Assignment 3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "32fda171",
   "metadata": {},
   "source": [
    "## DMML Assignment 3\n",
    "\n",
    "Sampad Kumar Kar and Shankar Ram Vasudevan"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fcb2b37",
   "metadata": {},
   "source": [
    "## Importing requried packages and models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "df315183",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import time\n",
    "import mnist_reader\n",
    "\n",
    "from sklearn.metrics import pairwise_distances_argmin_min\n",
    "from sklearn.metrics import pairwise_distances\n",
    "from tqdm import tqdm\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.cluster import KMeans\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd46c531",
   "metadata": {},
   "source": [
    "## Importing required Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d1c43cf7",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"C:/Users/Shankar/Desktop/assignments/DMML/Assignments\"\n",
    "\n",
    "X_train, y_train = mnist_reader.load_mnist(path ,kind='train')\n",
    "X_test, y_test = mnist_reader.load_mnist(path, kind='t10k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b150b892",
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster = []\n",
    "misclassification_rate = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9215aeb1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 100 \n",
      "  Threshold value :  1000 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120132238298.0\n",
      "Iteration 1, inertia 83428347852.38618\n",
      "Iteration 2, inertia 81518543958.73846\n",
      "Iteration 3, inertia 80828162284.43143\n",
      "Iteration 4, inertia 80455176630.8694\n",
      "Iteration 5, inertia 80183692459.21805\n",
      "Iteration 6, inertia 79967474539.22104\n",
      "Iteration 7, inertia 79799797974.48108\n",
      "Iteration 8, inertia 79671024139.0567\n",
      "Iteration 9, inertia 79590459667.07025\n",
      "Iteration 10, inertia 79539553466.72966\n",
      "Iteration 11, inertia 79498283068.04366\n",
      "Iteration 12, inertia 79461460840.50749\n",
      "Iteration 13, inertia 79432244032.78595\n",
      "Iteration 14, inertia 79406384914.66327\n",
      "Iteration 15, inertia 79381000254.05458\n",
      "Iteration 16, inertia 79356474649.14153\n",
      "Iteration 17, inertia 79335430749.96332\n",
      "Iteration 18, inertia 79314005421.70578\n",
      "Iteration 19, inertia 79289081357.83286\n",
      "Iteration 20, inertia 79264590095.72246\n",
      "Iteration 21, inertia 79243313460.55847\n",
      "Iteration 22, inertia 79227580649.27908\n",
      "Iteration 23, inertia 79216522457.63663\n",
      "Iteration 24, inertia 79206769047.62433\n",
      "Iteration 25, inertia 79198365054.6079\n",
      "Iteration 26, inertia 79190917324.75017\n",
      "Iteration 27, inertia 79184142118.99927\n",
      "Iteration 28, inertia 79178898321.23334\n",
      "Iteration 29, inertia 79174494229.64279\n",
      "Iteration 30, inertia 79170608865.42668\n",
      "Iteration 31, inertia 79167192775.17001\n",
      "Iteration 32, inertia 79163893942.49823\n",
      "Iteration 33, inertia 79160216769.87729\n",
      "Iteration 34, inertia 79156154641.91174\n",
      "Iteration 35, inertia 79151633766.10677\n",
      "Iteration 36, inertia 79146322350.98503\n",
      "Iteration 37, inertia 79139775658.61478\n",
      "Iteration 38, inertia 79131581017.03264\n",
      "Iteration 39, inertia 79123145240.37817\n",
      "Iteration 40, inertia 79114483609.48991\n",
      "Iteration 41, inertia 79107019944.39757\n",
      "Iteration 42, inertia 79102786141.47704\n",
      "Iteration 43, inertia 79098996988.02525\n",
      "Iteration 44, inertia 79095914988.8666\n",
      "Iteration 45, inertia 79092966155.47209\n",
      "Iteration 46, inertia 79090243672.74368\n",
      "Iteration 47, inertia 79087599995.59134\n",
      "Iteration 48, inertia 79084533900.89137\n",
      "Iteration 49, inertia 79081478493.23837\n",
      "Iteration 50, inertia 79077774308.40936\n",
      "Iteration 51, inertia 79074925241.5888\n",
      "Iteration 52, inertia 79072109434.66586\n",
      "Iteration 53, inertia 79070018828.44093\n",
      "Iteration 54, inertia 79068236933.67642\n",
      "Iteration 55, inertia 79066480973.77231\n",
      "Iteration 56, inertia 79064575523.26746\n",
      "Iteration 57, inertia 79062516825.84383\n",
      "Iteration 58, inertia 79059964216.259\n",
      "Iteration 59, inertia 79058138663.19252\n",
      "Iteration 60, inertia 79056870725.80457\n",
      "Iteration 61, inertia 79055640836.1558\n",
      "Iteration 62, inertia 79054453795.92334\n",
      "Iteration 63, inertia 79053002673.39735\n",
      "Iteration 64, inertia 79051237954.24223\n",
      "Iteration 65, inertia 79048585077.49931\n",
      "Iteration 66, inertia 79044674737.23111\n",
      "Iteration 67, inertia 79040900788.29291\n",
      "Iteration 68, inertia 79037122634.21112\n",
      "Iteration 69, inertia 79033755864.43\n",
      "Iteration 70, inertia 79030078409.04387\n",
      "Iteration 71, inertia 79025904217.29547\n",
      "Iteration 72, inertia 79020890119.5375\n",
      "Iteration 73, inertia 79015241023.75409\n",
      "Iteration 74, inertia 79009810915.3063\n",
      "Iteration 75, inertia 79003508263.06868\n",
      "Iteration 76, inertia 78998301062.55775\n",
      "Iteration 77, inertia 78995046133.12828\n",
      "Iteration 78, inertia 78992289335.25381\n",
      "Iteration 79, inertia 78990307671.42583\n",
      "Iteration 80, inertia 78988665431.57681\n",
      "Iteration 81, inertia 78986707947.1761\n",
      "Iteration 82, inertia 78984819057.77272\n",
      "Iteration 83, inertia 78983081707.10693\n",
      "Iteration 84, inertia 78981452740.14558\n",
      "Iteration 85, inertia 78979864233.27402\n",
      "Iteration 86, inertia 78978192378.50038\n",
      "Iteration 87, inertia 78976814449.38516\n",
      "Iteration 88, inertia 78975631473.58386\n",
      "Iteration 89, inertia 78974630500.37822\n",
      "Iteration 90, inertia 78973741375.00323\n",
      "Iteration 91, inertia 78972506558.57385\n",
      "Iteration 92, inertia 78971402050.34744\n",
      "Iteration 93, inertia 78970400670.00833\n",
      "Iteration 94, inertia 78969453647.26419\n",
      "Iteration 95, inertia 78968651075.44717\n",
      "Iteration 96, inertia 78967887707.51277\n",
      "Iteration 97, inertia 78967214661.90485\n",
      "Iteration 98, inertia 78966740147.48813\n",
      "Iteration 99, inertia 78966334793.88443\n",
      "Iteration 100, inertia 78965959583.96518\n",
      "Iteration 101, inertia 78965619490.43628\n",
      "Iteration 102, inertia 78965280933.00058\n",
      "Iteration 103, inertia 78964896649.1575\n",
      "Iteration 104, inertia 78964437314.20781\n",
      "Iteration 105, inertia 78964002414.22298\n",
      "Iteration 106, inertia 78963587813.59932\n",
      "Iteration 107, inertia 78963286175.1313\n",
      "Iteration 108, inertia 78962956201.92516\n",
      "Iteration 109, inertia 78962681999.63217\n",
      "Iteration 110, inertia 78962450116.93704\n",
      "Iteration 111, inertia 78962144615.65945\n",
      "Iteration 112, inertia 78961666822.1307\n",
      "Iteration 113, inertia 78961264828.67897\n",
      "Iteration 114, inertia 78960927852.66986\n",
      "Iteration 115, inertia 78960626102.60152\n",
      "Iteration 116, inertia 78960418644.04373\n",
      "Iteration 117, inertia 78960115114.37163\n",
      "Iteration 118, inertia 78959674254.98184\n",
      "Iteration 119, inertia 78959308457.98012\n",
      "Iteration 120, inertia 78958939569.1077\n",
      "Iteration 121, inertia 78958614839.4573\n",
      "Iteration 122, inertia 78958350916.1513\n",
      "Iteration 123, inertia 78958093386.60718\n",
      "Iteration 124, inertia 78957810196.15823\n",
      "Iteration 125, inertia 78957645950.72064\n",
      "Iteration 126, inertia 78957383432.7584\n",
      "Iteration 127, inertia 78957168203.79803\n",
      "Iteration 128, inertia 78956959856.02963\n",
      "Iteration 129, inertia 78956651366.21437\n",
      "Iteration 130, inertia 78956400759.54012\n",
      "Iteration 131, inertia 78956047920.14473\n",
      "Iteration 132, inertia 78955803280.61778\n",
      "Iteration 133, inertia 78955661762.58563\n",
      "Iteration 134, inertia 78955523652.29816\n",
      "Iteration 135, inertia 78955338636.27899\n",
      "Iteration 136, inertia 78955157880.09724\n",
      "Iteration 137, inertia 78955018169.68571\n",
      "Iteration 138, inertia 78954901397.56\n",
      "Iteration 139, inertia 78954819279.6127\n",
      "Iteration 140, inertia 78954741687.51088\n",
      "Iteration 141, inertia 78954622511.40483\n",
      "Iteration 142, inertia 78954461821.02797\n",
      "Iteration 143, inertia 78954235769.06805\n",
      "Iteration 144, inertia 78954079070.08633\n",
      "Iteration 145, inertia 78953927062.77623\n",
      "Iteration 146, inertia 78953833674.54549\n",
      "Iteration 147, inertia 78953756307.96616\n",
      "Iteration 148, inertia 78953694087.38977\n",
      "Iteration 149, inertia 78953652248.75537\n",
      "Iteration 150, inertia 78953628935.20776\n",
      "Iteration 151, inertia 78953616762.0056\n",
      "Iteration 152, inertia 78953612151.25565\n",
      "Iteration 153, inertia 78953609911.26569\n",
      "Converged at iteration 153: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120292034558.0\n",
      "Iteration 1, inertia 82848061400.81018\n",
      "Iteration 2, inertia 80926663756.6737\n",
      "Iteration 3, inertia 80281376366.71806\n",
      "Iteration 4, inertia 79969234202.63559\n",
      "Iteration 5, inertia 79767299712.05289\n",
      "Iteration 6, inertia 79613605795.54373\n",
      "Iteration 7, inertia 79485546308.96773\n",
      "Iteration 8, inertia 79381553638.284\n",
      "Iteration 9, inertia 79288007471.5464\n",
      "Iteration 10, inertia 79204423500.31572\n",
      "Iteration 11, inertia 79133511750.4556\n",
      "Iteration 12, inertia 79081493273.36835\n",
      "Iteration 13, inertia 79043869885.91557\n",
      "Iteration 14, inertia 79009244601.89926\n",
      "Iteration 15, inertia 78982589306.268\n",
      "Iteration 16, inertia 78960825500.04753\n",
      "Iteration 17, inertia 78943647002.98914\n",
      "Iteration 18, inertia 78931488300.94836\n",
      "Iteration 19, inertia 78920719836.99231\n",
      "Iteration 20, inertia 78912193549.33987\n",
      "Iteration 21, inertia 78904483770.52554\n",
      "Iteration 22, inertia 78897668084.80536\n",
      "Iteration 23, inertia 78891333702.56834\n",
      "Iteration 24, inertia 78886326641.42363\n",
      "Iteration 25, inertia 78881460742.09567\n",
      "Iteration 26, inertia 78877560938.22484\n",
      "Iteration 27, inertia 78874364920.07346\n",
      "Iteration 28, inertia 78871565712.12906\n",
      "Iteration 29, inertia 78869291494.22382\n",
      "Iteration 30, inertia 78867149796.41447\n",
      "Iteration 31, inertia 78865304017.55394\n",
      "Iteration 32, inertia 78863411066.4057\n",
      "Iteration 33, inertia 78861570841.73166\n",
      "Iteration 34, inertia 78859480679.0067\n",
      "Iteration 35, inertia 78857421988.4635\n",
      "Iteration 36, inertia 78855505353.32574\n",
      "Iteration 37, inertia 78853612674.61752\n",
      "Iteration 38, inertia 78851684577.97551\n",
      "Iteration 39, inertia 78850045918.83939\n",
      "Iteration 40, inertia 78848365540.9633\n",
      "Iteration 41, inertia 78847182072.43967\n",
      "Iteration 42, inertia 78845658938.238\n",
      "Iteration 43, inertia 78844340702.86038\n",
      "Iteration 44, inertia 78842930244.51904\n",
      "Iteration 45, inertia 78841836821.77147\n",
      "Iteration 46, inertia 78840710409.20865\n",
      "Iteration 47, inertia 78839042989.85655\n",
      "Iteration 48, inertia 78837180893.48972\n",
      "Iteration 49, inertia 78834858535.63388\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 50, inertia 78831964613.12149\n",
      "Iteration 51, inertia 78829520332.24446\n",
      "Iteration 52, inertia 78827601566.2226\n",
      "Iteration 53, inertia 78825336195.27052\n",
      "Iteration 54, inertia 78823512547.9171\n",
      "Iteration 55, inertia 78821700385.06766\n",
      "Iteration 56, inertia 78819830066.47656\n",
      "Iteration 57, inertia 78817840782.0354\n",
      "Iteration 58, inertia 78815730241.2354\n",
      "Iteration 59, inertia 78813789028.66254\n",
      "Iteration 60, inertia 78812102602.60013\n",
      "Iteration 61, inertia 78810695869.0024\n",
      "Iteration 62, inertia 78809326056.06775\n",
      "Iteration 63, inertia 78808184500.95506\n",
      "Iteration 64, inertia 78807025820.91385\n",
      "Iteration 65, inertia 78805650035.47379\n",
      "Iteration 66, inertia 78804540585.91023\n",
      "Iteration 67, inertia 78803443556.26222\n",
      "Iteration 68, inertia 78802685872.20459\n",
      "Iteration 69, inertia 78801829854.65083\n",
      "Iteration 70, inertia 78800910007.98894\n",
      "Iteration 71, inertia 78800073161.2504\n",
      "Iteration 72, inertia 78799355895.94876\n",
      "Iteration 73, inertia 78798483776.3035\n",
      "Iteration 74, inertia 78797472404.55307\n",
      "Iteration 75, inertia 78796435457.56458\n",
      "Iteration 76, inertia 78795238977.58948\n",
      "Iteration 77, inertia 78793965967.53818\n",
      "Iteration 78, inertia 78793166529.01053\n",
      "Iteration 79, inertia 78792596685.93698\n",
      "Iteration 80, inertia 78792000527.51538\n",
      "Iteration 81, inertia 78791363299.24452\n",
      "Iteration 82, inertia 78790758603.32237\n",
      "Iteration 83, inertia 78790070053.17044\n",
      "Iteration 84, inertia 78789364945.6176\n",
      "Iteration 85, inertia 78788575228.89552\n",
      "Iteration 86, inertia 78787556641.48009\n",
      "Iteration 87, inertia 78786681040.14478\n",
      "Iteration 88, inertia 78786024533.99837\n",
      "Iteration 89, inertia 78785329408.92342\n",
      "Iteration 90, inertia 78784320687.03242\n",
      "Iteration 91, inertia 78783373057.56721\n",
      "Iteration 92, inertia 78782385315.71852\n",
      "Iteration 93, inertia 78781494286.57959\n",
      "Iteration 94, inertia 78780888104.89197\n",
      "Iteration 95, inertia 78780329225.48024\n",
      "Iteration 96, inertia 78779816904.365\n",
      "Iteration 97, inertia 78779353879.37741\n",
      "Iteration 98, inertia 78778825255.97523\n",
      "Iteration 99, inertia 78778186582.6915\n",
      "Iteration 100, inertia 78777422064.42297\n",
      "Iteration 101, inertia 78776660139.35622\n",
      "Iteration 102, inertia 78775484555.28578\n",
      "Iteration 103, inertia 78774030841.09193\n",
      "Iteration 104, inertia 78772911926.39862\n",
      "Iteration 105, inertia 78772006478.76407\n",
      "Iteration 106, inertia 78771065036.85417\n",
      "Iteration 107, inertia 78770266811.54184\n",
      "Iteration 108, inertia 78769559495.99417\n",
      "Iteration 109, inertia 78768664110.8995\n",
      "Iteration 110, inertia 78767750949.1304\n",
      "Iteration 111, inertia 78766536901.60353\n",
      "Iteration 112, inertia 78765152494.72339\n",
      "Iteration 113, inertia 78763517214.4911\n",
      "Iteration 114, inertia 78761963038.0434\n",
      "Iteration 115, inertia 78760263274.80151\n",
      "Iteration 116, inertia 78759005441.84576\n",
      "Iteration 117, inertia 78758236314.11626\n",
      "Iteration 118, inertia 78757196979.855\n",
      "Iteration 119, inertia 78756150945.56148\n",
      "Iteration 120, inertia 78755427108.82292\n",
      "Iteration 121, inertia 78754907083.7495\n",
      "Iteration 122, inertia 78754445917.5415\n",
      "Iteration 123, inertia 78753942603.4465\n",
      "Iteration 124, inertia 78753474220.31029\n",
      "Iteration 125, inertia 78753199403.35623\n",
      "Iteration 126, inertia 78753075009.48619\n",
      "Iteration 127, inertia 78752942171.87624\n",
      "Iteration 128, inertia 78752700426.65486\n",
      "Iteration 129, inertia 78752424691.99326\n",
      "Iteration 130, inertia 78752214209.1922\n",
      "Iteration 131, inertia 78752039948.79826\n",
      "Iteration 132, inertia 78751905751.03838\n",
      "Iteration 133, inertia 78751677862.84186\n",
      "Iteration 134, inertia 78751506446.43434\n",
      "Iteration 135, inertia 78751405400.45125\n",
      "Iteration 136, inertia 78751310028.28795\n",
      "Iteration 137, inertia 78751188399.34647\n",
      "Iteration 138, inertia 78751060502.94458\n",
      "Iteration 139, inertia 78750936053.76079\n",
      "Iteration 140, inertia 78750788693.37778\n",
      "Iteration 141, inertia 78750665395.3989\n",
      "Iteration 142, inertia 78750492119.25218\n",
      "Iteration 143, inertia 78750395604.6256\n",
      "Iteration 144, inertia 78750301151.68387\n",
      "Iteration 145, inertia 78750146677.76472\n",
      "Iteration 146, inertia 78750031038.06496\n",
      "Iteration 147, inertia 78749970772.67064\n",
      "Iteration 148, inertia 78749962757.84062\n",
      "Iteration 149, inertia 78749934025.7468\n",
      "Iteration 150, inertia 78749924251.4344\n",
      "Converged at iteration 150: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120493615730.0\n",
      "Iteration 1, inertia 83407492426.26698\n",
      "Iteration 2, inertia 81460004460.94846\n",
      "Iteration 3, inertia 80695917698.08334\n",
      "Iteration 4, inertia 80249537003.67937\n",
      "Iteration 5, inertia 79940372064.39478\n",
      "Iteration 6, inertia 79735917134.70895\n",
      "Iteration 7, inertia 79607578709.12419\n",
      "Iteration 8, inertia 79510867689.6362\n",
      "Iteration 9, inertia 79427595020.5148\n",
      "Iteration 10, inertia 79349508853.95078\n",
      "Iteration 11, inertia 79286190259.52243\n",
      "Iteration 12, inertia 79237330798.92813\n",
      "Iteration 13, inertia 79195715191.41693\n",
      "Iteration 14, inertia 79163768457.23006\n",
      "Iteration 15, inertia 79136492985.75302\n",
      "Iteration 16, inertia 79108928351.34015\n",
      "Iteration 17, inertia 79077019349.70198\n",
      "Iteration 18, inertia 79044383061.50592\n",
      "Iteration 19, inertia 79018063144.57332\n",
      "Iteration 20, inertia 78996726928.52824\n",
      "Iteration 21, inertia 78979699439.31837\n",
      "Iteration 22, inertia 78965051655.41246\n",
      "Iteration 23, inertia 78952481492.02478\n",
      "Iteration 24, inertia 78944184934.77023\n",
      "Iteration 25, inertia 78937097746.48407\n",
      "Iteration 26, inertia 78929557660.67816\n",
      "Iteration 27, inertia 78922167881.75291\n",
      "Iteration 28, inertia 78915201101.88023\n",
      "Iteration 29, inertia 78907302839.2472\n",
      "Iteration 30, inertia 78898784241.72345\n",
      "Iteration 31, inertia 78889195322.7811\n",
      "Iteration 32, inertia 78879945648.69492\n",
      "Iteration 33, inertia 78871466264.42067\n",
      "Iteration 34, inertia 78863929384.96555\n",
      "Iteration 35, inertia 78856620833.38075\n",
      "Iteration 36, inertia 78850812227.69658\n",
      "Iteration 37, inertia 78845848314.87407\n",
      "Iteration 38, inertia 78841274887.43536\n",
      "Iteration 39, inertia 78837019228.20294\n",
