwRzyq+dQzDhHEZrFb0Tcp2I6xaX0VdwawJeJxAML5dXYuqLBjlpcUd46yeXVVGEpq+R9z3c3kyjPudsvyGcTcP23VYp5tkFcCsCXhcnnHcbPK08izsgZm8NNtTVBqRdZ20epriYvruLk8YLp63LVTled6h6yRJ2YIsYcXgxNVAfQdxTQvMmoDbRvrRqm9BkYwTorjtXYgSnHa7nVrAspKlTo8vcrYbXFqPPfzbmjx0l7bb2mcLXzLEchjMmoCrjkSc8el6WtCDTjpq1vfekmASHM/zCu1gc+2cTWq2TnjTzS3JDcNvu+kpIG77uCfguBAnQyyTYBYFXJUjLqtsccLsC5rpYo6bnSe8red5RgEuI95tEsC8+meivNh2u31QZyZ4w0hynYTDG1GfG+f9277j4uJi7LmR9bjMWuYLZlXA86x5YquS5yJItOiL3fZ+p9PRo0ePGrc1xUn7/X6kl9dutyMv1mlmnEyrdnxYaPM8P9O0P/hkZGtLq9Uq1AOfxcwXzKqA53mhRE2mGxSSoi/IWTPP81Q1vaD5XpgpHzzJxT+ti3qaYwb88E/ZxzncJpcnDJsXnyZEFsR2s66rZ45ZFfDBYBDrObuYLZbuC0LZF0fd7Lbbbps4Vkk9RP93TyNSpnOl6It3WoIaV1e96hZ3LmQhSV0YlwmzqwBmVcBVo2OheWepjH9EWkILXhxp4rCq6To5y4BPae5mi5Nn7Vg2nWem1OOsHv80wCwLuIm8OotERFdXV0s/6eto/shY1eThhbh8bZtN+4JkuQV363Q6xuup2WweerJIGuoyhctsbap61gvmUcB5UVXDgnHRYKjKNV7aarV0YWEh0WdO+4KsWiy6yra6upqqwzXOGw8PUgpn49iOUdXn8URdBTxr3DK4fdknLm3S2u220xyj/gWWZN95XZCu51/Zv2WdLOu1GJUu6tJJbQtx0QMvQMDzyBwIXoCuYkGrv+UxQMf1/GPs+9aT1bRqELmWFWg2mxO1ZaKSFUypp1UCGWbkeQNGExk/AeBxAPeNly8BuITRjDyXANwRt6+kAp41d5chlNmxuNo3QWu1WpnjqEnOPxZOu2WuYbG8zB8TYFvHP/a2gUlVBxkE/ASAt47/fxWA/w3gLgD3Y3JOzE/F7SupgGcdPZdHXJIXZzVscXExMm3OzzgKett5FalyPf/i2s7wXflmC6NWPf6tmmMIBcCXAbwfU5iVPqsHnuTCMRU1YudUdcwfwRcXFsnrQrUd++Dnx7V7dXU10RMELX/zzxnTsaw6yEPAAawAuALgpwC8GHrvBcM2awC2AWwvLy8nanTWGLir+DabzUNenOvFScv3IvMvqCxedF4XalwIzh8E4jIsnF54ueZf03UdYo+sAg7gKICHAfy98WsnAQ/atLNQksTAo3qs6X1DX/e6103lc8KhENN6Ll50nheqy3mwurqaOM2RNj0LHvu5HEoPoAXgzwD808CywkMoeRA8YHGPsb6Hxs7PfMz0e0dliKSpVe163PO4UONuKixtnL9FZY0lnaglqo+kLqIdBBk6MQXA5wF8OrT8AUx2Yt4ft68yBDyISwnLwWDAeGUO5jqrjI/L004SLzpvAY9rn+kRnZbOFhcXjcfRVHQufDxM4a26hE2CIIOA//L4i38XwKNjOwXAA3AZozTCywCW4vZVtoDHXYQiUusCQVWxoGC6Cmmch5tEhG0hlLj2mN6PmwEnWDmRMe/sFvV7ho+HydFyuZnWoeMyCOo4kCdv8vCQOBjIbsEwVBIPOM8MAdO+oiZACMdHbe/b8o2D7WT/ST7nkamMsF8gzZZt5OKs1QlQwEekvbiYVuhmfhgqTihdYuBpH3XzLlsbFOeox/dg9sxdd91V+jGou/kjI03HI27GIJcnIP+8q0tsHBTww7he6MHhuHw0tlu327VeWFnCG64kvcn63phr/jhv5MWaL9AukzabziXb8UnaP1MFQAE/jMsoS9eaCyavbJ6s1WpZL7xpDaaI8pJdJgF2aRvFezpmm2rPP5eCxyMqRh4VLg1P01fkeZgnoIBPMhgMIlOSms2mdbSf6cRYXFyc2G4e08r8mhJpHm3zrB5oipu6hHaSvk8rx2xCGxTo4DyqwWu5bsPqQQGfxNbRFcdgED2Tevhit2W0LCwsWD0Mk+Xt2edZ68U2h2Xco21enk/c/tNmodj2TZuu2UIdrn0p9MBrLuBFFcqKexzPw/LKU8+7raZQQ3g2+SJjj0V4VgybVMtsA3Nchbluw+ox7wIe9qyyVqyLE4q6xMBNoprUTHWyoy6SIkfG5e1ZMWxSLYtLBU1yA0/TaV5W5grmWcCjLsJ2u22sQOjCLHjgwe/d7/cT7zeuMmAeYpr0gkniWbnsm553eRZ1HNN2RPvrZBHcMr12zLOA2+LdpgvYJVaaR4dX0o5OUwpUVvM98STrx5E1nJH2gnER5qh9R5WrrcuT1Cxao9HQxcXFg+Nhm1jc1v+S9PwxnQtjZKMAAAutSURBVENlxs0xzwKeVEhchSNJh5jtRHUVieBnhDtSb7vttkwXi8voteBv4RIGyXrCF3nBuHxXm8dHm54dOXIkdp1w/4vtuMWdP6br37S/aWSuYJ4FPKkQFCEcpn0mEe8gthGBaczlRgPcqu7meoNLGgN3uenlccG4/lZRMVda9Wx1ddV63iU5f0zXqq32StFgngU86aN4UZkMUfnJps+xtTVusEzwdbvdPvBG/BPQtH8Xr9QWJ486kcNPKTbxdw07TcsD93+r8HdgPZzqmX+cXI5t3Plju7kzBl4SSTrDinp0D7ch7iQztTXLtrbfImvGhcsNzvbbuoY18rhgTAO5XI55XI4/rRzzz+Ws54/tHGUWSg2YVm9z2huFzUPIOsP2YJC+HrrLDc725JC0pGyWNDCX7xM3YMTfj/97hUf92TrdaMWY7RwK1jSKO0eqliMOCngypnGnTXui2ATIJOBJvk+aWLrrCZ7GAzd5wUl/uyRPGK4XuwtJsntoxVhSAS7L0zYBCng1SetFmk5U04CFJGLn6qH6luQEt7UlSTvTPL3k4Xmnhdks+dmRI0cSOxllC3BWkGFGns8BeBbAY4FlSwAuYTQbzyUAd8TtRynguZJkJGlSsTPlSIfjvlknCs4SFknT0exy0efpeQehF56fxdUDdz3P6wQyCPi7AbwVkwJ+Pybnw/xU3H6UAp4rSbzVNGIXJaRVeqwswgPPa5BQkDQjXGlu5tKRHMxOyfO4TpvUAj7aFishAU88I71SwHPH9aRL21laZfKKgQdn03ER7ySfSa+7GlbEuTRt8hbwF0Pvv2DZdg3ANoDt5eXlqX1hcos6nKBpyJKFksbTcrkRuo6+pU3HTB3gwXMga2G7aVCagAeNHng008p4qfIjYtWI+r3iQlFZ8+hp+Zrr6GCTVWlyh7wFnCGUnJhV77jOmI5JXH0NZppUy5JkL5mOaVVAzgL+ACY7Me932Q8F/DCzGJ+uO6ZjklddlNXVVYp9wWa6flxDW1VzopAhC+ULAJ4B8AqApwF8DIAH4DJGaYSXASzF7Ucp4JFUYW4+hlcmsR2TJOlrYWs2m9rv9w8+hyI++dvmta80YxxspaWrQGoBz9Mo4Icp2wNnCOcwLsckjSfnUthrHi3vDt+kmUh1GKVJAa8oZQto2TeQKuJyTJJ6cqZ99vv9ufTEg3Vj8tyvy3mbRYDLul4p4BWmzBBGFUI4VSTumORVnmDe0g2jBDZuoJNrB/E0hLQsh4cCTiKhB56eoguEzZqZBNa2TfC3jgo3JR2IldVRKsvhoYCTSMoO4cwLeYcK6mAu0+7ZfpuwEzEYRE+V5loCIY/znB44qRzMQimeeRzkYzqXgueb53mRMxzlWYUyy3Yux5ExcELmgKBw5VHgyk9rTNoJ6s9rmuYz/Y5Xl9mMosTN5UbmeV6uVSizbBd3HJmFQsgcYhKyo0ePaqPRcPZwg/tLEmdPMyWcX2p3MBjowsKC83bBdrqEkmxecdkeeFlQwAmpGCZPzsWrjnpsd/Wq03j/wbKsST3+oJfrcpMJe8XhkEvY+59mDLwsKOCEVJBgvXDXkZqmSSdcvNsscXifpNtl8cCjhLfdbqvneYlDGHXu66GAE1IxbB6zaaSmzWuM82590UqTERMcoGRbL847HgySzRpf99BHXlDACakYcaEMv8PQ1Ws0eexHjx6dWC9pB2bUdHomkXfxcm37CK/PgWYjKOCEVIyk4Yc4TAIenlbMxQNvNpuxEx6ERd41JJHEq6YHPsIk4A0QQkqh2WzGrnPlyhXn/V27di1yuapibW0Nw+HQeZ/7+/vY39/Hzs6Ocb8+3W4XDz74IHq9nlM7NzY20Ol0JpZ1Oh1sbGxkWncuiVL1ooweOCG3cAllJPE04zxrf19JOxJt66cNZYQzS2ydknXufMwLMIRCSPWwzVqfpsypLcskydRvwcE0thzzrKGMuqf3TQsKOCEVJw9PczAYGG8I4fS8oAd89OhR6w2k3+8fEvE8hJYxbjco4ITMCWm8WhchLSKUwSwTN0wCLqP30iEiHwBwHkATwGdV9ZO29U+ePKnb29upP48Q4sZwOMT6+jquXLmC5eVlbGxsWDsZG40GorRARLC/v19YO1dWVrC7u3toebfbxc7OTmGfWzdE5GFVPRlenjoLRUSaAP49gA8CuAvAb4rIXembSAjJi16vh52dnYNMkrgMkeXl5UTL84JZJtnIkkb4dgD/R1X/r6peB/BFAB/Op1mEkGlSlpD2ej1sbm6i2+1CRNDtdrG5uemckjjvLGTY9mcA/FXg9dMA3hFeSUTWAKwBxd/NCSHp8AUzSdglz8+mYKcjiwcuEcsOBdFUdVNVT6rqyePHj2f4OEJImOFwiJWVFTQaDaysrBwM1klD0rALKZ8sHvjTAN4QeP16AD/I1hxCiCvD4RBra2vY29sDAOzu7mJtbQ0AKL5zQhYP/H8CuFNEflZE2gB+A8BX8mkWISSO9fX1A/H22dvbw/r6ekktItMmtQeuqjdE5LcB/BlGaYSfU9XHc2sZIcSKqaZJkvoppN5kCaFAVS8CuJhTWwghCVheXo7MoWaywPzAaoSE1BTmUBMKOCE1hTnUJNNQ+qRwKD0hhCQn96H0hBBCyoUCTgghNYUCTgghNYUCTgghNYUCTgghNWWqWSgi8hyAwyMP4jkG4PmcmzMt6tx2oN7tr3PbgXq3n23Pl66qHqoGOFUBT4uIbEel0NSBOrcdqHf769x2oN7tZ9unA0MohBBSUyjghBBSU+oi4JtlNyADdW47UO/217ntQL3bz7ZPgVrEwAkhhBymLh44IYSQEBRwQgipKZUTcBH5nIg8KyKPBZYticglEXlq/PeOMttoQkTeICJ/LiJPiMjjInLfeHnl2y8iR0TkWyLynXHb/2C8vPJt9xGRpog8IiJfHb+uU9t3ROQvReRREdkeL6tF+0Xk1SLyJRH53vjc/6Uatf1N49/ct5dE5ON1aX/lBBzAHwH4QGjZOQCXVfVOAJfHr6vIDQD/TFX/NoB3AvgtEbkL9Wj/3wB4n6r+AoC7AXxARN6JerTd5z4ATwRe16ntAPBeVb07kINcl/afB/BfVfXnAfwCRsegFm1X1SfHv/ndAN4GYA/An6Im7YeqVs4ArAB4LPD6SQAnxv+fAPBk2W10/B5fBvD+urUfQAfAtwG8oy5tB/B6jC609wH4at3OGwA7AI6FllW+/QB+CsD3MU6IqFPbI77LrwL4Rp3aX0UPPIrXquozADD++5qS2xOLiKwA+EUA30RN2j8OQTwK4FkAl1S1Nm0H8GkAnwCwH1hWl7YDgAL4mog8LCJr42V1aP/PAXgOwIPj8NVnRWQR9Wh7mN8A8IXx/7Vof10EvFaIyFEA/wnAx1X1pbLb44qq3tTRo+TrAbxdRN5cdptcEJEPAXhWVR8uuy0ZeJeqvhXABzEKvb277AY5sgDgrQD+g6r+IoCfoKrhBgsi0gbw6wD+Y9ltSUJdBPxHInICAMZ/ny25PUZEpIWReA9V9U/Gi2vTfgBQ1RcB/AVGfRF1aPu7APy6iOwA+CKA94nIAPVoOwBAVX8w/vssRjHYt6Me7X8awNPjpzUA+BJGgl6Htgf5IIBvq+qPxq9r0f66CPhXAJwe/38ao9hy5RARAfCHAJ5Q1X8XeKvy7ReR4yLy6vH/twP4FQDfQw