      "Iteration 40, inertia 78832713825.9154\n",
      "Iteration 41, inertia 78828940493.29951\n",
      "Iteration 42, inertia 78826214064.42543\n",
      "Iteration 43, inertia 78823811609.65852\n",
      "Iteration 44, inertia 78821831583.03316\n",
      "Iteration 45, inertia 78820368321.39673\n",
      "Iteration 46, inertia 78818833852.64764\n",
      "Iteration 47, inertia 78817203121.29544\n",
      "Iteration 48, inertia 78816029816.24147\n",
      "Iteration 49, inertia 78815040415.16696\n",
      "Iteration 50, inertia 78814228292.80109\n",
      "Iteration 51, inertia 78813248534.64851\n",
      "Iteration 52, inertia 78812111558.07924\n",
      "Iteration 53, inertia 78810748251.62285\n",
      "Iteration 54, inertia 78809163395.06714\n",
      "Iteration 55, inertia 78807442302.76794\n",
      "Iteration 56, inertia 78805782144.36806\n",
      "Iteration 57, inertia 78804125219.87064\n",
      "Iteration 58, inertia 78802024626.79086\n",
      "Iteration 59, inertia 78799848386.80829\n",
      "Iteration 60, inertia 78798165437.77315\n",
      "Iteration 61, inertia 78796993754.89468\n",
      "Iteration 62, inertia 78795838693.48965\n",
      "Iteration 63, inertia 78794574206.18776\n",
      "Iteration 64, inertia 78793185119.12628\n",
      "Iteration 65, inertia 78792046671.46451\n",
      "Iteration 66, inertia 78791234221.21584\n",
      "Iteration 67, inertia 78790374015.97572\n",
      "Iteration 68, inertia 78789603354.90257\n",
      "Iteration 69, inertia 78788947696.42311\n",
      "Iteration 70, inertia 78788210609.5145\n",
      "Iteration 71, inertia 78787662653.45985\n",
      "Iteration 72, inertia 78787084359.87784\n",
      "Iteration 73, inertia 78786516691.3167\n",
      "Iteration 74, inertia 78785984112.03262\n",
      "Iteration 75, inertia 78785494089.09561\n",
      "Iteration 76, inertia 78785035032.27669\n",
      "Iteration 77, inertia 78784478580.19064\n",
      "Iteration 78, inertia 78783840945.70955\n",
      "Iteration 79, inertia 78783244616.75185\n",
      "Iteration 80, inertia 78782738001.82355\n",
      "Iteration 81, inertia 78782357400.59056\n",
      "Iteration 82, inertia 78782018757.35965\n",
      "Iteration 83, inertia 78781709033.68091\n",
      "Iteration 84, inertia 78781330705.98439\n",
      "Iteration 85, inertia 78780855309.86234\n",
      "Iteration 86, inertia 78780384492.71422\n",
      "Iteration 87, inertia 78779911788.06741\n",
      "Iteration 88, inertia 78779359897.63187\n",
      "Iteration 89, inertia 78778896775.92932\n",
      "Iteration 90, inertia 78778310795.0931\n",
      "Iteration 91, inertia 78777700696.36766\n",
      "Iteration 92, inertia 78777171358.62616\n",
      "Iteration 93, inertia 78776524279.04263\n",
      "Iteration 94, inertia 78775938279.27246\n",
      "Iteration 95, inertia 78775410553.1188\n",
      "Iteration 96, inertia 78774860612.7614\n",
      "Iteration 97, inertia 78774386250.38951\n",
      "Iteration 98, inertia 78773862588.30261\n",
      "Iteration 99, inertia 78773373767.3581\n",
      "Iteration 100, inertia 78772938278.47069\n",
      "Iteration 101, inertia 78772573296.07927\n",
      "Iteration 102, inertia 78772236210.97748\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 103, inertia 78772055504.62021\n",
      "Iteration 104, inertia 78771835998.78676\n",
      "Iteration 105, inertia 78771647158.41327\n",
      "Iteration 106, inertia 78771354951.11327\n",
      "Iteration 107, inertia 78771110504.67934\n",
      "Iteration 108, inertia 78770734041.60403\n",
      "Iteration 109, inertia 78770312613.6914\n",
      "Iteration 110, inertia 78769696852.60434\n",
      "Iteration 111, inertia 78769285762.24103\n",
      "Iteration 112, inertia 78769006986.9064\n",
      "Iteration 113, inertia 78768786186.87625\n",
      "Iteration 114, inertia 78768523251.702\n",
      "Iteration 115, inertia 78768323995.08517\n",
      "Iteration 116, inertia 78768068389.97134\n",
      "Iteration 117, inertia 78767771610.2056\n",
      "Iteration 118, inertia 78767401349.95067\n",
      "Iteration 119, inertia 78767043130.13219\n",
      "Iteration 120, inertia 78766704541.93515\n",
      "Iteration 121, inertia 78766301300.46872\n",
      "Iteration 122, inertia 78765764519.6193\n",
      "Iteration 123, inertia 78765284011.45468\n",
      "Iteration 124, inertia 78764755789.21263\n",
      "Iteration 125, inertia 78764226028.90591\n",
      "Iteration 126, inertia 78763598180.56503\n",
      "Iteration 127, inertia 78762941339.32834\n",
      "Iteration 128, inertia 78762455760.31718\n",
      "Iteration 129, inertia 78762005094.31963\n",
      "Iteration 130, inertia 78761633270.05905\n",
      "Iteration 131, inertia 78761354710.2376\n",
      "Iteration 132, inertia 78761088037.42091\n",
      "Iteration 133, inertia 78760738750.23933\n",
      "Iteration 134, inertia 78760509436.6348\n",
      "Iteration 135, inertia 78760324844.88875\n",
      "Iteration 136, inertia 78760182549.18513\n",
      "Iteration 137, inertia 78760032202.43166\n",
      "Iteration 138, inertia 78759913565.85068\n",
      "Iteration 139, inertia 78759842497.40782\n",
      "Iteration 140, inertia 78759761631.3249\n",
      "Iteration 141, inertia 78759663154.47487\n",
      "Iteration 142, inertia 78759541780.85591\n",
      "Iteration 143, inertia 78759334046.28015\n",
      "Iteration 144, inertia 78759203614.47914\n",
      "Iteration 145, inertia 78759023147.36601\n",
      "Iteration 146, inertia 78758856896.84671\n",
      "Iteration 147, inertia 78758687856.25603\n",
      "Iteration 148, inertia 78758521307.36055\n",
      "Iteration 149, inertia 78758346823.00394\n",
      "Iteration 150, inertia 78758157534.40129\n",
      "Iteration 151, inertia 78757965030.40588\n",
      "Iteration 152, inertia 78757714936.26057\n",
      "Iteration 153, inertia 78757365079.79025\n",
      "Iteration 154, inertia 78756967696.04352\n",
      "Iteration 155, inertia 78756585872.91455\n",
      "Iteration 156, inertia 78756160682.18195\n",
      "Iteration 157, inertia 78755668207.78487\n",
      "Iteration 158, inertia 78755212935.33188\n",
      "Iteration 159, inertia 78754863763.90997\n",
      "Iteration 160, inertia 78754496456.16225\n",
      "Iteration 161, inertia 78753998069.15274\n",
      "Iteration 162, inertia 78753439073.07184\n",
      "Iteration 163, inertia 78753006453.4764\n",
      "Iteration 164, inertia 78752673303.03717\n",
      "Iteration 165, inertia 78752569033.66042\n",
      "Iteration 166, inertia 78752524806.14783\n",
      "Iteration 167, inertia 78752497560.91895\n",
      "Iteration 168, inertia 78752475339.863\n",
      "Iteration 169, inertia 78752460489.85127\n",
      "Converged at iteration 169: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120131517110.0\n",
      "Iteration 1, inertia 83051048596.34245\n",
      "Iteration 2, inertia 81353399943.09198\n",
      "Iteration 3, inertia 80689937579.18105\n",
      "Iteration 4, inertia 80294600653.58017\n",
      "Iteration 5, inertia 80054065653.85532\n",
      "Iteration 6, inertia 79893502770.99626\n",
      "Iteration 7, inertia 79760517930.27576\n",
      "Iteration 8, inertia 79649504035.5597\n",
      "Iteration 9, inertia 79560268957.83188\n",
      "Iteration 10, inertia 79489550937.72\n",
      "Iteration 11, inertia 79426552411.37447\n",
      "Iteration 12, inertia 79369485268.90866\n",
      "Iteration 13, inertia 79313847682.64545\n",
      "Iteration 14, inertia 79267334626.5791\n",
      "Iteration 15, inertia 79230681491.73567\n",
      "Iteration 16, inertia 79199953151.731\n",
      "Iteration 17, inertia 79172990955.71373\n",
      "Iteration 18, inertia 79149047005.7301\n",
      "Iteration 19, inertia 79128338314.22565\n",
      "Iteration 20, inertia 79109793570.00386\n",
      "Iteration 21, inertia 79091777600.54608\n",
      "Iteration 22, inertia 79075006130.10287\n",
      "Iteration 23, inertia 79061090806.55515\n",
      "Iteration 24, inertia 79049774789.21083\n",
      "Iteration 25, inertia 79038440865.26202\n",
      "Iteration 26, inertia 79028142954.67899\n",
      "Iteration 27, inertia 79017494067.68301\n",
      "Iteration 28, inertia 79006997181.14299\n",
      "Iteration 29, inertia 78996978616.30753\n",
      "Iteration 30, inertia 78987718370.96869\n",
      "Iteration 31, inertia 78977850417.21336\n",
      "Iteration 32, inertia 78967376151.34645\n",
      "Iteration 33, inertia 78958466063.77089\n",
      "Iteration 34, inertia 78948871722.92276\n",
      "Iteration 35, inertia 78941511493.03757\n",
      "Iteration 36, inertia 78935059699.75266\n",
      "Iteration 37, inertia 78929581590.10391\n",
      "Iteration 38, inertia 78923143748.20811\n",
      "Iteration 39, inertia 78916910819.26804\n",
      "Iteration 40, inertia 78910878647.15778\n",
      "Iteration 41, inertia 78904553583.21585\n",
      "Iteration 42, inertia 78898007996.57706\n",
      "Iteration 43, inertia 78892166550.71788\n",
      "Iteration 44, inertia 78887407670.86087\n",
      "Iteration 45, inertia 78884450984.7889\n",
      "Iteration 46, inertia 78881533087.9761\n",
      "Iteration 47, inertia 78878769634.24905\n",
      "Iteration 48, inertia 78876149454.92633\n",
      "Iteration 49, inertia 78873332809.53506\n",
      "Iteration 50, inertia 78870493943.83173\n",
      "Iteration 51, inertia 78867239149.14783\n",
      "Iteration 52, inertia 78863390635.14546\n",
      "Iteration 53, inertia 78859424327.53293\n",
      "Iteration 54, inertia 78856083010.48438\n",
      "Iteration 55, inertia 78852497935.90126\n",
      "Iteration 56, inertia 78850758405.62366\n",
      "Iteration 57, inertia 78848696860.76741\n",
      "Iteration 58, inertia 78846462719.57472\n",
      "Iteration 59, inertia 78843974590.3891\n",
      "Iteration 60, inertia 78841630808.1645\n",
      "Iteration 61, inertia 78839643258.99622\n",
      "Iteration 62, inertia 78837637223.46056\n",
      "Iteration 63, inertia 78835786553.41592\n",
      "Iteration 64, inertia 78834155108.77881\n",
      "Iteration 65, inertia 78832758184.6452\n",
      "Iteration 66, inertia 78831252228.0233\n",
      "Iteration 67, inertia 78829900016.61656\n",
      "Iteration 68, inertia 78828769910.65257\n",
      "Iteration 69, inertia 78827600305.81726\n",
      "Iteration 70, inertia 78826688300.35056\n",
      "Iteration 71, inertia 78826030862.50923\n",
      "Iteration 72, inertia 78825503714.38887\n",
      "Iteration 73, inertia 78824897170.14928\n",
      "Iteration 74, inertia 78824397089.26805\n",
      "Iteration 75, inertia 78823868877.21318\n",
      "Iteration 76, inertia 78823453512.0608\n",
      "Iteration 77, inertia 78823171576.0068\n",
      "Iteration 78, inertia 78822992650.13283\n",
      "Iteration 79, inertia 78822862916.84494\n",
      "Iteration 80, inertia 78822696684.56912\n",
      "Iteration 81, inertia 78822468605.55157\n",
      "Iteration 82, inertia 78822275561.28503\n",
      "Iteration 83, inertia 78822102931.30759\n",
      "Iteration 84, inertia 78821957266.37918\n",
      "Iteration 85, inertia 78821899064.5923\n",
      "Iteration 86, inertia 78821831810.32106\n",
      "Iteration 87, inertia 78821742207.05699\n",
      "Iteration 88, inertia 78821641534.08435\n",
      "Iteration 89, inertia 78821544943.15977\n",
      "Iteration 90, inertia 78821444175.14404\n",
      "Iteration 91, inertia 78821364807.47829\n",
      "Iteration 92, inertia 78821273478.83215\n",
      "Iteration 93, inertia 78821213648.53938\n",
      "Iteration 94, inertia 78821103153.18219\n",
      "Iteration 95, inertia 78820838884.9418\n",
      "Iteration 96, inertia 78820484163.41449\n",
      "Iteration 97, inertia 78820079491.05948\n",
      "Iteration 98, inertia 78819761701.52539\n",
      "Iteration 99, inertia 78819433021.685\n",
      "Iteration 100, inertia 78819058424.26826\n",
      "Iteration 101, inertia 78818772033.65405\n",
      "Iteration 102, inertia 78818538940.23628\n",
      "Iteration 103, inertia 78818426302.04944\n",
      "Iteration 104, inertia 78818322431.03555\n",
      "Iteration 105, inertia 78818225680.05399\n",
      "Iteration 106, inertia 78818177597.12416\n",
      "Iteration 107, inertia 78818074799.35692\n",
      "Iteration 108, inertia 78817979669.46722\n",
      "Iteration 109, inertia 78817931911.219\n",
      "Iteration 110, inertia 78817910353.6357\n",
      "Iteration 111, inertia 78817898586.50906\n",
      "Iteration 112, inertia 78817885606.09502\n",
      "Iteration 113, inertia 78817863520.9726\n",
      "Iteration 114, inertia 78817842569.57515\n",
      "Iteration 115, inertia 78817839709.95291\n",
      "Iteration 116, inertia 78817835763.07472\n",
      "Converged at iteration 116: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120166976940.0\n",
      "Iteration 1, inertia 82653836394.25116\n",
      "Iteration 2, inertia 80985286124.48358\n",
      "Iteration 3, inertia 80355726107.2155\n",
      "Iteration 4, inertia 80035112989.57826\n",
      "Iteration 5, inertia 79855994207.8429\n",
      "Iteration 6, inertia 79735093682.2279\n",
      "Iteration 7, inertia 79644238170.59665\n",
      "Iteration 8, inertia 79568523019.62425\n",
      "Iteration 9, inertia 79502107723.21164\n",
      "Iteration 10, inertia 79450490950.98866\n",
      "Iteration 11, inertia 79404212830.76068\n",
      "Iteration 12, inertia 79361427063.467\n",
      "Iteration 13, inertia 79322923969.01134\n",
      "Iteration 14, inertia 79285896586.15865\n",
      "Iteration 15, inertia 79250400597.02747\n",
      "Iteration 16, inertia 79219961731.6083\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 17, inertia 79193262263.26263\n",
      "Iteration 18, inertia 79166615779.60353\n",
      "Iteration 19, inertia 79143943025.77434\n",
      "Iteration 20, inertia 79120550384.34341\n",
      "Iteration 21, inertia 79095429813.98055\n",
      "Iteration 22, inertia 79069695465.63564\n",
      "Iteration 23, inertia 79044972154.44681\n",
      "Iteration 24, inertia 79024566562.1259\n",
      "Iteration 25, inertia 79008561015.24648\n",
      "Iteration 26, inertia 78995131944.38246\n",
      "Iteration 27, inertia 78984022169.38068\n",
      "Iteration 28, inertia 78976066909.17128\n",
      "Iteration 29, inertia 78969834100.54865\n",
      "Iteration 30, inertia 78964194849.86606\n",
      "Iteration 31, inertia 78958822247.7362\n",
      "Iteration 32, inertia 78954246889.7857\n",
      "Iteration 33, inertia 78949834465.22198\n",
      "Iteration 34, inertia 78946725071.62689\n",
      "Iteration 35, inertia 78944022100.12201\n",
      "Iteration 36, inertia 78941212746.74777\n",
      "Iteration 37, inertia 78938215018.57645\n",
      "Iteration 38, inertia 78935199811.63182\n",
      "Iteration 39, inertia 78932123525.78268\n",
      "Iteration 40, inertia 78928926369.26143\n",
      "Iteration 41, inertia 78925457856.948\n",
      "Iteration 42, inertia 78922437969.07594\n",
      "Iteration 43, inertia 78920039180.14455\n",
      "Iteration 44, inertia 78917757815.19156\n",
      "Iteration 45, inertia 78915212073.18764\n",
      "Iteration 46, inertia 78912947313.97714\n",
      "Iteration 47, inertia 78909825232.67142\n",
      "Iteration 48, inertia 78906050474.36761\n",
      "Iteration 49, inertia 78902711308.80803\n",
      "Iteration 50, inertia 78899303223.53119\n",
      "Iteration 51, inertia 78895358317.04398\n",
      "Iteration 52, inertia 78891764602.62143\n",
      "Iteration 53, inertia 78888725485.77675\n",
      "Iteration 54, inertia 78885899667.21858\n",
      "Iteration 55, inertia 78883876661.01442\n",
      "Iteration 56, inertia 78881899318.96393\n",
      "Iteration 57, inertia 78880226686.61734\n",
      "Iteration 58, inertia 78878671169.597\n",
      "Iteration 59, inertia 78877153999.64789\n",
      "Iteration 60, inertia 78875173441.42203\n",
      "Iteration 61, inertia 78872558773.30855\n",
      "Iteration 62, inertia 78870529871.71901\n",
      "Iteration 63, inertia 78868724657.26512\n",
      "Iteration 64, inertia 78867177791.7337\n",
      "Iteration 65, inertia 78865347191.32378\n",
      "Iteration 66, inertia 78863363829.2352\n",
      "Iteration 67, inertia 78861440908.81172\n",
      "Iteration 68, inertia 78859534629.84352\n",
      "Iteration 69, inertia 78858179564.11136\n",
      "Iteration 70, inertia 78856543725.05484\n",
      "Iteration 71, inertia 78855022607.23491\n",
      "Iteration 72, inertia 78853608884.98325\n",
      "Iteration 73, inertia 78852199263.2508\n",
      "Iteration 74, inertia 78850816262.5633\n",
      "Iteration 75, inertia 78849577458.99312\n",
      "Iteration 76, inertia 78848716201.85817\n",
      "Iteration 77, inertia 78847995688.58946\n",
      "Iteration 78, inertia 78847360544.93015\n",
      "Iteration 79, inertia 78846690943.30037\n",
      "Iteration 80, inertia 78846106155.98126\n",
      "Iteration 81, inertia 78845712212.87573\n",
      "Iteration 82, inertia 78845373208.0824\n",
      "Iteration 83, inertia 78845185329.9442\n",
      "Iteration 84, inertia 78845054929.19276\n",
      "Iteration 85, inertia 78844849688.9791\n",
      "Iteration 86, inertia 78844745367.58112\n",
      "Iteration 87, inertia 78844694627.35774\n",
      "Iteration 88, inertia 78844643152.7582\n",
      "Iteration 89, inertia 78844586294.88034\n",
      "Iteration 90, inertia 78844503174.6707\n",
      "Iteration 91, inertia 78844484609.01363\n",
      "Iteration 92, inertia 78844463797.12398\n",
      "Iteration 93, inertia 78844430447.28706\n",
      "Iteration 94, inertia 78844383825.7031\n",
      "Iteration 95, inertia 78844378642.80624\n",
      "Iteration 96, inertia 78844375504.49586\n",
      "Iteration 97, inertia 78844370047.21617\n",
      "Converged at iteration 97: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118694676410.0\n",
      "Iteration 1, inertia 82348700822.03172\n",
      "Iteration 2, inertia 80927157898.69073\n",
      "Iteration 3, inertia 80464335989.14922\n",
      "Iteration 4, inertia 80215967082.66476\n",
      "Iteration 5, inertia 80044757785.51529\n",
      "Iteration 6, inertia 79916382164.26598\n",
      "Iteration 7, inertia 79805920903.2849\n",
      "Iteration 8, inertia 79704528785.29422\n",
      "Iteration 9, inertia 79593976216.38365\n",
      "Iteration 10, inertia 79486415514.54527\n",
      "Iteration 11, inertia 79391791573.83432\n",
      "Iteration 12, inertia 79308127440.7494\n",
      "Iteration 13, inertia 79232761432.99837\n",
      "Iteration 14, inertia 79180640831.64923\n",
      "Iteration 15, inertia 79144193911.5695\n",
      "Iteration 16, inertia 79118495557.94899\n",
      "Iteration 17, inertia 79099869328.7008\n",
      "Iteration 18, inertia 79085448017.3164\n",
      "Iteration 19, inertia 79074515228.96925\n",
      "Iteration 20, inertia 79064923487.76932\n",
      "Iteration 21, inertia 79056453506.14389\n",
      "Iteration 22, inertia 79047948050.1519\n",
      "Iteration 23, inertia 79039951653.83649\n",
      "Iteration 24, inertia 79032445994.56209\n",
      "Iteration 25, inertia 79025008725.28546\n",
      "Iteration 26, inertia 79018350862.2125\n",
      "Iteration 27, inertia 79012572659.83957\n",
      "Iteration 28, inertia 79007756076.17126\n",