3arqq/q6qvV9UVjB6D/5uq3oMatB0ARGRRRF7l/49RLPYx1KD9qvpDAH8lIm8aL1oF8L9Qg7aH+E3cCp8AdWl/2UH4iI6ELwB4BsArGN3dPwbAw6iD6qnx36Wy22lo+y9jFMv8LoBHx3aqDu0H8BYAj4zb/hiA3xsvr3zbQ9/jPbjViVmLtmMUR/7O2B4HsF6z9t8NYHt87vxnAHfUpe3j9ncAXAXw04FltWg/h9ITQkhNqUsIhRBCSAgKOCGE1BQKOCGE1BQKOCGE1BQKOCGE1BQKOCGE1BQKOCGE1JT/D++KDKuJYAHvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x1,y1,color=\"black\")\n",
    "plt.scatter(x2,y2,color=\"black\")\n",
    "plt.scatter(x3,y3,color=\"black\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:04.072581Z",
     "iopub.status.busy": "2021-01-03T18:12:04.071057Z",
     "iopub.status.idle": "2021-01-03T18:12:07.848965Z",
     "shell.execute_reply": "2021-01-03T18:12:07.849739Z"
    },
    "papermill": {
     "duration": 3.809105,
     "end_time": "2021-01-03T18:12:07.849932",
     "exception": false,
     "start_time": "2021-01-03T18:12:04.040827",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "wcss=[] #kendi listemizi actik\n",
    "\n",
    "for k in range(1,15): #for icinde 1 den 15 e kadar deneyecek\n",
    "    kmeans=KMeans(n_clusters=k)\n",
    "    kmeans.fit(data)\n",
    "    wcss.append(kmeans.inertia_) #toplam formülünde ki yapi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:07.940258Z",
     "iopub.status.busy": "2021-01-03T18:12:07.931653Z",
     "iopub.status.idle": "2021-01-03T18:12:08.149636Z",
     "shell.execute_reply": "2021-01-03T18:12:08.148876Z"
    },
    "papermill": {
     "duration": 0.258765,
     "end_time": "2021-01-03T18:12:08.149808",
     "exception": false,
     "start_time": "2021-01-03T18:12:07.891043",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(range(1,15),wcss)\n",
    "plt.xlabel(\"number of k (cluster) values\")\n",
    "plt.ylabel(\"wcss\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:08.211170Z",
     "iopub.status.busy": "2021-01-03T18:12:08.210410Z",
     "iopub.status.idle": "2021-01-03T18:12:08.537655Z",
     "shell.execute_reply": "2021-01-03T18:12:08.536915Z"
    },
    "papermill": {
     "duration": 0.363863,