      "Iteration 29, inertia 79002749102.2159\n",
      "Iteration 30, inertia 78997827566.0738\n",
      "Iteration 31, inertia 78992522528.0014\n",
      "Iteration 32, inertia 78987719169.43481\n",
      "Iteration 33, inertia 78982398463.92018\n",
      "Iteration 34, inertia 78977433027.14297\n",
      "Iteration 35, inertia 78972749929.36998\n",
      "Iteration 36, inertia 78967248668.06573\n",
      "Iteration 37, inertia 78961347532.66365\n",
      "Iteration 38, inertia 78954943579.46918\n",
      "Iteration 39, inertia 78947435023.51233\n",
      "Iteration 40, inertia 78938231597.42543\n",
      "Iteration 41, inertia 78925746374.04343\n",
      "Iteration 42, inertia 78910343608.74019\n",
      "Iteration 43, inertia 78897534586.31876\n",
      "Iteration 44, inertia 78887968476.42778\n",
      "Iteration 45, inertia 78881265638.23357\n",
      "Iteration 46, inertia 78876064880.49774\n",
      "Iteration 47, inertia 78871958071.20291\n",
      "Iteration 48, inertia 78868212702.56721\n",
      "Iteration 49, inertia 78864595035.88705\n",
      "Iteration 50, inertia 78861188441.31253\n",
      "Iteration 51, inertia 78857820211.7657\n",
      "Iteration 52, inertia 78855190386.50423\n",
      "Iteration 53, inertia 78852416820.42923\n",
      "Iteration 54, inertia 78849622189.47034\n",
      "Iteration 55, inertia 78847398709.30005\n",
      "Iteration 56, inertia 78845331633.33934\n",
      "Iteration 57, inertia 78843046862.72154\n",
      "Iteration 58, inertia 78841170011.48944\n",
      "Iteration 59, inertia 78839775959.22601\n",
      "Iteration 60, inertia 78838381649.92262\n",
      "Iteration 61, inertia 78836960801.23016\n",
      "Iteration 62, inertia 78835482055.26848\n",
      "Iteration 63, inertia 78834155901.00497\n",
      "Iteration 64, inertia 78833009538.6813\n",
      "Iteration 65, inertia 78831728326.85764\n",
      "Iteration 66, inertia 78830150051.73955\n",
      "Iteration 67, inertia 78828594800.96596\n",
      "Iteration 68, inertia 78827602813.28223\n",
      "Iteration 69, inertia 78826848065.02902\n",
      "Iteration 70, inertia 78826282264.7615\n",
      "Iteration 71, inertia 78825571371.87758\n",
      "Iteration 72, inertia 78824779094.95229\n",
      "Iteration 73, inertia 78824256939.8058\n",
      "Iteration 74, inertia 78823863668.8642\n",
      "Iteration 75, inertia 78823489427.68488\n",
      "Iteration 76, inertia 78822861118.52888\n",
      "Iteration 77, inertia 78822160246.41273\n",
      "Iteration 78, inertia 78821324715.07819\n",
      "Iteration 79, inertia 78820502211.4378\n",
      "Iteration 80, inertia 78819805353.61752\n",
      "Iteration 81, inertia 78819281766.88477\n",
      "Iteration 82, inertia 78818563665.01146\n",
      "Iteration 83, inertia 78817954517.49486\n",
      "Iteration 84, inertia 78817638011.41357\n",
      "Iteration 85, inertia 78817458514.89052\n",
      "Iteration 86, inertia 78817284782.68285\n",
      "Iteration 87, inertia 78817122301.19836\n",
      "Iteration 88, inertia 78817013427.8293\n",
      "Iteration 89, inertia 78816836503.29973\n",
      "Iteration 90, inertia 78816697680.1689\n",
      "Iteration 91, inertia 78816497082.7196\n",
      "Iteration 92, inertia 78816317386.30148\n",
      "Iteration 93, inertia 78816179028.52872\n",
      "Iteration 94, inertia 78816026542.58917\n",
      "Iteration 95, inertia 78815998976.88228\n",
      "Iteration 96, inertia 78815950833.68388\n",
      "Iteration 97, inertia 78815910241.42929\n",
      "Iteration 98, inertia 78815811291.4311\n",
      "Iteration 99, inertia 78815678473.28967\n",
      "Iteration 100, inertia 78815547818.19405\n",
      "Iteration 101, inertia 78815399526.49841\n",
      "Iteration 102, inertia 78815267764.39406\n",
      "Iteration 103, inertia 78815236975.20088\n",
      "Iteration 104, inertia 78815224576.72855\n",
      "Iteration 105, inertia 78815167916.66566\n",
      "Iteration 106, inertia 78815080947.77576\n",
      "Iteration 107, inertia 78814944047.14566\n",
      "Iteration 108, inertia 78814833213.85794\n",
      "Iteration 109, inertia 78814779015.94742\n",
      "Iteration 110, inertia 78814739115.84352\n",
      "Iteration 111, inertia 78814721972.88516\n",
      "Iteration 112, inertia 78814708827.40004\n",
      "Iteration 113, inertia 78814700387.54182\n",
      "Converged at iteration 113: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118682178465.0\n",
      "Iteration 1, inertia 82885403606.0843\n",
      "Iteration 2, inertia 81182788338.66946\n",
      "Iteration 3, inertia 80504381051.92953\n",
      "Iteration 4, inertia 80118721311.12793\n",
      "Iteration 5, inertia 79856147134.86292\n",
      "Iteration 6, inertia 79665957352.0286\n",
      "Iteration 7, inertia 79531843079.64772\n",
      "Iteration 8, inertia 79431127525.34406\n",
      "Iteration 9, inertia 79353878566.31223\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 10, inertia 79296385382.83629\n",
      "Iteration 11, inertia 79251238485.31154\n",
      "Iteration 12, inertia 79214607770.76033\n",
      "Iteration 13, inertia 79183954696.94304\n",
      "Iteration 14, inertia 79157246220.82907\n",
      "Iteration 15, inertia 79133049223.29622\n",
      "Iteration 16, inertia 79109330151.7531\n",
      "Iteration 17, inertia 79090149260.83366\n",
      "Iteration 18, inertia 79073163301.24403\n",
      "Iteration 19, inertia 79059083570.67422\n",
      "Iteration 20, inertia 79046994959.90604\n",
      "Iteration 21, inertia 79035829238.8002\n",
      "Iteration 22, inertia 79025771438.54181\n",
      "Iteration 23, inertia 79018310176.18658\n",
      "Iteration 24, inertia 79010915005.55116\n",
      "Iteration 25, inertia 79004063318.9767\n",
      "Iteration 26, inertia 78998644506.18268\n",
      "Iteration 27, inertia 78993067746.2959\n",
      "Iteration 28, inertia 78988781136.39078\n",
      "Iteration 29, inertia 78984478420.72098\n",
      "Iteration 30, inertia 78980617293.28067\n",
      "Iteration 31, inertia 78977274571.75415\n",
      "Iteration 32, inertia 78973576077.75977\n",
      "Iteration 33, inertia 78969735404.8556\n",
      "Iteration 34, inertia 78965647912.02153\n",
      "Iteration 35, inertia 78961750916.1555\n",
      "Iteration 36, inertia 78958241794.36424\n",
      "Iteration 37, inertia 78954976190.35587\n",
      "Iteration 38, inertia 78950004909.7507\n",
      "Iteration 39, inertia 78943699251.66638\n",
      "Iteration 40, inertia 78938030571.98332\n",
      "Iteration 41, inertia 78933667553.88252\n",
      "Iteration 42, inertia 78930826916.78586\n",
      "Iteration 43, inertia 78928433666.6942\n",
      "Iteration 44, inertia 78926048846.80869\n",
      "Iteration 45, inertia 78923343247.86703\n",
      "Iteration 46, inertia 78920601329.84875\n",
      "Iteration 47, inertia 78918769978.26862\n",
      "Iteration 48, inertia 78917507438.91908\n",
      "Iteration 49, inertia 78916455085.77144\n",
      "Iteration 50, inertia 78915315165.46004\n",
      "Iteration 51, inertia 78914238751.8447\n",
      "Iteration 52, inertia 78913231224.55875\n",
      "Iteration 53, inertia 78912601018.50487\n",
      "Iteration 54, inertia 78911943777.81194\n",
      "Iteration 55, inertia 78911410297.81711\n",
      "Iteration 56, inertia 78910789837.8512\n",
      "Iteration 57, inertia 78909955651.88277\n",
      "Iteration 58, inertia 78908958645.63321\n",
      "Iteration 59, inertia 78907719272.49942\n",
      "Iteration 60, inertia 78906524529.90375\n",
      "Iteration 61, inertia 78905167545.42346\n",
      "Iteration 62, inertia 78904163946.9165\n",
      "Iteration 63, inertia 78903297390.95845\n",
      "Iteration 64, inertia 78902310234.58171\n",
      "Iteration 65, inertia 78901060033.51855\n",
      "Iteration 66, inertia 78899675698.79279\n",
      "Iteration 67, inertia 78898276099.57265\n",
      "Iteration 68, inertia 78896608160.19972\n",
      "Iteration 69, inertia 78894696962.14615\n",
      "Iteration 70, inertia 78892580954.8716\n",
      "Iteration 71, inertia 78890300579.81757\n",
      "Iteration 72, inertia 78887803362.53378\n",
      "Iteration 73, inertia 78884727378.48228\n",
      "Iteration 74, inertia 78881743146.75461\n",
      "Iteration 75, inertia 78879094022.16025\n",
      "Iteration 76, inertia 78876496542.74864\n",
      "Iteration 77, inertia 78873768929.92651\n",
      "Iteration 78, inertia 78871115393.57236\n",
      "Iteration 79, inertia 78868287223.88315\n",
      "Iteration 80, inertia 78865672271.73357\n",
      "Iteration 81, inertia 78862721948.15639\n",
      "Iteration 82, inertia 78859268841.17007\n",
      "Iteration 83, inertia 78855706547.4167\n",
      "Iteration 84, inertia 78852182948.80074\n",
      "Iteration 85, inertia 78849186798.49182\n",
      "Iteration 86, inertia 78846228694.95865\n",
      "Iteration 87, inertia 78844035153.33037\n",
      "Iteration 88, inertia 78842243575.94618\n",
      "Iteration 89, inertia 78840872869.97293\n",
      "Iteration 90, inertia 78839733180.92001\n",
      "Iteration 91, inertia 78838427397.51317\n",
      "Iteration 92, inertia 78837476268.2324\n",
      "Iteration 93, inertia 78836376605.82683\n",
      "Iteration 94, inertia 78835015937.22527\n",
      "Iteration 95, inertia 78833875509.39685\n",
      "Iteration 96, inertia 78833053082.9099\n",
      "Iteration 97, inertia 78832166163.43881\n",
      "Iteration 98, inertia 78830977670.62976\n",
      "Iteration 99, inertia 78829658929.94017\n",
      "Iteration 100, inertia 78828280139.46338\n",
      "Iteration 101, inertia 78826740784.48476\n",
      "Iteration 102, inertia 78825506608.93533\n",
      "Iteration 103, inertia 78824620999.70901\n",
      "Iteration 104, inertia 78823549685.91301\n",
      "Iteration 105, inertia 78822442218.56197\n",
      "Iteration 106, inertia 78821265141.93439\n",
      "Iteration 107, inertia 78820208753.3858\n",
      "Iteration 108, inertia 78819072210.08952\n",
      "Iteration 109, inertia 78817843078.81961\n",
      "Iteration 110, inertia 78816483288.0398\n",
      "Iteration 111, inertia 78814581596.18636\n",
      "Iteration 112, inertia 78813221864.68384\n",
      "Iteration 113, inertia 78811876236.25058\n",
      "Iteration 114, inertia 78810384292.65062\n",
      "Iteration 115, inertia 78809009545.94945\n",
      "Iteration 116, inertia 78807379371.70683\n",
      "Iteration 117, inertia 78805354041.78255\n",
      "Iteration 118, inertia 78802395149.33998\n",
      "Iteration 119, inertia 78799645031.94263\n",
      "Iteration 120, inertia 78796521934.38896\n",
      "Iteration 121, inertia 78792965527.43611\n",
      "Iteration 122, inertia 78789935986.89908\n",
      "Iteration 123, inertia 78788147272.71986\n",
      "Iteration 124, inertia 78787041550.0537\n",
      "Iteration 125, inertia 78786032714.02641\n",
      "Iteration 126, inertia 78785281562.96913\n",
      "Iteration 127, inertia 78784741732.62643\n",
      "Iteration 128, inertia 78784315171.50777\n",
      "Iteration 129, inertia 78783986949.18584\n",
      "Iteration 130, inertia 78783690236.04651\n",
      "Iteration 131, inertia 78783259069.35788\n",
      "Iteration 132, inertia 78782731049.3321\n",
      "Iteration 133, inertia 78781923875.41837\n",
      "Iteration 134, inertia 78780853888.45352\n",
      "Iteration 135, inertia 78779827462.50993\n",
      "Iteration 136, inertia 78779111706.78278\n",
      "Iteration 137, inertia 78778505436.44872\n",
      "Iteration 138, inertia 78777924861.767\n",
      "Iteration 139, inertia 78777368136.41388\n",
      "Iteration 140, inertia 78776809832.0122\n",
      "Iteration 141, inertia 78776245010.09015\n",
      "Iteration 142, inertia 78775689025.15349\n",
      "Iteration 143, inertia 78775268535.44781\n",
      "Iteration 144, inertia 78774939838.79108\n",
      "Iteration 145, inertia 78774698535.69312\n",
      "Iteration 146, inertia 78774507597.30956\n",
      "Iteration 147, inertia 78774112562.27408\n",
      "Iteration 148, inertia 78773836377.46114\n",
      "Iteration 149, inertia 78773665744.33374\n",
      "Iteration 150, inertia 78773526649.13596\n",
      "Iteration 151, inertia 78773405919.78247\n",
      "Iteration 152, inertia 78773302566.6232\n",
      "Iteration 153, inertia 78773205994.09128\n",
      "Iteration 154, inertia 78773083473.96658\n",
      "Iteration 155, inertia 78772957140.87825\n",
      "Iteration 156, inertia 78772872335.80933\n",
      "Iteration 157, inertia 78772794019.90352\n",
      "Iteration 158, inertia 78772753949.61528\n",
      "Iteration 159, inertia 78772728708.38669\n",
      "Iteration 160, inertia 78772714737.08849\n",
      "Iteration 161, inertia 78772711128.56703\n",
      "Iteration 162, inertia 78772702278.91019\n",
      "Iteration 163, inertia 78772651930.7294\n",
      "Iteration 164, inertia 78772616736.74948\n",
      "Iteration 165, inertia 78772568363.94112\n",
      "Iteration 166, inertia 78772517296.72192\n",
      "Iteration 167, inertia 78772453064.15909\n",
      "Iteration 168, inertia 78772354664.54291\n",
      "Iteration 169, inertia 78772271047.55237\n",
      "Iteration 170, inertia 78772208657.83737\n",
      "Converged at iteration 170: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 119614971637.0\n",
      "Iteration 1, inertia 82728713063.64934\n",
      "Iteration 2, inertia 81016593497.72823\n",
      "Iteration 3, inertia 80364383294.2552\n",
      "Iteration 4, inertia 80003650920.7786\n",
      "Iteration 5, inertia 79764516555.73538\n",
      "Iteration 6, inertia 79569301313.67393\n",
      "Iteration 7, inertia 79411642446.55351\n",
      "Iteration 8, inertia 79296328315.43362\n",
      "Iteration 9, inertia 79208885298.9404\n",
      "Iteration 10, inertia 79142808594.1503\n",
      "Iteration 11, inertia 79088802655.40994\n",
      "Iteration 12, inertia 79040941940.22696\n",
      "Iteration 13, inertia 78996983699.71986\n",
      "Iteration 14, inertia 78962434259.35965\n",
      "Iteration 15, inertia 78935910048.0522\n",
      "Iteration 16, inertia 78911855499.01065\n",
      "Iteration 17, inertia 78891471106.46298\n",
      "Iteration 18, inertia 78874250703.82523\n",
      "Iteration 19, inertia 78859423931.10025\n",
      "Iteration 20, inertia 78846733975.44672\n",
      "Iteration 21, inertia 78833582932.53024\n",
      "Iteration 22, inertia 78822523904.07056\n",
      "Iteration 23, inertia 78813888032.4407\n",
      "Iteration 24, inertia 78804952474.78577\n",
      "Iteration 25, inertia 78795833122.96347\n",
      "Iteration 26, inertia 78786859409.78433\n",
      "Iteration 27, inertia 78777195841.22679\n",
      "Iteration 28, inertia 78768520672.8752\n",
      "Iteration 29, inertia 78761435523.4249\n",
      "Iteration 30, inertia 78755692257.89146\n",
      "Iteration 31, inertia 78750051663.99011\n",
      "Iteration 32, inertia 78744175989.10406\n",
      "Iteration 33, inertia 78739612848.52983\n",
      "Iteration 34, inertia 78735140432.11017\n",
      "Iteration 35, inertia 78731388257.71432\n",
      "Iteration 36, inertia 78728369958.71748\n",
      "Iteration 37, inertia 78725159250.87851\n",
      "Iteration 38, inertia 78722046658.7768\n",
      "Iteration 39, inertia 78719615256.64081\n",
      "Iteration 40, inertia 78717086737.67587\n",
      "Iteration 41, inertia 78714850946.73349\n",
      "Iteration 42, inertia 78712104072.22781\n",
      "Iteration 43, inertia 78709260030.5082\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 44, inertia 78707263259.81068\n",
      "Iteration 45, inertia 78705369372.15787\n",
      "Iteration 46, inertia 78703951731.0194\n",
      "Iteration 47, inertia 78702478249.25313\n",
      "Iteration 48, inertia 78701232751.82053\n",
      "Iteration 49, inertia 78700042509.86781\n",
      "Iteration 50, inertia 78698968128.28835\n",
      "Iteration 51, inertia 78697840494.24908\n",
      "Iteration 52, inertia 78696565591.40771\n",
      "Iteration 53, inertia 78695300546.27135\n",
      "Iteration 54, inertia 78694246667.62645\n",
      "Iteration 55, inertia 78693088576.85905\n",
      "Iteration 56, inertia 78692034854.22395\n",
      "Iteration 57, inertia 78690876202.23412\n",
      "Iteration 58, inertia 78689881718.7704\n",
      "Iteration 59, inertia 78688935637.3121\n",
      "Iteration 60, inertia 78688072635.31161\n",
      "Iteration 61, inertia 78687173102.02547\n",
      "Iteration 62, inertia 78686595192.76384\n",
      "Iteration 63, inertia 78686100425.40489\n",
      "Iteration 64, inertia 78685366507.45958\n",
      "Iteration 65, inertia 78684776581.29321\n",
      "Iteration 66, inertia 78684233871.77306\n",
      "Iteration 67, inertia 78683539254.13927\n",
      "Iteration 68, inertia 78682810601.73183\n",
      "Iteration 69, inertia 78682311705.43327\n",
      "Iteration 70, inertia 78682013499.78241\n",
      "Iteration 71, inertia 78681610670.42165\n",
      "Iteration 72, inertia 78681281241.28796\n",
      "Iteration 73, inertia 78681103574.3148\n",
      "Iteration 74, inertia 78680964099.92972\n",
      "Iteration 75, inertia 78680740418.76556\n",
      "Iteration 76, inertia 78680498618.4766\n",
      "Iteration 77, inertia 78680332828.42386\n",
      "Iteration 78, inertia 78680231147.97517\n",
      "Iteration 79, inertia 78680113563.50574\n",
      "Iteration 80, inertia 78680037984.414\n",
      "Iteration 81, inertia 78679985882.89008\n",
      "Iteration 82, inertia 78679968279.67464\n",
      "Iteration 83, inertia 78679959254.1955\n",
      "Iteration 84, inertia 78679952188.70767\n",
      "Iteration 85, inertia 78679936562.03148\n",
      "Iteration 86, inertia 78679903626.88138\n",
      "Iteration 87, inertia 78679871316.6491\n",
      "Iteration 88, inertia 78679851647.19087\n",
      "Iteration 89, inertia 78679826801.89677\n",
      "Iteration 90, inertia 78679822042.04231\n",
      "Converged at iteration 90: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118972293388.0\n",
      "Iteration 1, inertia 82188126811.79532\n",
      "Iteration 2, inertia 80670822716.32162\n",
      "Iteration 3, inertia 80155239121.19035\n",
      "Iteration 4, inertia 79871596755.8926\n",
      "Iteration 5, inertia 79690549856.57861\n",
      "Iteration 6, inertia 79548686227.67874\n",
      "Iteration 7, inertia 79438108410.74779\n",
      "Iteration 8, inertia 79352882665.42252\n",
      "Iteration 9, inertia 79293596609.92778\n",
      "Iteration 10, inertia 79248366292.18532\n",
      "Iteration 11, inertia 79211018967.19093\n",
      "Iteration 12, inertia 79176729619.68828\n",
      "Iteration 13, inertia 79146163154.55908\n",
      "Iteration 14, inertia 79120113577.20018\n",
      "Iteration 15, inertia 79098680615.84485\n",
      "Iteration 16, inertia 79081709294.57799\n",
      "Iteration 17, inertia 79065883966.13188\n",
      "Iteration 18, inertia 79051033223.1682\n",
      "Iteration 19, inertia 79036865874.7021\n",
      "Iteration 20, inertia 79024508935.25443\n",
      "Iteration 21, inertia 79013870217.03105\n",
      "Iteration 22, inertia 79004212446.2359\n",
      "Iteration 23, inertia 78995334849.93092\n",
      "Iteration 24, inertia 78985990699.90686\n",
      "Iteration 25, inertia 78975945968.7226\n",
      "Iteration 26, inertia 78965387728.2181\n",
      "Iteration 27, inertia 78955201251.78583\n",
      "Iteration 28, inertia 78946717232.64816\n",
      "Iteration 29, inertia 78938855561.22333\n",
      "Iteration 30, inertia 78930621540.84103\n",
      "Iteration 31, inertia 78923019114.4097\n",
      "Iteration 32, inertia 78915348095.46222\n",
      "Iteration 33, inertia 78907147701.25621\n",
      "Iteration 34, inertia 78900313907.1976\n",
      "Iteration 35, inertia 78894181417.16467\n",
      "Iteration 36, inertia 78886861527.23698\n",
      "Iteration 37, inertia 78880923980.40538\n",
      "Iteration 38, inertia 78875498871.50833\n",
      "Iteration 39, inertia 78870933016.3301\n",
      "Iteration 40, inertia 78866384062.71696\n",
      "Iteration 41, inertia 78861504010.9548\n",
      "Iteration 42, inertia 78856569484.96375\n",
      "Iteration 43, inertia 78852458782.93584\n",
      "Iteration 44, inertia 78848657701.52695\n",
      "Iteration 45, inertia 78845543656.34802\n",
      "Iteration 46, inertia 78843208281.92351\n",
      "Iteration 47, inertia 78841153420.0049\n",
      "Iteration 48, inertia 78839261309.48463\n",
      "Iteration 49, inertia 78837546327.86209\n",
      "Iteration 50, inertia 78836165041.97533\n",
      "Iteration 51, inertia 78835158555.51875\n",
      "Iteration 52, inertia 78834153359.7653\n",
      "Iteration 53, inertia 78833155303.33502\n",
      "Iteration 54, inertia 78832418070.9336\n",
      "Iteration 55, inertia 78831666590.23668\n",
      "Iteration 56, inertia 78831010717.90527\n",
      "Iteration 57, inertia 78830503785.91925\n",
      "Iteration 58, inertia 78829995826.08203\n",
      "Iteration 59, inertia 78829367631.60002\n",
      "Iteration 60, inertia 78828815674.26738\n",
      "Iteration 61, inertia 78828175834.14246\n",
      "Iteration 62, inertia 78827637275.55219\n",
      "Iteration 63, inertia 78827075164.4579\n",
      "Iteration 64, inertia 78826575459.70331\n",
      "Iteration 65, inertia 78826126917.04645\n",
      "Iteration 66, inertia 78825552506.55363\n",
      "Iteration 67, inertia 78824751820.5759\n",
      "Iteration 68, inertia 78824056306.02072\n",
      "Iteration 69, inertia 78823473930.90068\n",
      "Iteration 70, inertia 78822911773.51074\n",
      "Iteration 71, inertia 78822432899.80861\n",
      "Iteration 72, inertia 78821916067.64273\n",
      "Iteration 73, inertia 78821433458.26222\n",
      "Iteration 74, inertia 78820915979.75696\n",
      "Iteration 75, inertia 78820486959.4592\n",
      "Iteration 76, inertia 78820021506.88004\n",
      "Iteration 77, inertia 78819460778.48953\n",
      "Iteration 78, inertia 78819001087.91362\n",
      "Iteration 79, inertia 78818520765.81543\n",
      "Iteration 80, inertia 78818163389.44055\n",
      "Iteration 81, inertia 78817943040.4065\n",
      "Iteration 82, inertia 78817810701.19815\n",
      "Iteration 83, inertia 78817628438.19853\n",
      "Iteration 84, inertia 78817399656.93782\n",
      "Iteration 85, inertia 78817167768.503\n",
      "Iteration 86, inertia 78816791812.16316\n",
      "Iteration 87, inertia 78815920112.7343\n",
      "Iteration 88, inertia 78814543570.7578\n",
      "Iteration 89, inertia 78812862232.1266\n",
      "Iteration 90, inertia 78810607098.50464\n",
      "Iteration 91, inertia 78808119380.84242\n",
      "Iteration 92, inertia 78804496188.22276\n",
      "Iteration 93, inertia 78800579342.15309\n",
      "Iteration 94, inertia 78797078781.0519\n",
      "Iteration 95, inertia 78793218290.61919\n",
      "Iteration 96, inertia 78789542139.04263\n",
      "Iteration 97, inertia 78785198958.95142\n",
      "Iteration 98, inertia 78781774028.80115\n",
      "Iteration 99, inertia 78779120608.1757\n",
      "Iteration 100, inertia 78777693839.16176\n",
      "Iteration 101, inertia 78776646578.37918\n",
      "Iteration 102, inertia 78775825352.32648\n",
      "Iteration 103, inertia 78774977006.04391\n",
      "Iteration 104, inertia 78774472471.16031\n",
      "Iteration 105, inertia 78773953609.69125\n",
      "Iteration 106, inertia 78773628453.54086\n",
      "Iteration 107, inertia 78773367259.13008\n",
      "Iteration 108, inertia 78773099872.57635\n",
      "Iteration 109, inertia 78772885284.9588\n",
      "Iteration 110, inertia 78772681628.51483\n",
      "Iteration 111, inertia 78772588592.83139\n",
      "Iteration 112, inertia 78772505492.52129\n",
      "Iteration 113, inertia 78772401703.26181\n",
      "Iteration 114, inertia 78772351425.97992\n",
      "Iteration 115, inertia 78772280455.79106\n",
      "Iteration 116, inertia 78772226817.92223\n",
      "Iteration 117, inertia 78772203443.29205\n",
      "Iteration 118, inertia 78772185485.16516\n",
      "Iteration 119, inertia 78772181602.0955\n",
      "Converged at iteration 119: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120592538275.0\n",
      "Iteration 1, inertia 82876148294.21486\n",
      "Iteration 2, inertia 81190266407.67877\n",
      "Iteration 3, inertia 80534760252.79736\n",
      "Iteration 4, inertia 80153846390.90817\n",
      "Iteration 5, inertia 79914589123.67467\n",
      "Iteration 6, inertia 79748699679.41312\n",
      "Iteration 7, inertia 79620380477.65097\n",
      "Iteration 8, inertia 79530191610.42009\n",
      "Iteration 9, inertia 79466541373.21439\n",
      "Iteration 10, inertia 79414395884.24126\n",
      "Iteration 11, inertia 79372499721.01532\n",
      "Iteration 12, inertia 79339075620.79785\n",
      "Iteration 13, inertia 79306603409.43658\n",
      "Iteration 14, inertia 79275506583.253\n",
      "Iteration 15, inertia 79249794729.69815\n",
      "Iteration 16, inertia 79226367899.10487\n",
      "Iteration 17, inertia 79201498941.46835\n",
      "Iteration 18, inertia 79173203728.41327\n",
      "Iteration 19, inertia 79139733818.9111\n",
      "Iteration 20, inertia 79103049127.49094\n",
      "Iteration 21, inertia 79073283246.38275\n",
      "Iteration 22, inertia 79049918145.0321\n",
      "Iteration 23, inertia 79029816560.12859\n",
      "Iteration 24, inertia 79014382470.28236\n",
      "Iteration 25, inertia 79000393262.17624\n",
      "Iteration 26, inertia 78987896313.56688\n",
      "Iteration 27, inertia 78976616170.06277\n",
      "Iteration 28, inertia 78966266643.12025\n",
      "Iteration 29, inertia 78956854789.84178\n",
      "Iteration 30, inertia 78947487062.07022\n",
      "Iteration 31, inertia 78938853304.37073\n",
      "Iteration 32, inertia 78930761284.37744\n",
      "Iteration 33, inertia 78922498957.01804\n",
      "Iteration 34, inertia 78916590299.94902\n",
      "Iteration 35, inertia 78912519742.54391\n",
      "Iteration 36, inertia 78909080976.3661\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 37, inertia 78906029846.70193\n",
      "Iteration 38, inertia 78903337237.04639\n",
      "Iteration 39, inertia 78901025231.02184\n",
      "Iteration 40, inertia 78899053737.95187\n",
      "Iteration 41, inertia 78897274756.23233\n",
      "Iteration 42, inertia 78895543044.0364\n",
      "Iteration 43, inertia 78893982624.0185\n",
      "Iteration 44, inertia 78892549335.54741\n",
      "Iteration 45, inertia 78891520316.35913\n",
      "Iteration 46, inertia 78890525537.86482\n",
      "Iteration 47, inertia 78889791781.66095\n",
      "Iteration 48, inertia 78888827500.92719\n",
      "Iteration 49, inertia 78887734967.4525\n",
      "Iteration 50, inertia 78886945214.96077\n",
      "Iteration 51, inertia 78886163875.31139\n",
      "Iteration 52, inertia 78885043235.15837\n",
      "Iteration 53, inertia 78883871959.64267\n",
      "Iteration 54, inertia 78882668087.80574\n",
      "Iteration 55, inertia 78881561832.76642\n",
      "Iteration 56, inertia 78880212491.80988\n",
      "Iteration 57, inertia 78878959313.16716\n",
      "Iteration 58, inertia 78877728084.8867\n",
      "Iteration 59, inertia 78876550542.18028\n",
      "Iteration 60, inertia 78875493626.74414\n",
      "Iteration 61, inertia 78874152098.14732\n",
      "Iteration 62, inertia 78872359326.75339\n",
      "Iteration 63, inertia 78870386470.92099\n",
      "Iteration 64, inertia 78868223501.52899\n",
      "Iteration 65, inertia 78866790729.23076\n",
      "Iteration 66, inertia 78865429384.23578\n",
      "Iteration 67, inertia 78864229223.30981\n",
      "Iteration 68, inertia 78863073615.91872\n",
      "Iteration 69, inertia 78861943676.14214\n",
      "Iteration 70, inertia 78860968505.20058\n",
      "Iteration 71, inertia 78859692449.7648\n",
      "Iteration 72, inertia 78858659784.45778\n",
      "Iteration 73, inertia 78857829201.13058\n",
      "Iteration 74, inertia 78857117280.58723\n",
      "Iteration 75, inertia 78856457032.66537\n",
      "Iteration 76, inertia 78855804230.03477\n",
      "Iteration 77, inertia 78855284847.31726\n",
      "Iteration 78, inertia 78854673648.87746\n",
      "Iteration 79, inertia 78854007795.4725\n",
      "Iteration 80, inertia 78853348858.95198\n",
      "Iteration 81, inertia 78852844593.62804\n",
      "Iteration 82, inertia 78852342664.80432\n",
      "Iteration 83, inertia 78852028893.4961\n",
      "Iteration 84, inertia 78851766701.78128\n",
      "Iteration 85, inertia 78851548286.46808\n",
      "Iteration 86, inertia 78851266419.98608\n",
      "Iteration 87, inertia 78850911060.91042\n",
      "Iteration 88, inertia 78850705039.1332\n",
      "Iteration 89, inertia 78850551938.2439\n",
      "Iteration 90, inertia 78850388285.71815\n",
      "Iteration 91, inertia 78850224319.68727\n",
      "Iteration 92, inertia 78850048482.11223\n",
      "Iteration 93, inertia 78849855195.8116\n",
      "Iteration 94, inertia 78849628954.90497\n",
      "Iteration 95, inertia 78849461049.59511\n",
      "Iteration 96, inertia 78849408383.06535\n",
      "Iteration 97, inertia 78849367763.8893\n",
      "Iteration 98, inertia 78849319977.6235\n",
      "Iteration 99, inertia 78849274337.39441\n",
      "Iteration 100, inertia 78849249375.83069\n",
      "Iteration 101, inertia 78849241800.4491\n",
      "Converged at iteration 101: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 7721.79it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    2.7s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 100 \n",
      "  Threshold value :  1250 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120132238298.0\n",
      "Iteration 1, inertia 83428347852.38617\n",
      "Iteration 2, inertia 81518543958.73845\n",
      "Iteration 3, inertia 80828162284.43144\n",
      "Iteration 4, inertia 80455176630.8694\n",
      "Iteration 5, inertia 80183692459.21805\n",
      "Iteration 6, inertia 79967474539.22104\n",
      "Iteration 7, inertia 79799797974.4811\n",
      "Iteration 8, inertia 79671024139.05672\n",
      "Iteration 9, inertia 79590459667.07025\n",
      "Iteration 10, inertia 79539553466.72966\n",
      "Iteration 11, inertia 79498283068.04366\n",
      "Iteration 12, inertia 79461460840.50749\n",
      "Iteration 13, inertia 79432244032.78595\n",
      "Iteration 14, inertia 79406384914.66327\n",
      "Iteration 15, inertia 79381000254.05458\n",
      "Iteration 16, inertia 79356474649.14153\n",
      "Iteration 17, inertia 79335430749.96332\n",
      "Iteration 18, inertia 79314005421.70578\n",
      "Iteration 19, inertia 79289081357.83286\n",
      "Iteration 20, inertia 79264590095.72246\n",
      "Iteration 21, inertia 79243313460.55847\n",
      "Iteration 22, inertia 79227580649.27908\n",
      "Iteration 23, inertia 79216522457.63663\n",
      "Iteration 24, inertia 79206769047.62433\n",
      "Iteration 25, inertia 79198365054.6079\n",
      "Iteration 26, inertia 79190917324.75017\n",
      "Iteration 27, inertia 79184142118.99927\n",
      "Iteration 28, inertia 79178898321.23334\n",
      "Iteration 29, inertia 79174494229.64279\n",
      "Iteration 30, inertia 79170608865.42668\n",
      "Iteration 31, inertia 79167192775.17001\n",
      "Iteration 32, inertia 79163893942.49823\n",
      "Iteration 33, inertia 79160216769.8773\n",
      "Iteration 34, inertia 79156154641.91174\n",
      "Iteration 35, inertia 79151633766.10677\n",
      "Iteration 36, inertia 79146322350.98503\n",
      "Iteration 37, inertia 79139775658.61478\n",
      "Iteration 38, inertia 79131581017.03264\n",
      "Iteration 39, inertia 79123145240.37817\n",
      "Iteration 40, inertia 79114483609.48993\n",
      "Iteration 41, inertia 79107019944.39757\n",
      "Iteration 42, inertia 79102786141.47704\n",
      "Iteration 43, inertia 79098996988.02525\n",
      "Iteration 44, inertia 79095914988.8666\n",
      "Iteration 45, inertia 79092966155.47209\n",
      "Iteration 46, inertia 79090243672.74368\n",
      "Iteration 47, inertia 79087599995.59134\n",
      "Iteration 48, inertia 79084533900.89137\n",
      "Iteration 49, inertia 79081478493.23837\n",
      "Iteration 50, inertia 79077774308.40936\n",
      "Iteration 51, inertia 79074925241.5888\n",
      "Iteration 52, inertia 79072109434.66586\n",
      "Iteration 53, inertia 79070018828.44093\n",
      "Iteration 54, inertia 79068236933.67642\n",
      "Iteration 55, inertia 79066480973.77231\n",
      "Iteration 56, inertia 79064575523.26746\n",
      "Iteration 57, inertia 79062516825.84383\n",
      "Iteration 58, inertia 79059964216.25899\n",
      "Iteration 59, inertia 79058138663.19252\n",
      "Iteration 60, inertia 79056870725.80457\n",
      "Iteration 61, inertia 79055640836.1558\n",
      "Iteration 62, inertia 79054453795.92334\n",
      "Iteration 63, inertia 79053002673.39735\n",
      "Iteration 64, inertia 79051237954.24223\n",
      "Iteration 65, inertia 79048585077.49931\n",
      "Iteration 66, inertia 79044674737.23111\n",
      "Iteration 67, inertia 79040900788.29291\n",
      "Iteration 68, inertia 79037122634.21112\n",
      "Iteration 69, inertia 79033755864.42998\n",
      "Iteration 70, inertia 79030078409.04387\n",
      "Iteration 71, inertia 79025904217.29547\n",
      "Iteration 72, inertia 79020890119.5375\n",
      "Iteration 73, inertia 79015241023.75409\n",
      "Iteration 74, inertia 79009810915.3063\n",
      "Iteration 75, inertia 79003508263.06868\n",
      "Iteration 76, inertia 78998301062.55774\n",
      "Iteration 77, inertia 78995046133.12828\n",
      "Iteration 78, inertia 78992289335.25381\n",
      "Iteration 79, inertia 78990307671.42581\n",
      "Iteration 80, inertia 78988665431.57681\n",
      "Iteration 81, inertia 78986707947.1761\n",
      "Iteration 82, inertia 78984819057.77272\n",
      "Iteration 83, inertia 78983081707.10693\n",
      "Iteration 84, inertia 78981452740.14558\n",
      "Iteration 85, inertia 78979864233.27402\n",
      "Iteration 86, inertia 78978192378.50038\n",
      "Iteration 87, inertia 78976814449.38516\n",
      "Iteration 88, inertia 78975631473.58386\n",
      "Iteration 89, inertia 78974630500.3782\n",
      "Iteration 90, inertia 78973741375.00325\n",
      "Iteration 91, inertia 78972506558.57385\n",
      "Iteration 92, inertia 78971402050.34744\n",
      "Iteration 93, inertia 78970400670.00833\n",
      "Iteration 94, inertia 78969453647.26419\n",
      "Iteration 95, inertia 78968651075.44717\n",
      "Iteration 96, inertia 78967887707.51277\n",
      "Iteration 97, inertia 78967214661.90483\n",
      "Iteration 98, inertia 78966740147.48813\n",
      "Iteration 99, inertia 78966334793.88441\n",
      "Iteration 100, inertia 78965959583.96518\n",
      "Iteration 101, inertia 78965619490.43628\n",
      "Iteration 102, inertia 78965280933.00058\n",
      "Iteration 103, inertia 78964896649.1575\n",
      "Iteration 104, inertia 78964437314.20781\n",
      "Iteration 105, inertia 78964002414.22298\n",
      "Iteration 106, inertia 78963587813.59932\n",
      "Iteration 107, inertia 78963286175.1313\n",
      "Iteration 108, inertia 78962956201.92516\n",
      "Iteration 109, inertia 78962681999.63217\n",
      "Iteration 110, inertia 78962450116.93704\n",
      "Iteration 111, inertia 78962144615.65945\n",
      "Iteration 112, inertia 78961666822.1307\n",
      "Iteration 113, inertia 78961264828.67897\n",
      "Iteration 114, inertia 78960927852.66986\n",
      "Iteration 115, inertia 78960626102.60152\n",
      "Iteration 116, inertia 78960418644.04373\n",
      "Iteration 117, inertia 78960115114.37163\n",
      "Iteration 118, inertia 78959674254.98184\n",
      "Iteration 119, inertia 78959308457.98012\n",
      "Iteration 120, inertia 78958939569.1077\n",
      "Iteration 121, inertia 78958614839.4573\n",
      "Iteration 122, inertia 78958350916.1513\n",
      "Iteration 123, inertia 78958093386.60718\n",
      "Iteration 124, inertia 78957810196.15823\n",
      "Iteration 125, inertia 78957645950.72063\n",
      "Iteration 126, inertia 78957383432.7584\n",
      "Iteration 127, inertia 78957168203.79805\n",
      "Iteration 128, inertia 78956959856.02962\n",
      "Iteration 129, inertia 78956651366.21437\n",
      "Iteration 130, inertia 78956400759.54012\n",
      "Iteration 131, inertia 78956047920.14473\n",
      "Iteration 132, inertia 78955803280.61778\n",
      "Iteration 133, inertia 78955661762.58563\n",
      "Iteration 134, inertia 78955523652.29816\n",
      "Iteration 135, inertia 78955338636.279\n",
      "Iteration 136, inertia 78955157880.09723\n",
      "Iteration 137, inertia 78955018169.6857\n",
      "Iteration 138, inertia 78954901397.56\n",
      "Iteration 139, inertia 78954819279.6127\n",
      "Iteration 140, inertia 78954741687.51088\n",
      "Iteration 141, inertia 78954622511.40483\n",
      "Iteration 142, inertia 78954461821.02797\n",
      "Iteration 143, inertia 78954235769.06805\n",
      "Iteration 144, inertia 78954079070.08633\n",
      "Iteration 145, inertia 78953927062.77623\n",
      "Iteration 146, inertia 78953833674.54547\n",
      "Iteration 147, inertia 78953756307.96616\n",
      "Iteration 148, inertia 78953694087.38977\n",
      "Iteration 149, inertia 78953652248.7554\n",
      "Iteration 150, inertia 78953628935.20776\n",
      "Iteration 151, inertia 78953616762.0056\n",
      "Iteration 152, inertia 78953612151.25566\n",
      "Iteration 153, inertia 78953609911.26569\n",
      "Converged at iteration 153: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120292034558.0\n",
      "Iteration 1, inertia 82848061400.8102\n",
      "Iteration 2, inertia 80926663756.6737\n",
      "Iteration 3, inertia 80281376366.71806\n",
      "Iteration 4, inertia 79969234202.63559\n",
      "Iteration 5, inertia 79767299712.05289\n",
      "Iteration 6, inertia 79613605795.54373\n",
      "Iteration 7, inertia 79485546308.96773\n",
      "Iteration 8, inertia 79381553638.284\n",
      "Iteration 9, inertia 79288007471.5464\n",
      "Iteration 10, inertia 79204423500.31572\n",
      "Iteration 11, inertia 79133511750.4556\n",
      "Iteration 12, inertia 79081493273.36835\n",
      "Iteration 13, inertia 79043869885.91557\n",
      "Iteration 14, inertia 79009244601.89926\n",
      "Iteration 15, inertia 78982589306.268\n",
      "Iteration 16, inertia 78960825500.04753\n",
      "Iteration 17, inertia 78943647002.98912\n",
      "Iteration 18, inertia 78931488300.94838\n",
      "Iteration 19, inertia 78920719836.99231\n",
      "Iteration 20, inertia 78912193549.33987\n",