     "end_time": "2021-01-03T18:12:08.537779",
     "exception": false,
     "start_time": "2021-01-03T18:12:08.173916",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#k =3 icin denemeye yaptik\n",
    "\n",
    "kmeans2=KMeans(n_clusters =3)\n",
    "clusters=kmeans2.fit_predict(data)#kmeans2 degerlerini fit edip predictle ve clusters olarak ekle\n",
    "\n",
    "\n",
    "data[\"label\"]=clusters\n",
    "\n",
    "plt.scatter(data.x[data.label == 0],data.y[data.label ==0],color =\"red\")\n",
    "plt.scatter(data.x[data.label == 1],data.y[data.label ==1],color =\"green\")\n",
    "plt.scatter(data.x[data.label == 2],data.y[data.label ==2],color =\"blue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021465,
     "end_time": "2021-01-03T18:12:08.581832",
     "exception": false,
     "start_time": "2021-01-03T18:12:08.560367",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Cluster Centers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-03T18:12:08.646156Z",
     "iopub.status.busy": "2021-01-03T18:12:08.644827Z",
     "iopub.status.idle": "2021-01-03T18:12:08.849678Z",
     "shell.execute_reply": "2021-01-03T18:12:08.848655Z"
    },
    "papermill": {
     "duration": 0.244633,
     "end_time": "2021-01-03T18:12:08.849931",
     "exception": false,
     "start_time": "2021-01-03T18:12:08.605298",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#centerslarini bulduk(merkezlerini)\n",
    "plt.scatter(data.x[data.label == 0],data.y[data.label ==0],color =\"orange\")\n",
    "plt.scatter(data.x[data.label == 1],data.y[data.label ==1],color =\"green\")\n",
    "plt.scatter(data.x[data.label == 2],data.y[data.label ==2],color =\"yellow\")\n",
    "plt.scatter(kmeans2.cluster_centers_[:,0],kmeans2.cluster_centers_[:,1],color =\"red\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "papermill": {
   "duration": 12.04308,
   "end_time": "2021-01-03T18:12:08.989547",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2021-01-03T18:11:56.946467",
   "version": "2.1.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}