      "Iteration 21, inertia 78904483770.52554\n",
      "Iteration 22, inertia 78897668084.80536\n",
      "Iteration 23, inertia 78891333702.56834\n",
      "Iteration 24, inertia 78886326641.42361\n",
      "Iteration 25, inertia 78881460742.09567\n",
      "Iteration 26, inertia 78877560938.22484\n",
      "Iteration 27, inertia 78874364920.07346\n",
      "Iteration 28, inertia 78871565712.12906\n",
      "Iteration 29, inertia 78869291494.22382\n",
      "Iteration 30, inertia 78867149796.41447\n",
      "Iteration 31, inertia 78865304017.55394\n",
      "Iteration 32, inertia 78863411066.4057\n",
      "Iteration 33, inertia 78861570841.73164\n",
      "Iteration 34, inertia 78859480679.0067\n",
      "Iteration 35, inertia 78857421988.4635\n",
      "Iteration 36, inertia 78855505353.32574\n",
      "Iteration 37, inertia 78853612674.61752\n",
      "Iteration 38, inertia 78851684577.97551\n",
      "Iteration 39, inertia 78850045918.83939\n",
      "Iteration 40, inertia 78848365540.96332\n",
      "Iteration 41, inertia 78847182072.43967\n",
      "Iteration 42, inertia 78845658938.238\n",
      "Iteration 43, inertia 78844340702.86038\n",
      "Iteration 44, inertia 78842930244.51904\n",
      "Iteration 45, inertia 78841836821.77147\n",
      "Iteration 46, inertia 78840710409.20866\n",
      "Iteration 47, inertia 78839042989.85655\n",
      "Iteration 48, inertia 78837180893.48972\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 49, inertia 78834858535.63388\n",
      "Iteration 50, inertia 78831964613.12148\n",
      "Iteration 51, inertia 78829520332.24448\n",
      "Iteration 52, inertia 78827601566.2226\n",
      "Iteration 53, inertia 78825336195.27052\n",
      "Iteration 54, inertia 78823512547.9171\n",
      "Iteration 55, inertia 78821700385.06764\n",
      "Iteration 56, inertia 78819830066.47656\n",
      "Iteration 57, inertia 78817840782.03542\n",
      "Iteration 58, inertia 78815730241.2354\n",
      "Iteration 59, inertia 78813789028.66254\n",
      "Iteration 60, inertia 78812102602.60013\n",
      "Iteration 61, inertia 78810695869.0024\n",
      "Iteration 62, inertia 78809326056.06776\n",
      "Iteration 63, inertia 78808184500.95506\n",
      "Iteration 64, inertia 78807025820.91385\n",
      "Iteration 65, inertia 78805650035.4738\n",
      "Iteration 66, inertia 78804540585.91025\n",
      "Iteration 67, inertia 78803443556.26224\n",
      "Iteration 68, inertia 78802685872.20459\n",
      "Iteration 69, inertia 78801829854.65083\n",
      "Iteration 70, inertia 78800910007.98894\n",
      "Iteration 71, inertia 78800073161.2504\n",
      "Iteration 72, inertia 78799355895.94876\n",
      "Iteration 73, inertia 78798483776.3035\n",
      "Iteration 74, inertia 78797472404.55307\n",
      "Iteration 75, inertia 78796435457.56458\n",
      "Iteration 76, inertia 78795238977.58948\n",
      "Iteration 77, inertia 78793965967.53818\n",
      "Iteration 78, inertia 78793166529.01053\n",
      "Iteration 79, inertia 78792596685.93697\n",
      "Iteration 80, inertia 78792000527.51538\n",
      "Iteration 81, inertia 78791363299.24452\n",
      "Iteration 82, inertia 78790758603.32237\n",
      "Iteration 83, inertia 78790070053.17044\n",
      "Iteration 84, inertia 78789364945.6176\n",
      "Iteration 85, inertia 78788575228.89552\n",
      "Iteration 86, inertia 78787556641.48009\n",
      "Iteration 87, inertia 78786681040.14478\n",
      "Iteration 88, inertia 78786024533.99837\n",
      "Iteration 89, inertia 78785329408.92342\n",
      "Iteration 90, inertia 78784320687.03242\n",
      "Iteration 91, inertia 78783373057.56721\n",
      "Iteration 92, inertia 78782385315.71852\n",
      "Iteration 93, inertia 78781494286.57959\n",
      "Iteration 94, inertia 78780888104.89197\n",
      "Iteration 95, inertia 78780329225.48024\n",
      "Iteration 96, inertia 78779816904.365\n",
      "Iteration 97, inertia 78779353879.3774\n",
      "Iteration 98, inertia 78778825255.97523\n",
      "Iteration 99, inertia 78778186582.6915\n",
      "Iteration 100, inertia 78777422064.42297\n",
      "Iteration 101, inertia 78776660139.35623\n",
      "Iteration 102, inertia 78775484555.28578\n",
      "Iteration 103, inertia 78774030841.09193\n",
      "Iteration 104, inertia 78772911926.39862\n",
      "Iteration 105, inertia 78772006478.76408\n",
      "Iteration 106, inertia 78771065036.85417\n",
      "Iteration 107, inertia 78770266811.54184\n",
      "Iteration 108, inertia 78769559495.99417\n",
      "Iteration 109, inertia 78768664110.8995\n",
      "Iteration 110, inertia 78767750949.1304\n",
      "Iteration 111, inertia 78766536901.60353\n",
      "Iteration 112, inertia 78765152494.72339\n",
      "Iteration 113, inertia 78763517214.4911\n",
      "Iteration 114, inertia 78761963038.0434\n",
      "Iteration 115, inertia 78760263274.80151\n",
      "Iteration 116, inertia 78759005441.84576\n",
      "Iteration 117, inertia 78758236314.11626\n",
      "Iteration 118, inertia 78757196979.855\n",
      "Iteration 119, inertia 78756150945.56148\n",
      "Iteration 120, inertia 78755427108.82294\n",
      "Iteration 121, inertia 78754907083.7495\n",
      "Iteration 122, inertia 78754445917.5415\n",
      "Iteration 123, inertia 78753942603.4465\n",
      "Iteration 124, inertia 78753474220.31029\n",
      "Iteration 125, inertia 78753199403.35623\n",
      "Iteration 126, inertia 78753075009.4862\n",
      "Iteration 127, inertia 78752942171.87624\n",
      "Iteration 128, inertia 78752700426.65486\n",
      "Iteration 129, inertia 78752424691.99326\n",
      "Iteration 130, inertia 78752214209.1922\n",
      "Iteration 131, inertia 78752039948.79826\n",
      "Iteration 132, inertia 78751905751.03838\n",
      "Iteration 133, inertia 78751677862.84186\n",
      "Iteration 134, inertia 78751506446.43434\n",
      "Iteration 135, inertia 78751405400.45125\n",
      "Iteration 136, inertia 78751310028.28795\n",
      "Iteration 137, inertia 78751188399.34647\n",
      "Iteration 138, inertia 78751060502.94458\n",
      "Iteration 139, inertia 78750936053.7608\n",
      "Iteration 140, inertia 78750788693.37778\n",
      "Iteration 141, inertia 78750665395.3989\n",
      "Iteration 142, inertia 78750492119.25218\n",
      "Iteration 143, inertia 78750395604.62561\n",
      "Iteration 144, inertia 78750301151.68387\n",
      "Iteration 145, inertia 78750146677.76471\n",
      "Iteration 146, inertia 78750031038.06496\n",
      "Iteration 147, inertia 78749970772.67064\n",
      "Iteration 148, inertia 78749962757.84062\n",
      "Iteration 149, inertia 78749934025.7468\n",
      "Iteration 150, inertia 78749924251.4344\n",
      "Converged at iteration 150: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120493615730.0\n",
      "Iteration 1, inertia 83407492426.26698\n",
      "Iteration 2, inertia 81460004460.94846\n",
      "Iteration 3, inertia 80695917698.08334\n",
      "Iteration 4, inertia 80249537003.67937\n",
      "Iteration 5, inertia 79940372064.39478\n",
      "Iteration 6, inertia 79735917134.70895\n",
      "Iteration 7, inertia 79607578709.12419\n",
      "Iteration 8, inertia 79510867689.6362\n",
      "Iteration 9, inertia 79427595020.51479\n",
      "Iteration 10, inertia 79349508853.95078\n",
      "Iteration 11, inertia 79286190259.52243\n",
      "Iteration 12, inertia 79237330798.92813\n",
      "Iteration 13, inertia 79195715191.41693\n",
      "Iteration 14, inertia 79163768457.23006\n",
      "Iteration 15, inertia 79136492985.75302\n",
      "Iteration 16, inertia 79108928351.34016\n",
      "Iteration 17, inertia 79077019349.70198\n",
      "Iteration 18, inertia 79044383061.50592\n",
      "Iteration 19, inertia 79018063144.57332\n",
      "Iteration 20, inertia 78996726928.52824\n",
      "Iteration 21, inertia 78979699439.31837\n",
      "Iteration 22, inertia 78965051655.41246\n",
      "Iteration 23, inertia 78952481492.02478\n",
      "Iteration 24, inertia 78944184934.77025\n",
      "Iteration 25, inertia 78937097746.48407\n",
      "Iteration 26, inertia 78929557660.67816\n",
      "Iteration 27, inertia 78922167881.7529\n",
      "Iteration 28, inertia 78915201101.88023\n",
      "Iteration 29, inertia 78907302839.2472\n",
      "Iteration 30, inertia 78898784241.72345\n",
      "Iteration 31, inertia 78889195322.7811\n",
      "Iteration 32, inertia 78879945648.69492\n",
      "Iteration 33, inertia 78871466264.42067\n",
      "Iteration 34, inertia 78863929384.96555\n",
      "Iteration 35, inertia 78856620833.38075\n",
      "Iteration 36, inertia 78850812227.69658\n",
      "Iteration 37, inertia 78845848314.87407\n",
      "Iteration 38, inertia 78841274887.43536\n",
      "Iteration 39, inertia 78837019228.20294\n",
      "Iteration 40, inertia 78832713825.91542\n",
      "Iteration 41, inertia 78828940493.29951\n",
      "Iteration 42, inertia 78826214064.42543\n",
      "Iteration 43, inertia 78823811609.65852\n",
      "Iteration 44, inertia 78821831583.03316\n",
      "Iteration 45, inertia 78820368321.39673\n",
      "Iteration 46, inertia 78818833852.64764\n",
      "Iteration 47, inertia 78817203121.29544\n",
      "Iteration 48, inertia 78816029816.24147\n",
      "Iteration 49, inertia 78815040415.16695\n",
      "Iteration 50, inertia 78814228292.80109\n",
      "Iteration 51, inertia 78813248534.64851\n",
      "Iteration 52, inertia 78812111558.07925\n",
      "Iteration 53, inertia 78810748251.62285\n",
      "Iteration 54, inertia 78809163395.06714\n",
      "Iteration 55, inertia 78807442302.76794\n",
      "Iteration 56, inertia 78805782144.36804\n",
      "Iteration 57, inertia 78804125219.87064\n",
      "Iteration 58, inertia 78802024626.79088\n",
      "Iteration 59, inertia 78799848386.80829\n",
      "Iteration 60, inertia 78798165437.77313\n",
      "Iteration 61, inertia 78796993754.89468\n",
      "Iteration 62, inertia 78795838693.48965\n",
      "Iteration 63, inertia 78794574206.18776\n",
      "Iteration 64, inertia 78793185119.12628\n",
      "Iteration 65, inertia 78792046671.46451\n",
      "Iteration 66, inertia 78791234221.21584\n",
      "Iteration 67, inertia 78790374015.97572\n",
      "Iteration 68, inertia 78789603354.90257\n",
      "Iteration 69, inertia 78788947696.42313\n",
      "Iteration 70, inertia 78788210609.51448\n",
      "Iteration 71, inertia 78787662653.45985\n",
      "Iteration 72, inertia 78787084359.87782\n",
      "Iteration 73, inertia 78786516691.31668\n",
      "Iteration 74, inertia 78785984112.03262\n",
      "Iteration 75, inertia 78785494089.09561\n",
      "Iteration 76, inertia 78785035032.27669\n",
      "Iteration 77, inertia 78784478580.19064\n",
      "Iteration 78, inertia 78783840945.70956\n",
      "Iteration 79, inertia 78783244616.75185\n",
      "Iteration 80, inertia 78782738001.82356\n",
      "Iteration 81, inertia 78782357400.59055\n",
      "Iteration 82, inertia 78782018757.35963\n",
      "Iteration 83, inertia 78781709033.68091\n",
      "Iteration 84, inertia 78781330705.9844\n",
      "Iteration 85, inertia 78780855309.86234\n",
      "Iteration 86, inertia 78780384492.71422\n",
      "Iteration 87, inertia 78779911788.06741\n",
      "Iteration 88, inertia 78779359897.63188\n",
      "Iteration 89, inertia 78778896775.92932\n",
      "Iteration 90, inertia 78778310795.0931\n",
      "Iteration 91, inertia 78777700696.36766\n",
      "Iteration 92, inertia 78777171358.62616\n",
      "Iteration 93, inertia 78776524279.04262\n",
      "Iteration 94, inertia 78775938279.27246\n",
      "Iteration 95, inertia 78775410553.1188\n",
      "Iteration 96, inertia 78774860612.7614\n",
      "Iteration 97, inertia 78774386250.38953\n",
      "Iteration 98, inertia 78773862588.3026\n",
      "Iteration 99, inertia 78773373767.35811\n",
      "Iteration 100, inertia 78772938278.47069\n",
      "Iteration 101, inertia 78772573296.07927\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 102, inertia 78772236210.97748\n",
      "Iteration 103, inertia 78772055504.62022\n",
      "Iteration 104, inertia 78771835998.78676\n",
      "Iteration 105, inertia 78771647158.41327\n",
      "Iteration 106, inertia 78771354951.11327\n",
      "Iteration 107, inertia 78771110504.67935\n",
      "Iteration 108, inertia 78770734041.60403\n",
      "Iteration 109, inertia 78770312613.6914\n",
      "Iteration 110, inertia 78769696852.60434\n",
      "Iteration 111, inertia 78769285762.24103\n",
      "Iteration 112, inertia 78769006986.9064\n",
      "Iteration 113, inertia 78768786186.87625\n",
      "Iteration 114, inertia 78768523251.70198\n",
      "Iteration 115, inertia 78768323995.08517\n",
      "Iteration 116, inertia 78768068389.97134\n",
      "Iteration 117, inertia 78767771610.20558\n",
      "Iteration 118, inertia 78767401349.95067\n",
      "Iteration 119, inertia 78767043130.13219\n",
      "Iteration 120, inertia 78766704541.93515\n",
      "Iteration 121, inertia 78766301300.46873\n",
      "Iteration 122, inertia 78765764519.6193\n",
      "Iteration 123, inertia 78765284011.45468\n",
      "Iteration 124, inertia 78764755789.21263\n",
      "Iteration 125, inertia 78764226028.90591\n",
      "Iteration 126, inertia 78763598180.56503\n",
      "Iteration 127, inertia 78762941339.32834\n",
      "Iteration 128, inertia 78762455760.31718\n",
      "Iteration 129, inertia 78762005094.31963\n",
      "Iteration 130, inertia 78761633270.05905\n",
      "Iteration 131, inertia 78761354710.2376\n",
      "Iteration 132, inertia 78761088037.42091\n",
      "Iteration 133, inertia 78760738750.23933\n",
      "Iteration 134, inertia 78760509436.6348\n",
      "Iteration 135, inertia 78760324844.88875\n",
      "Iteration 136, inertia 78760182549.18515\n",
      "Iteration 137, inertia 78760032202.43166\n",
      "Iteration 138, inertia 78759913565.85066\n",
      "Iteration 139, inertia 78759842497.40782\n",
      "Iteration 140, inertia 78759761631.3249\n",
      "Iteration 141, inertia 78759663154.47487\n",
      "Iteration 142, inertia 78759541780.85591\n",
      "Iteration 143, inertia 78759334046.28015\n",
      "Iteration 144, inertia 78759203614.47914\n",
      "Iteration 145, inertia 78759023147.36601\n",
      "Iteration 146, inertia 78758856896.84671\n",
      "Iteration 147, inertia 78758687856.25603\n",
      "Iteration 148, inertia 78758521307.36055\n",
      "Iteration 149, inertia 78758346823.00394\n",
      "Iteration 150, inertia 78758157534.40129\n",
      "Iteration 151, inertia 78757965030.40588\n",
      "Iteration 152, inertia 78757714936.26057\n",
      "Iteration 153, inertia 78757365079.79025\n",
      "Iteration 154, inertia 78756967696.04352\n",
      "Iteration 155, inertia 78756585872.91455\n",
      "Iteration 156, inertia 78756160682.18195\n",
      "Iteration 157, inertia 78755668207.78487\n",
      "Iteration 158, inertia 78755212935.33186\n",
      "Iteration 159, inertia 78754863763.90997\n",
      "Iteration 160, inertia 78754496456.16225\n",
      "Iteration 161, inertia 78753998069.15274\n",
      "Iteration 162, inertia 78753439073.07184\n",
      "Iteration 163, inertia 78753006453.4764\n",
      "Iteration 164, inertia 78752673303.03717\n",
      "Iteration 165, inertia 78752569033.6604\n",
      "Iteration 166, inertia 78752524806.14783\n",
      "Iteration 167, inertia 78752497560.91895\n",
      "Iteration 168, inertia 78752475339.863\n",
      "Iteration 169, inertia 78752460489.85127\n",
      "Converged at iteration 169: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120131517110.0\n",
      "Iteration 1, inertia 83051048596.34245\n",
      "Iteration 2, inertia 81353399943.09198\n",
      "Iteration 3, inertia 80689937579.18105\n",
      "Iteration 4, inertia 80294600653.58017\n",
      "Iteration 5, inertia 80054065653.85532\n",
      "Iteration 6, inertia 79893502770.99626\n",
      "Iteration 7, inertia 79760517930.27576\n",
      "Iteration 8, inertia 79649504035.5597\n",
      "Iteration 9, inertia 79560268957.83188\n",
      "Iteration 10, inertia 79489550937.72\n",
      "Iteration 11, inertia 79426552411.37447\n",
      "Iteration 12, inertia 79369485268.90868\n",
      "Iteration 13, inertia 79313847682.64545\n",
      "Iteration 14, inertia 79267334626.5791\n",
      "Iteration 15, inertia 79230681491.73567\n",
      "Iteration 16, inertia 79199953151.731\n",
      "Iteration 17, inertia 79172990955.71373\n",
      "Iteration 18, inertia 79149047005.7301\n",
      "Iteration 19, inertia 79128338314.22565\n",
      "Iteration 20, inertia 79109793570.00386\n",
      "Iteration 21, inertia 79091777600.54608\n",
      "Iteration 22, inertia 79075006130.10287\n",
      "Iteration 23, inertia 79061090806.55515\n",
      "Iteration 24, inertia 79049774789.21083\n",
      "Iteration 25, inertia 79038440865.26201\n",
      "Iteration 26, inertia 79028142954.67897\n",
      "Iteration 27, inertia 79017494067.68301\n",
      "Iteration 28, inertia 79006997181.14299\n",
      "Iteration 29, inertia 78996978616.30753\n",
      "Iteration 30, inertia 78987718370.96869\n",
      "Iteration 31, inertia 78977850417.21336\n",
      "Iteration 32, inertia 78967376151.34645\n",
      "Iteration 33, inertia 78958466063.77089\n",
      "Iteration 34, inertia 78948871722.92276\n",
      "Iteration 35, inertia 78941511493.03757\n",
      "Iteration 36, inertia 78935059699.75266\n",
      "Iteration 37, inertia 78929581590.10391\n",
      "Iteration 38, inertia 78923143748.20811\n",
      "Iteration 39, inertia 78916910819.26804\n",
      "Iteration 40, inertia 78910878647.15778\n",
      "Iteration 41, inertia 78904553583.21585\n",
      "Iteration 42, inertia 78898007996.57706\n",
      "Iteration 43, inertia 78892166550.71788\n",
      "Iteration 44, inertia 78887407670.86087\n",
      "Iteration 45, inertia 78884450984.7889\n",
      "Iteration 46, inertia 78881533087.97609\n",
      "Iteration 47, inertia 78878769634.24905\n",
      "Iteration 48, inertia 78876149454.92633\n",
      "Iteration 49, inertia 78873332809.53506\n",
      "Iteration 50, inertia 78870493943.83173\n",
      "Iteration 51, inertia 78867239149.14781\n",
      "Iteration 52, inertia 78863390635.14548\n",
      "Iteration 53, inertia 78859424327.53293\n",
      "Iteration 54, inertia 78856083010.48438\n",
      "Iteration 55, inertia 78852497935.90126\n",
      "Iteration 56, inertia 78850758405.62366\n",
      "Iteration 57, inertia 78848696860.76741\n",
      "Iteration 58, inertia 78846462719.5747\n",
      "Iteration 59, inertia 78843974590.3891\n",
      "Iteration 60, inertia 78841630808.1645\n",
      "Iteration 61, inertia 78839643258.99622\n",
      "Iteration 62, inertia 78837637223.46056\n",
      "Iteration 63, inertia 78835786553.41594\n",
      "Iteration 64, inertia 78834155108.77882\n",
      "Iteration 65, inertia 78832758184.6452\n",
      "Iteration 66, inertia 78831252228.02328\n",
      "Iteration 67, inertia 78829900016.61656\n",
      "Iteration 68, inertia 78828769910.65257\n",
      "Iteration 69, inertia 78827600305.81726\n",
      "Iteration 70, inertia 78826688300.35056\n",
      "Iteration 71, inertia 78826030862.50923\n",
      "Iteration 72, inertia 78825503714.38887\n",
      "Iteration 73, inertia 78824897170.14928\n",
      "Iteration 74, inertia 78824397089.26805\n",
      "Iteration 75, inertia 78823868877.21318\n",
      "Iteration 76, inertia 78823453512.0608\n",
      "Iteration 77, inertia 78823171576.00682\n",
      "Iteration 78, inertia 78822992650.13283\n",
      "Iteration 79, inertia 78822862916.84492\n",
      "Iteration 80, inertia 78822696684.56912\n",
      "Iteration 81, inertia 78822468605.55157\n",
      "Iteration 82, inertia 78822275561.28503\n",
      "Iteration 83, inertia 78822102931.30759\n",
      "Iteration 84, inertia 78821957266.37918\n",
      "Iteration 85, inertia 78821899064.5923\n",
      "Iteration 86, inertia 78821831810.32106\n",
      "Iteration 87, inertia 78821742207.05699\n",
      "Iteration 88, inertia 78821641534.08435\n",
      "Iteration 89, inertia 78821544943.15977\n",
      "Iteration 90, inertia 78821444175.14404\n",
      "Iteration 91, inertia 78821364807.47829\n",
      "Iteration 92, inertia 78821273478.83215\n",
      "Iteration 93, inertia 78821213648.53938\n",
      "Iteration 94, inertia 78821103153.18219\n",
      "Iteration 95, inertia 78820838884.9418\n",
      "Iteration 96, inertia 78820484163.41449\n",
      "Iteration 97, inertia 78820079491.05948\n",
      "Iteration 98, inertia 78819761701.52539\n",
      "Iteration 99, inertia 78819433021.685\n",
      "Iteration 100, inertia 78819058424.26826\n",
      "Iteration 101, inertia 78818772033.65405\n",
      "Iteration 102, inertia 78818538940.23628\n",
      "Iteration 103, inertia 78818426302.04944\n",
      "Iteration 104, inertia 78818322431.03555\n",
      "Iteration 105, inertia 78818225680.05399\n",
      "Iteration 106, inertia 78818177597.12415\n",
      "Iteration 107, inertia 78818074799.3569\n",
      "Iteration 108, inertia 78817979669.46722\n",
      "Iteration 109, inertia 78817931911.219\n",
      "Iteration 110, inertia 78817910353.63568\n",
      "Iteration 111, inertia 78817898586.50906\n",
      "Iteration 112, inertia 78817885606.09502\n",
      "Iteration 113, inertia 78817863520.9726\n",
      "Iteration 114, inertia 78817842569.57515\n",
      "Iteration 115, inertia 78817839709.95291\n",
      "Iteration 116, inertia 78817835763.07472\n",
      "Converged at iteration 116: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120166976940.0\n",
      "Iteration 1, inertia 82653836394.25116\n",
      "Iteration 2, inertia 80985286124.48358\n",
      "Iteration 3, inertia 80355726107.2155\n",
      "Iteration 4, inertia 80035112989.57826\n",
      "Iteration 5, inertia 79855994207.8429\n",
      "Iteration 6, inertia 79735093682.2279\n",
      "Iteration 7, inertia 79644238170.59665\n",
      "Iteration 8, inertia 79568523019.62424\n",
      "Iteration 9, inertia 79502107723.21164\n",
      "Iteration 10, inertia 79450490950.98866\n",
      "Iteration 11, inertia 79404212830.76068\n",
      "Iteration 12, inertia 79361427063.467\n",
      "Iteration 13, inertia 79322923969.01134\n",
      "Iteration 14, inertia 79285896586.15865\n",
      "Iteration 15, inertia 79250400597.02748\n",
      "Iteration 16, inertia 79219961731.6083\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 17, inertia 79193262263.26265\n",
      "Iteration 18, inertia 79166615779.60353\n",
      "Iteration 19, inertia 79143943025.77434\n",
      "Iteration 20, inertia 79120550384.34341\n",
      "Iteration 21, inertia 79095429813.98056\n",
      "Iteration 22, inertia 79069695465.63564\n",
      "Iteration 23, inertia 79044972154.44681\n",
      "Iteration 24, inertia 79024566562.1259\n",
      "Iteration 25, inertia 79008561015.24648\n",
      "Iteration 26, inertia 78995131944.38246\n",
      "Iteration 27, inertia 78984022169.38068\n",
      "Iteration 28, inertia 78976066909.17128\n",
      "Iteration 29, inertia 78969834100.54865\n",
      "Iteration 30, inertia 78964194849.86604\n",
      "Iteration 31, inertia 78958822247.7362\n",
      "Iteration 32, inertia 78954246889.7857\n",
      "Iteration 33, inertia 78949834465.22198\n",
      "Iteration 34, inertia 78946725071.62689\n",
      "Iteration 35, inertia 78944022100.12201\n",
      "Iteration 36, inertia 78941212746.74777\n",
      "Iteration 37, inertia 78938215018.57645\n",
      "Iteration 38, inertia 78935199811.63182\n",
      "Iteration 39, inertia 78932123525.78268\n",
      "Iteration 40, inertia 78928926369.26143\n",
      "Iteration 41, inertia 78925457856.948\n",
      "Iteration 42, inertia 78922437969.07594\n",
      "Iteration 43, inertia 78920039180.14455\n",
      "Iteration 44, inertia 78917757815.19156\n",
      "Iteration 45, inertia 78915212073.18764\n",
      "Iteration 46, inertia 78912947313.97714\n",
      "Iteration 47, inertia 78909825232.67142\n",
      "Iteration 48, inertia 78906050474.36761\n",
      "Iteration 49, inertia 78902711308.80803\n",
      "Iteration 50, inertia 78899303223.53119\n",
      "Iteration 51, inertia 78895358317.04396\n",
      "Iteration 52, inertia 78891764602.62143\n",
      "Iteration 53, inertia 78888725485.77675\n",
      "Iteration 54, inertia 78885899667.21858\n",
      "Iteration 55, inertia 78883876661.01442\n",
      "Iteration 56, inertia 78881899318.96393\n",
      "Iteration 57, inertia 78880226686.61734\n",
      "Iteration 58, inertia 78878671169.59702\n",
      "Iteration 59, inertia 78877153999.64789\n",
      "Iteration 60, inertia 78875173441.42203\n",
      "Iteration 61, inertia 78872558773.30855\n",
      "Iteration 62, inertia 78870529871.71901\n",
      "Iteration 63, inertia 78868724657.26512\n",
      "Iteration 64, inertia 78867177791.7337\n",
      "Iteration 65, inertia 78865347191.32378\n",
      "Iteration 66, inertia 78863363829.2352\n",
      "Iteration 67, inertia 78861440908.81172\n",
      "Iteration 68, inertia 78859534629.8435\n",
      "Iteration 69, inertia 78858179564.11136\n",
      "Iteration 70, inertia 78856543725.05484\n",
      "Iteration 71, inertia 78855022607.23491\n",
      "Iteration 72, inertia 78853608884.98325\n",
      "Iteration 73, inertia 78852199263.2508\n",
      "Iteration 74, inertia 78850816262.5633\n",
      "Iteration 75, inertia 78849577458.99312\n",
      "Iteration 76, inertia 78848716201.85817\n",
      "Iteration 77, inertia 78847995688.58946\n",
      "Iteration 78, inertia 78847360544.93015\n",
      "Iteration 79, inertia 78846690943.30037\n",
      "Iteration 80, inertia 78846106155.98126\n",
      "Iteration 81, inertia 78845712212.87573\n",
      "Iteration 82, inertia 78845373208.0824\n",
      "Iteration 83, inertia 78845185329.9442\n",
      "Iteration 84, inertia 78845054929.19276\n",
      "Iteration 85, inertia 78844849688.9791\n",
      "Iteration 86, inertia 78844745367.58112\n",
      "Iteration 87, inertia 78844694627.35774\n",
      "Iteration 88, inertia 78844643152.7582\n",
      "Iteration 89, inertia 78844586294.88034\n",
      "Iteration 90, inertia 78844503174.6707\n",
      "Iteration 91, inertia 78844484609.01363\n",
      "Iteration 92, inertia 78844463797.124\n",
      "Iteration 93, inertia 78844430447.28706\n",
      "Iteration 94, inertia 78844383825.7031\n",
      "Iteration 95, inertia 78844378642.80624\n",
      "Iteration 96, inertia 78844375504.49586\n",
      "Iteration 97, inertia 78844370047.21617\n",
      "Converged at iteration 97: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118694676410.0\n",
      "Iteration 1, inertia 82348700822.03171\n",
      "Iteration 2, inertia 80927157898.69073\n",
      "Iteration 3, inertia 80464335989.14922\n",
      "Iteration 4, inertia 80215967082.66475\n",
      "Iteration 5, inertia 80044757785.51529\n",
      "Iteration 6, inertia 79916382164.26598\n",
      "Iteration 7, inertia 79805920903.2849\n",
      "Iteration 8, inertia 79704528785.29424\n",
      "Iteration 9, inertia 79593976216.38365\n",
      "Iteration 10, inertia 79486415514.54527\n",
      "Iteration 11, inertia 79391791573.83432\n",
      "Iteration 12, inertia 79308127440.7494\n",
      "Iteration 13, inertia 79232761432.99837\n",
      "Iteration 14, inertia 79180640831.64922\n",
      "Iteration 15, inertia 79144193911.5695\n",
      "Iteration 16, inertia 79118495557.94899\n",
      "Iteration 17, inertia 79099869328.7008\n",
      "Iteration 18, inertia 79085448017.3164\n",
      "Iteration 19, inertia 79074515228.96925\n",
      "Iteration 20, inertia 79064923487.76932\n",
      "Iteration 21, inertia 79056453506.14388\n",
      "Iteration 22, inertia 79047948050.1519\n",
      "Iteration 23, inertia 79039951653.83649\n",
      "Iteration 24, inertia 79032445994.56209\n",
      "Iteration 25, inertia 79025008725.28546\n",
      "Iteration 26, inertia 79018350862.2125\n",
      "Iteration 27, inertia 79012572659.83957\n",
      "Iteration 28, inertia 79007756076.17126\n",
      "Iteration 29, inertia 79002749102.2159\n",
      "Iteration 30, inertia 78997827566.0738\n",
      "Iteration 31, inertia 78992522528.0014\n",
      "Iteration 32, inertia 78987719169.43478\n",
      "Iteration 33, inertia 78982398463.92017\n",
      "Iteration 34, inertia 78977433027.14297\n",
      "Iteration 35, inertia 78972749929.36996\n",
      "Iteration 36, inertia 78967248668.06573\n",
      "Iteration 37, inertia 78961347532.66365\n",
      "Iteration 38, inertia 78954943579.46918\n",
      "Iteration 39, inertia 78947435023.5123\n",
      "Iteration 40, inertia 78938231597.42545\n",
      "Iteration 41, inertia 78925746374.04341\n",
      "Iteration 42, inertia 78910343608.74019\n",
      "Iteration 43, inertia 78897534586.31876\n",
      "Iteration 44, inertia 78887968476.42778\n",
      "Iteration 45, inertia 78881265638.23357\n",
      "Iteration 46, inertia 78876064880.49774\n",
      "Iteration 47, inertia 78871958071.20291\n",
      "Iteration 48, inertia 78868212702.5672\n",
      "Iteration 49, inertia 78864595035.88705\n",
      "Iteration 50, inertia 78861188441.31253\n",
      "Iteration 51, inertia 78857820211.7657\n",
      "Iteration 52, inertia 78855190386.50421\n",
      "Iteration 53, inertia 78852416820.42923\n",
      "Iteration 54, inertia 78849622189.47034\n",
      "Iteration 55, inertia 78847398709.30005\n",
      "Iteration 56, inertia 78845331633.33934\n",
      "Iteration 57, inertia 78843046862.72154\n",
      "Iteration 58, inertia 78841170011.48944\n",
      "Iteration 59, inertia 78839775959.22601\n",
      "Iteration 60, inertia 78838381649.92262\n",
      "Iteration 61, inertia 78836960801.23016\n",
      "Iteration 62, inertia 78835482055.26848\n",
      "Iteration 63, inertia 78834155901.00497\n",
      "Iteration 64, inertia 78833009538.6813\n",
      "Iteration 65, inertia 78831728326.85764\n",
      "Iteration 66, inertia 78830150051.73955\n",
      "Iteration 67, inertia 78828594800.96596\n",
      "Iteration 68, inertia 78827602813.28223\n",
      "Iteration 69, inertia 78826848065.02904\n",
      "Iteration 70, inertia 78826282264.7615\n",
      "Iteration 71, inertia 78825571371.87758\n",
      "Iteration 72, inertia 78824779094.95229\n",
      "Iteration 73, inertia 78824256939.8058\n",
      "Iteration 74, inertia 78823863668.8642\n",
      "Iteration 75, inertia 78823489427.68488\n",
      "Iteration 76, inertia 78822861118.52888\n",
      "Iteration 77, inertia 78822160246.41273\n",
      "Iteration 78, inertia 78821324715.07819\n",
      "Iteration 79, inertia 78820502211.4378\n",
      "Iteration 80, inertia 78819805353.61752\n",
      "Iteration 81, inertia 78819281766.88477\n",
      "Iteration 82, inertia 78818563665.01146\n",
      "Iteration 83, inertia 78817954517.49486\n",
      "Iteration 84, inertia 78817638011.41357\n",
      "Iteration 85, inertia 78817458514.89052\n",
      "Iteration 86, inertia 78817284782.68285\n",
      "Iteration 87, inertia 78817122301.19836\n",
      "Iteration 88, inertia 78817013427.8293\n",
      "Iteration 89, inertia 78816836503.29973\n",
      "Iteration 90, inertia 78816697680.1689\n",
      "Iteration 91, inertia 78816497082.7196\n",
      "Iteration 92, inertia 78816317386.30148\n",
      "Iteration 93, inertia 78816179028.52872\n",
      "Iteration 94, inertia 78816026542.58917\n",
      "Iteration 95, inertia 78815998976.88228\n",
      "Iteration 96, inertia 78815950833.68388\n",
      "Iteration 97, inertia 78815910241.42929\n",
      "Iteration 98, inertia 78815811291.4311\n",
      "Iteration 99, inertia 78815678473.28967\n",
      "Iteration 100, inertia 78815547818.19405\n",
      "Iteration 101, inertia 78815399526.49841\n",
      "Iteration 102, inertia 78815267764.39406\n",
      "Iteration 103, inertia 78815236975.20088\n",
      "Iteration 104, inertia 78815224576.72855\n",
      "Iteration 105, inertia 78815167916.66566\n",
      "Iteration 106, inertia 78815080947.77576\n",
      "Iteration 107, inertia 78814944047.14566\n",
      "Iteration 108, inertia 78814833213.85794\n",
      "Iteration 109, inertia 78814779015.94742\n",
      "Iteration 110, inertia 78814739115.84352\n",
      "Iteration 111, inertia 78814721972.88516\n",
      "Iteration 112, inertia 78814708827.40004\n",
      "Iteration 113, inertia 78814700387.54182\n",
      "Converged at iteration 113: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118682178465.0\n",
      "Iteration 1, inertia 82885403606.08429\n",
      "Iteration 2, inertia 81182788338.66948\n",
      "Iteration 3, inertia 80504381051.92955\n",
      "Iteration 4, inertia 80118721311.12793\n",
      "Iteration 5, inertia 79856147134.86292\n",
      "Iteration 6, inertia 79665957352.0286\n",
      "Iteration 7, inertia 79531843079.64774\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 8, inertia 79431127525.34406\n",
      "Iteration 9, inertia 79353878566.31224\n",
      "Iteration 10, inertia 79296385382.83629\n",
      "Iteration 11, inertia 79251238485.31154\n",
      "Iteration 12, inertia 79214607770.76033\n",
      "Iteration 13, inertia 79183954696.94304\n",
      "Iteration 14, inertia 79157246220.82907\n",
      "Iteration 15, inertia 79133049223.29622\n",
      "Iteration 16, inertia 79109330151.75308\n",
      "Iteration 17, inertia 79090149260.83366\n",
      "Iteration 18, inertia 79073163301.24403\n",
      "Iteration 19, inertia 79059083570.67422\n",
      "Iteration 20, inertia 79046994959.906\n",
      "Iteration 21, inertia 79035829238.8002\n",
      "Iteration 22, inertia 79025771438.54181\n",
      "Iteration 23, inertia 79018310176.18658\n",
      "Iteration 24, inertia 79010915005.55116\n",
      "Iteration 25, inertia 79004063318.9767\n",
      "Iteration 26, inertia 78998644506.18268\n",
      "Iteration 27, inertia 78993067746.2959\n",
      "Iteration 28, inertia 78988781136.39078\n",
      "Iteration 29, inertia 78984478420.72098\n",
      "Iteration 30, inertia 78980617293.28067\n",
      "Iteration 31, inertia 78977274571.75417\n",
      "Iteration 32, inertia 78973576077.75977\n",
      "Iteration 33, inertia 78969735404.8556\n",
      "Iteration 34, inertia 78965647912.02153\n",
      "Iteration 35, inertia 78961750916.1555\n",
      "Iteration 36, inertia 78958241794.36424\n",
      "Iteration 37, inertia 78954976190.35587\n",
      "Iteration 38, inertia 78950004909.7507\n",
      "Iteration 39, inertia 78943699251.66638\n",
      "Iteration 40, inertia 78938030571.98332\n",
      "Iteration 41, inertia 78933667553.8825\n",
      "Iteration 42, inertia 78930826916.78586\n",
      "Iteration 43, inertia 78928433666.6942\n",
      "Iteration 44, inertia 78926048846.80869\n",
      "Iteration 45, inertia 78923343247.867\n",
      "Iteration 46, inertia 78920601329.84875\n",
      "Iteration 47, inertia 78918769978.26862\n",
      "Iteration 48, inertia 78917507438.91908\n",
      "Iteration 49, inertia 78916455085.77144\n",
      "Iteration 50, inertia 78915315165.46004\n",
      "Iteration 51, inertia 78914238751.8447\n",
      "Iteration 52, inertia 78913231224.55875\n",
      "Iteration 53, inertia 78912601018.50487\n",
      "Iteration 54, inertia 78911943777.81194\n",
      "Iteration 55, inertia 78911410297.81711\n",
      "Iteration 56, inertia 78910789837.8512\n",
      "Iteration 57, inertia 78909955651.88277\n",
      "Iteration 58, inertia 78908958645.63321\n",
      "Iteration 59, inertia 78907719272.49942\n",
      "Iteration 60, inertia 78906524529.90375\n",
      "Iteration 61, inertia 78905167545.42348\n",
      "Iteration 62, inertia 78904163946.9165\n",
      "Iteration 63, inertia 78903297390.95845\n",
      "Iteration 64, inertia 78902310234.58171\n",
      "Iteration 65, inertia 78901060033.51854\n",
      "Iteration 66, inertia 78899675698.79279\n",
      "Iteration 67, inertia 78898276099.57265\n",
      "Iteration 68, inertia 78896608160.19972\n",
      "Iteration 69, inertia 78894696962.14613\n",
      "Iteration 70, inertia 78892580954.87158\n",
      "Iteration 71, inertia 78890300579.81757\n",
      "Iteration 72, inertia 78887803362.53378\n",
      "Iteration 73, inertia 78884727378.4823\n",
      "Iteration 74, inertia 78881743146.7546\n",
      "Iteration 75, inertia 78879094022.16028\n",
      "Iteration 76, inertia 78876496542.74864\n",
      "Iteration 77, inertia 78873768929.92653\n",
      "Iteration 78, inertia 78871115393.57236\n",
      "Iteration 79, inertia 78868287223.88315\n",
      "Iteration 80, inertia 78865672271.73357\n",
      "Iteration 81, inertia 78862721948.15639\n",
      "Iteration 82, inertia 78859268841.17007\n",
      "Iteration 83, inertia 78855706547.4167\n",
      "Iteration 84, inertia 78852182948.80074\n",
      "Iteration 85, inertia 78849186798.4918\n",
      "Iteration 86, inertia 78846228694.95865\n",
      "Iteration 87, inertia 78844035153.33037\n",
      "Iteration 88, inertia 78842243575.94618\n",
      "Iteration 89, inertia 78840872869.97295\n",
      "Iteration 90, inertia 78839733180.92001\n",
      "Iteration 91, inertia 78838427397.51317\n",
      "Iteration 92, inertia 78837476268.23239\n",
      "Iteration 93, inertia 78836376605.82683\n",
      "Iteration 94, inertia 78835015937.22527\n",
      "Iteration 95, inertia 78833875509.39685\n",
      "Iteration 96, inertia 78833053082.90991\n",
      "Iteration 97, inertia 78832166163.43881\n",
      "Iteration 98, inertia 78830977670.62976\n",
      "Iteration 99, inertia 78829658929.94019\n",
      "Iteration 100, inertia 78828280139.46338\n",
      "Iteration 101, inertia 78826740784.48476\n",
      "Iteration 102, inertia 78825506608.93533\n",
      "Iteration 103, inertia 78824620999.70901\n",
      "Iteration 104, inertia 78823549685.91302\n",
      "Iteration 105, inertia 78822442218.56197\n",
      "Iteration 106, inertia 78821265141.93439\n",
      "Iteration 107, inertia 78820208753.3858\n",
      "Iteration 108, inertia 78819072210.08952\n",
      "Iteration 109, inertia 78817843078.81961\n",
      "Iteration 110, inertia 78816483288.0398\n",
      "Iteration 111, inertia 78814581596.18636\n",
      "Iteration 112, inertia 78813221864.68384\n",
      "Iteration 113, inertia 78811876236.25058\n",
      "Iteration 114, inertia 78810384292.65062\n",
      "Iteration 115, inertia 78809009545.94945\n",
      "Iteration 116, inertia 78807379371.70682\n",
      "Iteration 117, inertia 78805354041.78256\n",
      "Iteration 118, inertia 78802395149.33998\n",
      "Iteration 119, inertia 78799645031.94263\n",
      "Iteration 120, inertia 78796521934.38896\n",
      "Iteration 121, inertia 78792965527.43611\n",
      "Iteration 122, inertia 78789935986.89908\n",
      "Iteration 123, inertia 78788147272.71986\n",
      "Iteration 124, inertia 78787041550.0537\n",
      "Iteration 125, inertia 78786032714.02641\n",
      "Iteration 126, inertia 78785281562.96913\n",
      "Iteration 127, inertia 78784741732.62643\n",
      "Iteration 128, inertia 78784315171.50777\n",
      "Iteration 129, inertia 78783986949.18585\n",
      "Iteration 130, inertia 78783690236.04651\n",
      "Iteration 131, inertia 78783259069.35788\n",
      "Iteration 132, inertia 78782731049.3321\n",
      "Iteration 133, inertia 78781923875.41837\n",
      "Iteration 134, inertia 78780853888.45352\n",
      "Iteration 135, inertia 78779827462.50993\n",
      "Iteration 136, inertia 78779111706.78278\n",
      "Iteration 137, inertia 78778505436.44872\n",
      "Iteration 138, inertia 78777924861.767\n",
      "Iteration 139, inertia 78777368136.41388\n",
      "Iteration 140, inertia 78776809832.0122\n",
      "Iteration 141, inertia 78776245010.09015\n",
      "Iteration 142, inertia 78775689025.15349\n",
      "Iteration 143, inertia 78775268535.44781\n",
      "Iteration 144, inertia 78774939838.79108\n",
      "Iteration 145, inertia 78774698535.69312\n",
      "Iteration 146, inertia 78774507597.30956\n",
      "Iteration 147, inertia 78774112562.27408\n",
      "Iteration 148, inertia 78773836377.46114\n",
      "Iteration 149, inertia 78773665744.33374\n",
      "Iteration 150, inertia 78773526649.13597\n",
      "Iteration 151, inertia 78773405919.78247\n",
      "Iteration 152, inertia 78773302566.6232\n",
      "Iteration 153, inertia 78773205994.0913\n",
      "Iteration 154, inertia 78773083473.96658\n",
      "Iteration 155, inertia 78772957140.87825\n",
      "Iteration 156, inertia 78772872335.80933\n",
      "Iteration 157, inertia 78772794019.90352\n",
      "Iteration 158, inertia 78772753949.61528\n",
      "Iteration 159, inertia 78772728708.38669\n",
      "Iteration 160, inertia 78772714737.08849\n",
      "Iteration 161, inertia 78772711128.56703\n",
      "Iteration 162, inertia 78772702278.91019\n",
      "Iteration 163, inertia 78772651930.7294\n",
      "Iteration 164, inertia 78772616736.74947\n",
      "Iteration 165, inertia 78772568363.94112\n",
      "Iteration 166, inertia 78772517296.72194\n",
      "Iteration 167, inertia 78772453064.15909\n",
      "Iteration 168, inertia 78772354664.54291\n",
      "Iteration 169, inertia 78772271047.55237\n",
      "Iteration 170, inertia 78772208657.83739\n",
      "Converged at iteration 170: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 119614971637.0\n",
      "Iteration 1, inertia 82728713063.64934\n",
      "Iteration 2, inertia 81016593497.72823\n",
      "Iteration 3, inertia 80364383294.25519\n",
      "Iteration 4, inertia 80003650920.7786\n",
      "Iteration 5, inertia 79764516555.73538\n",
      "Iteration 6, inertia 79569301313.67393\n",
      "Iteration 7, inertia 79411642446.55351\n",
      "Iteration 8, inertia 79296328315.43364\n",
      "Iteration 9, inertia 79208885298.9404\n",
      "Iteration 10, inertia 79142808594.1503\n",
      "Iteration 11, inertia 79088802655.40994\n",
      "Iteration 12, inertia 79040941940.22694\n",
      "Iteration 13, inertia 78996983699.71988\n",
      "Iteration 14, inertia 78962434259.35965\n",
      "Iteration 15, inertia 78935910048.0522\n",
      "Iteration 16, inertia 78911855499.01067\n",
      "Iteration 17, inertia 78891471106.46298\n",
      "Iteration 18, inertia 78874250703.82523\n",
      "Iteration 19, inertia 78859423931.10025\n",
      "Iteration 20, inertia 78846733975.44672\n",
      "Iteration 21, inertia 78833582932.53024\n",
      "Iteration 22, inertia 78822523904.07056\n",
      "Iteration 23, inertia 78813888032.44072\n",
      "Iteration 24, inertia 78804952474.78577\n",
      "Iteration 25, inertia 78795833122.96347\n",
      "Iteration 26, inertia 78786859409.78435\n",
      "Iteration 27, inertia 78777195841.22679\n",
      "Iteration 28, inertia 78768520672.87521\n",
      "Iteration 29, inertia 78761435523.4249\n",
      "Iteration 30, inertia 78755692257.89148\n",
      "Iteration 31, inertia 78750051663.99011\n",
      "Iteration 32, inertia 78744175989.10406\n",
      "Iteration 33, inertia 78739612848.52983\n",
      "Iteration 34, inertia 78735140432.11017\n",
      "Iteration 35, inertia 78731388257.7143\n",
      "Iteration 36, inertia 78728369958.71748\n",
      "Iteration 37, inertia 78725159250.87851\n",
      "Iteration 38, inertia 78722046658.7768\n",
      "Iteration 39, inertia 78719615256.64081\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 40, inertia 78717086737.67587\n",
      "Iteration 41, inertia 78714850946.73349\n",
      "Iteration 42, inertia 78712104072.2278\n",
      "Iteration 43, inertia 78709260030.5082\n",
      "Iteration 44, inertia 78707263259.81068\n",
      "Iteration 45, inertia 78705369372.15787\n",
      "Iteration 46, inertia 78703951731.0194\n",
      "Iteration 47, inertia 78702478249.25314\n",
      "Iteration 48, inertia 78701232751.82051\n",
      "Iteration 49, inertia 78700042509.86781\n",
      "Iteration 50, inertia 78698968128.28835\n",
      "Iteration 51, inertia 78697840494.24908\n",
      "Iteration 52, inertia 78696565591.40771\n",
      "Iteration 53, inertia 78695300546.27135\n",
      "Iteration 54, inertia 78694246667.62646\n",
      "Iteration 55, inertia 78693088576.85904\n",
      "Iteration 56, inertia 78692034854.22395\n",
      "Iteration 57, inertia 78690876202.23412\n",
      "Iteration 58, inertia 78689881718.77039\n",
      "Iteration 59, inertia 78688935637.3121\n",
      "Iteration 60, inertia 78688072635.31161\n",
      "Iteration 61, inertia 78687173102.02547\n",
      "Iteration 62, inertia 78686595192.76384\n",
      "Iteration 63, inertia 78686100425.40489\n",
      "Iteration 64, inertia 78685366507.45958\n",
      "Iteration 65, inertia 78684776581.29321\n",
      "Iteration 66, inertia 78684233871.77306\n",
      "Iteration 67, inertia 78683539254.13927\n",
      "Iteration 68, inertia 78682810601.73183\n",
      "Iteration 69, inertia 78682311705.43327\n",
      "Iteration 70, inertia 78682013499.78241\n",
      "Iteration 71, inertia 78681610670.42165\n",
      "Iteration 72, inertia 78681281241.28796\n",
      "Iteration 73, inertia 78681103574.3148\n",
      "Iteration 74, inertia 78680964099.92972\n",
      "Iteration 75, inertia 78680740418.76556\n",
      "Iteration 76, inertia 78680498618.4766\n",
      "Iteration 77, inertia 78680332828.42386\n",
      "Iteration 78, inertia 78680231147.97517\n",
      "Iteration 79, inertia 78680113563.50574\n",
      "Iteration 80, inertia 78680037984.414\n",
      "Iteration 81, inertia 78679985882.89008\n",
      "Iteration 82, inertia 78679968279.67464\n",
      "Iteration 83, inertia 78679959254.1955\n",
      "Iteration 84, inertia 78679952188.70767\n",
      "Iteration 85, inertia 78679936562.03146\n",
      "Iteration 86, inertia 78679903626.88136\n",
      "Iteration 87, inertia 78679871316.64911\n",
      "Iteration 88, inertia 78679851647.19087\n",
      "Iteration 89, inertia 78679826801.89677\n",
      "Iteration 90, inertia 78679822042.04231\n",
      "Converged at iteration 90: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118972293388.0\n",
      "Iteration 1, inertia 82188126811.79532\n",
      "Iteration 2, inertia 80670822716.32162\n",
      "Iteration 3, inertia 80155239121.19035\n",
      "Iteration 4, inertia 79871596755.8926\n",
      "Iteration 5, inertia 79690549856.57861\n",
      "Iteration 6, inertia 79548686227.67874\n",
      "Iteration 7, inertia 79438108410.74777\n",
      "Iteration 8, inertia 79352882665.42252\n",
      "Iteration 9, inertia 79293596609.92778\n",
      "Iteration 10, inertia 79248366292.18532\n",
      "Iteration 11, inertia 79211018967.19093\n",
      "Iteration 12, inertia 79176729619.6883\n",
      "Iteration 13, inertia 79146163154.55908\n",
      "Iteration 14, inertia 79120113577.2002\n",
      "Iteration 15, inertia 79098680615.84486\n",
      "Iteration 16, inertia 79081709294.57799\n",
      "Iteration 17, inertia 79065883966.13188\n",
      "Iteration 18, inertia 79051033223.1682\n",
      "Iteration 19, inertia 79036865874.7021\n",
      "Iteration 20, inertia 79024508935.25443\n",
      "Iteration 21, inertia 79013870217.03105\n",
      "Iteration 22, inertia 79004212446.2359\n",
      "Iteration 23, inertia 78995334849.93092\n",
      "Iteration 24, inertia 78985990699.90686\n",
      "Iteration 25, inertia 78975945968.7226\n",
      "Iteration 26, inertia 78965387728.2181\n",
      "Iteration 27, inertia 78955201251.78583\n",
      "Iteration 28, inertia 78946717232.64816\n",
      "Iteration 29, inertia 78938855561.22333\n",
      "Iteration 30, inertia 78930621540.84103\n",
      "Iteration 31, inertia 78923019114.40968\n",
      "Iteration 32, inertia 78915348095.46222\n",
      "Iteration 33, inertia 78907147701.25621\n",
      "Iteration 34, inertia 78900313907.1976\n",
      "Iteration 35, inertia 78894181417.16464\n",
      "Iteration 36, inertia 78886861527.23698\n",
      "Iteration 37, inertia 78880923980.40538\n",
      "Iteration 38, inertia 78875498871.50833\n",
      "Iteration 39, inertia 78870933016.3301\n",
      "Iteration 40, inertia 78866384062.71696\n",
      "Iteration 41, inertia 78861504010.9548\n",
      "Iteration 42, inertia 78856569484.96375\n",
      "Iteration 43, inertia 78852458782.93584\n",
      "Iteration 44, inertia 78848657701.52695\n",
      "Iteration 45, inertia 78845543656.34802\n",
      "Iteration 46, inertia 78843208281.92351\n",
      "Iteration 47, inertia 78841153420.0049\n",
      "Iteration 48, inertia 78839261309.48463\n",
      "Iteration 49, inertia 78837546327.8621\n",
      "Iteration 50, inertia 78836165041.97534\n",
      "Iteration 51, inertia 78835158555.51875\n",
      "Iteration 52, inertia 78834153359.7653\n",
      "Iteration 53, inertia 78833155303.33502\n",
      "Iteration 54, inertia 78832418070.9336\n",
      "Iteration 55, inertia 78831666590.23668\n",
      "Iteration 56, inertia 78831010717.90526\n",
      "Iteration 57, inertia 78830503785.91925\n",
      "Iteration 58, inertia 78829995826.08203\n",
      "Iteration 59, inertia 78829367631.60002\n",
      "Iteration 60, inertia 78828815674.26738\n",
      "Iteration 61, inertia 78828175834.14246\n",
      "Iteration 62, inertia 78827637275.55219\n",
      "Iteration 63, inertia 78827075164.4579\n",
      "Iteration 64, inertia 78826575459.70332\n",
      "Iteration 65, inertia 78826126917.04645\n",
      "Iteration 66, inertia 78825552506.55363\n",
      "Iteration 67, inertia 78824751820.5759\n",
      "Iteration 68, inertia 78824056306.02072\n",
      "Iteration 69, inertia 78823473930.9007\n",
      "Iteration 70, inertia 78822911773.51074\n",
      "Iteration 71, inertia 78822432899.80861\n",
      "Iteration 72, inertia 78821916067.64273\n",
      "Iteration 73, inertia 78821433458.26222\n",
      "Iteration 74, inertia 78820915979.75694\n",
      "Iteration 75, inertia 78820486959.4592\n",
      "Iteration 76, inertia 78820021506.88004\n",
      "Iteration 77, inertia 78819460778.48953\n",
      "Iteration 78, inertia 78819001087.91362\n",
      "Iteration 79, inertia 78818520765.81543\n",
      "Iteration 80, inertia 78818163389.44055\n",
      "Iteration 81, inertia 78817943040.4065\n",
      "Iteration 82, inertia 78817810701.19817\n",
      "Iteration 83, inertia 78817628438.19852\n",
      "Iteration 84, inertia 78817399656.93782\n",
      "Iteration 85, inertia 78817167768.503\n",
      "Iteration 86, inertia 78816791812.1632\n",
      "Iteration 87, inertia 78815920112.73428\n",
      "Iteration 88, inertia 78814543570.7578\n",
      "Iteration 89, inertia 78812862232.1266\n",
      "Iteration 90, inertia 78810607098.50464\n",
      "Iteration 91, inertia 78808119380.84242\n",
      "Iteration 92, inertia 78804496188.22276\n",
      "Iteration 93, inertia 78800579342.15309\n",
      "Iteration 94, inertia 78797078781.0519\n",
      "Iteration 95, inertia 78793218290.61919\n",
      "Iteration 96, inertia 78789542139.04263\n",
      "Iteration 97, inertia 78785198958.95142\n",
      "Iteration 98, inertia 78781774028.80115\n",
      "Iteration 99, inertia 78779120608.1757\n",
      "Iteration 100, inertia 78777693839.16177\n",
      "Iteration 101, inertia 78776646578.37918\n",
      "Iteration 102, inertia 78775825352.32649\n",
      "Iteration 103, inertia 78774977006.04391\n",
      "Iteration 104, inertia 78774472471.16032\n",
      "Iteration 105, inertia 78773953609.69125\n",
      "Iteration 106, inertia 78773628453.54086\n",
      "Iteration 107, inertia 78773367259.13008\n",
      "Iteration 108, inertia 78773099872.57635\n",
      "Iteration 109, inertia 78772885284.9588\n",
      "Iteration 110, inertia 78772681628.51482\n",
      "Iteration 111, inertia 78772588592.83139\n",
      "Iteration 112, inertia 78772505492.52129\n",
      "Iteration 113, inertia 78772401703.26181\n",
      "Iteration 114, inertia 78772351425.97993\n",
      "Iteration 115, inertia 78772280455.79106\n",
      "Iteration 116, inertia 78772226817.92223\n",
      "Iteration 117, inertia 78772203443.29205\n",
      "Iteration 118, inertia 78772185485.16516\n",
      "Iteration 119, inertia 78772181602.0955\n",
      "Converged at iteration 119: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120592538275.0\n",
      "Iteration 1, inertia 82876148294.21486\n",
      "Iteration 2, inertia 81190266407.67877\n",
      "Iteration 3, inertia 80534760252.79736\n",
      "Iteration 4, inertia 80153846390.90817\n",
      "Iteration 5, inertia 79914589123.67468\n",
      "Iteration 6, inertia 79748699679.41312\n",
      "Iteration 7, inertia 79620380477.65097\n",
      "Iteration 8, inertia 79530191610.42009\n",
      "Iteration 9, inertia 79466541373.21439\n",
      "Iteration 10, inertia 79414395884.24126\n",
      "Iteration 11, inertia 79372499721.01532\n",
      "Iteration 12, inertia 79339075620.79785\n",
      "Iteration 13, inertia 79306603409.43658\n",
      "Iteration 14, inertia 79275506583.253\n",
      "Iteration 15, inertia 79249794729.69815\n",
      "Iteration 16, inertia 79226367899.10487\n",
      "Iteration 17, inertia 79201498941.46835\n",
      "Iteration 18, inertia 79173203728.41328\n",
      "Iteration 19, inertia 79139733818.9111\n",
      "Iteration 20, inertia 79103049127.49094\n",
      "Iteration 21, inertia 79073283246.38275\n",
      "Iteration 22, inertia 79049918145.0321\n",
      "Iteration 23, inertia 79029816560.1286\n",
      "Iteration 24, inertia 79014382470.28236\n",
      "Iteration 25, inertia 79000393262.17624\n",
      "Iteration 26, inertia 78987896313.56686\n",
      "Iteration 27, inertia 78976616170.06277\n",
      "Iteration 28, inertia 78966266643.12025\n",
      "Iteration 29, inertia 78956854789.84178\n",
      "Iteration 30, inertia 78947487062.0702\n",
      "Iteration 31, inertia 78938853304.37073\n",
      "Iteration 32, inertia 78930761284.37743\n",
      "Iteration 33, inertia 78922498957.01804\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 34, inertia 78916590299.94902\n",
      "Iteration 35, inertia 78912519742.54393\n",
      "Iteration 36, inertia 78909080976.3661\n",
      "Iteration 37, inertia 78906029846.70193\n",
      "Iteration 38, inertia 78903337237.04639\n",
      "Iteration 39, inertia 78901025231.02184\n",
      "Iteration 40, inertia 78899053737.95187\n",
      "Iteration 41, inertia 78897274756.23233\n",
      "Iteration 42, inertia 78895543044.0364\n",
      "Iteration 43, inertia 78893982624.0185\n",
      "Iteration 44, inertia 78892549335.54741\n",
      "Iteration 45, inertia 78891520316.35913\n",
      "Iteration 46, inertia 78890525537.86482\n",
      "Iteration 47, inertia 78889791781.66095\n",
      "Iteration 48, inertia 78888827500.92719\n",
      "Iteration 49, inertia 78887734967.45248\n",
      "Iteration 50, inertia 78886945214.96077\n",
      "Iteration 51, inertia 78886163875.31137\n",
      "Iteration 52, inertia 78885043235.15837\n",
      "Iteration 53, inertia 78883871959.64267\n",
      "Iteration 54, inertia 78882668087.80576\n",
      "Iteration 55, inertia 78881561832.76642\n",
      "Iteration 56, inertia 78880212491.80988\n",
      "Iteration 57, inertia 78878959313.16714\n",
      "Iteration 58, inertia 78877728084.8867\n",
      "Iteration 59, inertia 78876550542.18028\n",
      "Iteration 60, inertia 78875493626.74414\n",
      "Iteration 61, inertia 78874152098.14732\n",
      "Iteration 62, inertia 78872359326.7534\n",
      "Iteration 63, inertia 78870386470.92099\n",
      "Iteration 64, inertia 78868223501.52899\n",
      "Iteration 65, inertia 78866790729.23076\n",
      "Iteration 66, inertia 78865429384.23578\n",
      "Iteration 67, inertia 78864229223.30981\n",
      "Iteration 68, inertia 78863073615.91872\n",
      "Iteration 69, inertia 78861943676.14214\n",
      "Iteration 70, inertia 78860968505.20058\n",
      "Iteration 71, inertia 78859692449.7648\n",
      "Iteration 72, inertia 78858659784.45778\n",
      "Iteration 73, inertia 78857829201.13058\n",
      "Iteration 74, inertia 78857117280.58723\n",
      "Iteration 75, inertia 78856457032.66537\n",
      "Iteration 76, inertia 78855804230.03477\n",
      "Iteration 77, inertia 78855284847.31726\n",
      "Iteration 78, inertia 78854673648.87746\n",
      "Iteration 79, inertia 78854007795.4725\n",
      "Iteration 80, inertia 78853348858.95198\n",
      "Iteration 81, inertia 78852844593.62804\n",
      "Iteration 82, inertia 78852342664.80432\n",
      "Iteration 83, inertia 78852028893.4961\n",
      "Iteration 84, inertia 78851766701.7813\n",
      "Iteration 85, inertia 78851548286.46808\n",
      "Iteration 86, inertia 78851266419.98608\n",
      "Iteration 87, inertia 78850911060.91042\n",
      "Iteration 88, inertia 78850705039.1332\n",
      "Iteration 89, inertia 78850551938.2439\n",
      "Iteration 90, inertia 78850388285.71817\n",
      "Iteration 91, inertia 78850224319.68727\n",
      "Iteration 92, inertia 78850048482.11223\n",
      "Iteration 93, inertia 78849855195.8116\n",
      "Iteration 94, inertia 78849628954.90497\n",
      "Iteration 95, inertia 78849461049.59511\n",
      "Iteration 96, inertia 78849408383.06535\n",
      "Iteration 97, inertia 78849367763.8893\n",
      "Iteration 98, inertia 78849319977.6235\n",
      "Iteration 99, inertia 78849274337.39441\n",
      "Iteration 100, inertia 78849249375.83069\n",
      "Iteration 101, inertia 78849241800.44908\n",
      "Converged at iteration 101: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 7738.95it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    8.8s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 100 \n",
      "  Threshold value :  1500 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120132238298.0\n",
      "Iteration 1, inertia 83428347852.38618\n",
      "Iteration 2, inertia 81518543958.73845\n",
      "Iteration 3, inertia 80828162284.43143\n",
      "Iteration 4, inertia 80455176630.86938\n",
      "Iteration 5, inertia 80183692459.21805\n",
      "Iteration 6, inertia 79967474539.22104\n",
      "Iteration 7, inertia 79799797974.4811\n",
      "Iteration 8, inertia 79671024139.0567\n",
      "Iteration 9, inertia 79590459667.07025\n",
      "Iteration 10, inertia 79539553466.72966\n",
      "Iteration 11, inertia 79498283068.04366\n",
      "Iteration 12, inertia 79461460840.50749\n",
      "Iteration 13, inertia 79432244032.78595\n",
      "Iteration 14, inertia 79406384914.66327\n",
      "Iteration 15, inertia 79381000254.05458\n",
      "Iteration 16, inertia 79356474649.14153\n",
      "Iteration 17, inertia 79335430749.96332\n",
      "Iteration 18, inertia 79314005421.7058\n",
      "Iteration 19, inertia 79289081357.83286\n",
      "Iteration 20, inertia 79264590095.72246\n",
      "Iteration 21, inertia 79243313460.55846\n",
      "Iteration 22, inertia 79227580649.27908\n",
      "Iteration 23, inertia 79216522457.63663\n",
      "Iteration 24, inertia 79206769047.62433\n",
      "Iteration 25, inertia 79198365054.6079\n",
      "Iteration 26, inertia 79190917324.75018\n",
      "Iteration 27, inertia 79184142118.99927\n",
      "Iteration 28, inertia 79178898321.23334\n",
      "Iteration 29, inertia 79174494229.64279\n",
      "Iteration 30, inertia 79170608865.42668\n",
      "Iteration 31, inertia 79167192775.17001\n",
      "Iteration 32, inertia 79163893942.49823\n",
      "Iteration 33, inertia 79160216769.87729\n",
      "Iteration 34, inertia 79156154641.91174\n",
      "Iteration 35, inertia 79151633766.10677\n",
      "Iteration 36, inertia 79146322350.98503\n",
      "Iteration 37, inertia 79139775658.61478\n",
      "Iteration 38, inertia 79131581017.03264\n",
      "Iteration 39, inertia 79123145240.37817\n",
      "Iteration 40, inertia 79114483609.48991\n",
      "Iteration 41, inertia 79107019944.39757\n",
      "Iteration 42, inertia 79102786141.47704\n",
      "Iteration 43, inertia 79098996988.02525\n",
      "Iteration 44, inertia 79095914988.8666\n",
      "Iteration 45, inertia 79092966155.4721\n",
      "Iteration 46, inertia 79090243672.74368\n",
      "Iteration 47, inertia 79087599995.59134\n",
      "Iteration 48, inertia 79084533900.89137\n",
      "Iteration 49, inertia 79081478493.23836\n",
      "Iteration 50, inertia 79077774308.40936\n",
      "Iteration 51, inertia 79074925241.5888\n",
      "Iteration 52, inertia 79072109434.66586\n",
      "Iteration 53, inertia 79070018828.44093\n",
      "Iteration 54, inertia 79068236933.67642\n",
      "Iteration 55, inertia 79066480973.77231\n",
      "Iteration 56, inertia 79064575523.26746\n",
      "Iteration 57, inertia 79062516825.84383\n",
      "Iteration 58, inertia 79059964216.259\n",
      "Iteration 59, inertia 79058138663.19252\n",
      "Iteration 60, inertia 79056870725.80457\n",
      "Iteration 61, inertia 79055640836.1558\n",
      "Iteration 62, inertia 79054453795.92334\n",
      "Iteration 63, inertia 79053002673.39735\n",
      "Iteration 64, inertia 79051237954.24223\n",
      "Iteration 65, inertia 79048585077.49931\n",
      "Iteration 66, inertia 79044674737.23111\n",
      "Iteration 67, inertia 79040900788.29291\n",
      "Iteration 68, inertia 79037122634.21112\n",
      "Iteration 69, inertia 79033755864.43\n",
      "Iteration 70, inertia 79030078409.04387\n",
      "Iteration 71, inertia 79025904217.29544\n",
      "Iteration 72, inertia 79020890119.5375\n",
      "Iteration 73, inertia 79015241023.75409\n",
      "Iteration 74, inertia 79009810915.3063\n",
      "Iteration 75, inertia 79003508263.06868\n",
      "Iteration 76, inertia 78998301062.55775\n",
      "Iteration 77, inertia 78995046133.12828\n",
      "Iteration 78, inertia 78992289335.25381\n",
      "Iteration 79, inertia 78990307671.42583\n",
      "Iteration 80, inertia 78988665431.57681\n",
      "Iteration 81, inertia 78986707947.1761\n",
      "Iteration 82, inertia 78984819057.77272\n",
      "Iteration 83, inertia 78983081707.10693\n",
      "Iteration 84, inertia 78981452740.14558\n",
      "Iteration 85, inertia 78979864233.27402\n",
      "Iteration 86, inertia 78978192378.50038\n",
      "Iteration 87, inertia 78976814449.38516\n",
      "Iteration 88, inertia 78975631473.58386\n",
      "Iteration 89, inertia 78974630500.37822\n",
      "Iteration 90, inertia 78973741375.00325\n",
      "Iteration 91, inertia 78972506558.57385\n",
      "Iteration 92, inertia 78971402050.34746\n",
      "Iteration 93, inertia 78970400670.00833\n",
      "Iteration 94, inertia 78969453647.26419\n",
      "Iteration 95, inertia 78968651075.44717\n",
      "Iteration 96, inertia 78967887707.51277\n",
      "Iteration 97, inertia 78967214661.90485\n",
      "Iteration 98, inertia 78966740147.48813\n",
      "Iteration 99, inertia 78966334793.88443\n",
      "Iteration 100, inertia 78965959583.96518\n",
      "Iteration 101, inertia 78965619490.43628\n",
      "Iteration 102, inertia 78965280933.00058\n",
      "Iteration 103, inertia 78964896649.1575\n",
      "Iteration 104, inertia 78964437314.20781\n",
      "Iteration 105, inertia 78964002414.22298\n",
      "Iteration 106, inertia 78963587813.59933\n",
      "Iteration 107, inertia 78963286175.1313\n",
      "Iteration 108, inertia 78962956201.92516\n",
      "Iteration 109, inertia 78962681999.63217\n",
      "Iteration 110, inertia 78962450116.93704\n",
      "Iteration 111, inertia 78962144615.65945\n",
      "Iteration 112, inertia 78961666822.1307\n",
      "Iteration 113, inertia 78961264828.67897\n",
      "Iteration 114, inertia 78960927852.66986\n",
      "Iteration 115, inertia 78960626102.60152\n",
      "Iteration 116, inertia 78960418644.04373\n",
      "Iteration 117, inertia 78960115114.37163\n",
      "Iteration 118, inertia 78959674254.98184\n",
      "Iteration 119, inertia 78959308457.98012\n",
      "Iteration 120, inertia 78958939569.1077\n",
      "Iteration 121, inertia 78958614839.4573\n",
      "Iteration 122, inertia 78958350916.1513\n",
      "Iteration 123, inertia 78958093386.60718\n",
      "Iteration 124, inertia 78957810196.15823\n",
      "Iteration 125, inertia 78957645950.72064\n",
      "Iteration 126, inertia 78957383432.7584\n",
      "Iteration 127, inertia 78957168203.79803\n",
      "Iteration 128, inertia 78956959856.02962\n",
      "Iteration 129, inertia 78956651366.21437\n",
      "Iteration 130, inertia 78956400759.54012\n",
      "Iteration 131, inertia 78956047920.14473\n",
      "Iteration 132, inertia 78955803280.61778\n",
      "Iteration 133, inertia 78955661762.58563\n",
      "Iteration 134, inertia 78955523652.29816\n",
      "Iteration 135, inertia 78955338636.279\n",
      "Iteration 136, inertia 78955157880.09723\n",
      "Iteration 137, inertia 78955018169.6857\n",
      "Iteration 138, inertia 78954901397.56\n",
      "Iteration 139, inertia 78954819279.6127\n",
      "Iteration 140, inertia 78954741687.51088\n",
      "Iteration 141, inertia 78954622511.40483\n",
      "Iteration 142, inertia 78954461821.02797\n",
      "Iteration 143, inertia 78954235769.06805\n",
      "Iteration 144, inertia 78954079070.08633\n",
      "Iteration 145, inertia 78953927062.77623\n",
      "Iteration 146, inertia 78953833674.54547\n",
      "Iteration 147, inertia 78953756307.96616\n",
      "Iteration 148, inertia 78953694087.38977\n",
      "Iteration 149, inertia 78953652248.75537\n",
      "Iteration 150, inertia 78953628935.20776\n",
      "Iteration 151, inertia 78953616762.0056\n",
      "Iteration 152, inertia 78953612151.25565\n",
      "Iteration 153, inertia 78953609911.26569\n",
      "Converged at iteration 153: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120292034558.0\n",
      "Iteration 1, inertia 82848061400.8102\n",
      "Iteration 2, inertia 80926663756.67368\n",
      "Iteration 3, inertia 80281376366.71806\n",
      "Iteration 4, inertia 79969234202.63559\n",
      "Iteration 5, inertia 79767299712.05289\n",
      "Iteration 6, inertia 79613605795.54373\n",
      "Iteration 7, inertia 79485546308.96773\n",
      "Iteration 8, inertia 79381553638.284\n",
      "Iteration 9, inertia 79288007471.5464\n",
      "Iteration 10, inertia 79204423500.3157\n",
      "Iteration 11, inertia 79133511750.4556\n",
      "Iteration 12, inertia 79081493273.36835\n",
      "Iteration 13, inertia 79043869885.91557\n",
      "Iteration 14, inertia 79009244601.89926\n",
      "Iteration 15, inertia 78982589306.268\n",
      "Iteration 16, inertia 78960825500.04753\n",
      "Iteration 17, inertia 78943647002.98914\n",
      "Iteration 18, inertia 78931488300.94836\n",
      "Iteration 19, inertia 78920719836.99231\n",
      "Iteration 20, inertia 78912193549.33987\n",
      "Iteration 21, inertia 78904483770.52554\n",
      "Iteration 22, inertia 78897668084.80536\n",
      "Iteration 23, inertia 78891333702.56833\n",
      "Iteration 24, inertia 78886326641.42361\n",
      "Iteration 25, inertia 78881460742.09567\n",
      "Iteration 26, inertia 78877560938.22484\n",
      "Iteration 27, inertia 78874364920.07347\n",
      "Iteration 28, inertia 78871565712.12907\n",
      "Iteration 29, inertia 78869291494.22382\n",
      "Iteration 30, inertia 78867149796.41447\n",
      "Iteration 31, inertia 78865304017.55394\n",
      "Iteration 32, inertia 78863411066.4057\n",
      "Iteration 33, inertia 78861570841.73166\n",
      "Iteration 34, inertia 78859480679.0067\n",
      "Iteration 35, inertia 78857421988.4635\n",
      "Iteration 36, inertia 78855505353.32574\n",
      "Iteration 37, inertia 78853612674.61752\n",
      "Iteration 38, inertia 78851684577.97551\n",
      "Iteration 39, inertia 78850045918.83939\n",
      "Iteration 40, inertia 78848365540.9633\n",
      "Iteration 41, inertia 78847182072.43967\n",
      "Iteration 42, inertia 78845658938.238\n",
      "Iteration 43, inertia 78844340702.86038\n",
      "Iteration 44, inertia 78842930244.51904\n",
      "Iteration 45, inertia 78841836821.77147\n",
      "Iteration 46, inertia 78840710409.20866\n",
      "Iteration 47, inertia 78839042989.85655\n",
      "Iteration 48, inertia 78837180893.48972\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 49, inertia 78834858535.63388\n",
      "Iteration 50, inertia 78831964613.12148\n",
      "Iteration 51, inertia 78829520332.24448\n",
      "Iteration 52, inertia 78827601566.22258\n",
      "Iteration 53, inertia 78825336195.27052\n",
      "Iteration 54, inertia 78823512547.9171\n",
      "Iteration 55, inertia 78821700385.06766\n",
      "Iteration 56, inertia 78819830066.47656\n",
      "Iteration 57, inertia 78817840782.03542\n",
      "Iteration 58, inertia 78815730241.2354\n",
      "Iteration 59, inertia 78813789028.66255\n",
      "Iteration 60, inertia 78812102602.60013\n",
      "Iteration 61, inertia 78810695869.0024\n",
      "Iteration 62, inertia 78809326056.06776\n",
      "Iteration 63, inertia 78808184500.95506\n",
      "Iteration 64, inertia 78807025820.91383\n",
      "Iteration 65, inertia 78805650035.4738\n",
      "Iteration 66, inertia 78804540585.91023\n",
      "Iteration 67, inertia 78803443556.26224\n",
      "Iteration 68, inertia 78802685872.20459\n",
      "Iteration 69, inertia 78801829854.65083\n",
      "Iteration 70, inertia 78800910007.98892\n",
      "Iteration 71, inertia 78800073161.2504\n",
      "Iteration 72, inertia 78799355895.94876\n",
      "Iteration 73, inertia 78798483776.3035\n",
      "Iteration 74, inertia 78797472404.55307\n",
      "Iteration 75, inertia 78796435457.56458\n",
      "Iteration 76, inertia 78795238977.58948\n",
      "Iteration 77, inertia 78793965967.53816\n",
      "Iteration 78, inertia 78793166529.01053\n",
      "Iteration 79, inertia 78792596685.93697\n",
      "Iteration 80, inertia 78792000527.51538\n",
      "Iteration 81, inertia 78791363299.24452\n",
      "Iteration 82, inertia 78790758603.32237\n",
      "Iteration 83, inertia 78790070053.17044\n",
      "Iteration 84, inertia 78789364945.6176\n",
      "Iteration 85, inertia 78788575228.89552\n",
      "Iteration 86, inertia 78787556641.48009\n",
      "Iteration 87, inertia 78786681040.14479\n",
      "Iteration 88, inertia 78786024533.99837\n",
      "Iteration 89, inertia 78785329408.92342\n",
      "Iteration 90, inertia 78784320687.03242\n",
      "Iteration 91, inertia 78783373057.56721\n",
      "Iteration 92, inertia 78782385315.71852\n",
      "Iteration 93, inertia 78781494286.57959\n",
      "Iteration 94, inertia 78780888104.89197\n",
      "Iteration 95, inertia 78780329225.48024\n",
      "Iteration 96, inertia 78779816904.365\n",
      "Iteration 97, inertia 78779353879.37741\n",
      "Iteration 98, inertia 78778825255.97525\n",
      "Iteration 99, inertia 78778186582.6915\n",
      "Iteration 100, inertia 78777422064.42297\n",
      "Iteration 101, inertia 78776660139.3562\n",
      "Iteration 102, inertia 78775484555.28578\n",
      "Iteration 103, inertia 78774030841.09193\n",
      "Iteration 104, inertia 78772911926.39862\n",
      "Iteration 105, inertia 78772006478.76407\n",
      "Iteration 106, inertia 78771065036.85417\n",
      "Iteration 107, inertia 78770266811.54184\n",
      "Iteration 108, inertia 78769559495.99417\n",
      "Iteration 109, inertia 78768664110.8995\n",
      "Iteration 110, inertia 78767750949.1304\n",
      "Iteration 111, inertia 78766536901.60353\n",
      "Iteration 112, inertia 78765152494.72339\n",
      "Iteration 113, inertia 78763517214.4911\n",
      "Iteration 114, inertia 78761963038.0434\n",
      "Iteration 115, inertia 78760263274.80151\n",
      "Iteration 116, inertia 78759005441.84576\n",
      "Iteration 117, inertia 78758236314.11626\n",
      "Iteration 118, inertia 78757196979.855\n",
      "Iteration 119, inertia 78756150945.56148\n",
      "Iteration 120, inertia 78755427108.82294\n",
      "Iteration 121, inertia 78754907083.7495\n",
      "Iteration 122, inertia 78754445917.5415\n",
      "Iteration 123, inertia 78753942603.4465\n",
      "Iteration 124, inertia 78753474220.31029\n",
      "Iteration 125, inertia 78753199403.35623\n",
      "Iteration 126, inertia 78753075009.4862\n",
      "Iteration 127, inertia 78752942171.87624\n",
      "Iteration 128, inertia 78752700426.65486\n",
      "Iteration 129, inertia 78752424691.99326\n",
      "Iteration 130, inertia 78752214209.1922\n",
      "Iteration 131, inertia 78752039948.79826\n",
      "Iteration 132, inertia 78751905751.03838\n",
      "Iteration 133, inertia 78751677862.84186\n",
      "Iteration 134, inertia 78751506446.43436\n",
      "Iteration 135, inertia 78751405400.45123\n",
      "Iteration 136, inertia 78751310028.28795\n",
      "Iteration 137, inertia 78751188399.34647\n",
      "Iteration 138, inertia 78751060502.94456\n",
      "Iteration 139, inertia 78750936053.76079\n",
      "Iteration 140, inertia 78750788693.37778\n",
      "Iteration 141, inertia 78750665395.3989\n",
      "Iteration 142, inertia 78750492119.25218\n",
      "Iteration 143, inertia 78750395604.6256\n",
      "Iteration 144, inertia 78750301151.68387\n",
      "Iteration 145, inertia 78750146677.76471\n",
      "Iteration 146, inertia 78750031038.06496\n",
      "Iteration 147, inertia 78749970772.67064\n",
      "Iteration 148, inertia 78749962757.84064\n",
      "Iteration 149, inertia 78749934025.7468\n",
      "Iteration 150, inertia 78749924251.4344\n",
      "Converged at iteration 150: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120493615730.0\n",
      "Iteration 1, inertia 83407492426.26698\n",
      "Iteration 2, inertia 81460004460.94846\n",
      "Iteration 3, inertia 80695917698.08334\n",
      "Iteration 4, inertia 80249537003.67937\n",
      "Iteration 5, inertia 79940372064.39478\n",
      "Iteration 6, inertia 79735917134.70895\n",
      "Iteration 7, inertia 79607578709.12419\n",
      "Iteration 8, inertia 79510867689.6362\n",
      "Iteration 9, inertia 79427595020.5148\n",
      "Iteration 10, inertia 79349508853.95078\n",
      "Iteration 11, inertia 79286190259.52243\n",
      "Iteration 12, inertia 79237330798.92813\n",
      "Iteration 13, inertia 79195715191.41693\n",
      "Iteration 14, inertia 79163768457.23006\n",
      "Iteration 15, inertia 79136492985.75302\n",
      "Iteration 16, inertia 79108928351.34015\n",
      "Iteration 17, inertia 79077019349.70198\n",
      "Iteration 18, inertia 79044383061.50592\n",
      "Iteration 19, inertia 79018063144.57332\n",
      "Iteration 20, inertia 78996726928.52824\n",
      "Iteration 21, inertia 78979699439.31837\n",
      "Iteration 22, inertia 78965051655.41246\n",
      "Iteration 23, inertia 78952481492.02478\n",
      "Iteration 24, inertia 78944184934.77025\n",
      "Iteration 25, inertia 78937097746.48407\n",
      "Iteration 26, inertia 78929557660.67816\n",
      "Iteration 27, inertia 78922167881.7529\n",
      "Iteration 28, inertia 78915201101.88023\n",
      "Iteration 29, inertia 78907302839.2472\n",
      "Iteration 30, inertia 78898784241.72348\n",
      "Iteration 31, inertia 78889195322.7811\n",
      "Iteration 32, inertia 78879945648.69493\n",
      "Iteration 33, inertia 78871466264.42067\n",
      "Iteration 34, inertia 78863929384.96555\n",
      "Iteration 35, inertia 78856620833.38075\n",
      "Iteration 36, inertia 78850812227.69656\n",
      "Iteration 37, inertia 78845848314.87407\n",
      "Iteration 38, inertia 78841274887.43536\n",
      "Iteration 39, inertia 78837019228.20294\n",
      "Iteration 40, inertia 78832713825.91542\n",
      "Iteration 41, inertia 78828940493.29951\n",
      "Iteration 42, inertia 78826214064.42543\n",
      "Iteration 43, inertia 78823811609.65852\n",
      "Iteration 44, inertia 78821831583.03316\n",
      "Iteration 45, inertia 78820368321.39673\n",
      "Iteration 46, inertia 78818833852.64767\n",
      "Iteration 47, inertia 78817203121.29544\n",
      "Iteration 48, inertia 78816029816.24147\n",
      "Iteration 49, inertia 78815040415.16696\n",
      "Iteration 50, inertia 78814228292.80109\n",
      "Iteration 51, inertia 78813248534.64851\n",
      "Iteration 52, inertia 78812111558.07925\n",
      "Iteration 53, inertia 78810748251.62285\n",
      "Iteration 54, inertia 78809163395.06714\n",
      "Iteration 55, inertia 78807442302.76796\n",
      "Iteration 56, inertia 78805782144.36806\n",
      "Iteration 57, inertia 78804125219.87064\n",
      "Iteration 58, inertia 78802024626.79088\n",
      "Iteration 59, inertia 78799848386.80829\n",
      "Iteration 60, inertia 78798165437.77315\n",
      "Iteration 61, inertia 78796993754.89468\n",
      "Iteration 62, inertia 78795838693.48965\n",
      "Iteration 63, inertia 78794574206.18776\n",
      "Iteration 64, inertia 78793185119.12628\n",
      "Iteration 65, inertia 78792046671.46451\n",
      "Iteration 66, inertia 78791234221.21584\n",
      "Iteration 67, inertia 78790374015.97572\n",
      "Iteration 68, inertia 78789603354.90257\n",
      "Iteration 69, inertia 78788947696.42311\n",
      "Iteration 70, inertia 78788210609.51448\n",
      "Iteration 71, inertia 78787662653.45985\n",
      "Iteration 72, inertia 78787084359.87784\n",
      "Iteration 73, inertia 78786516691.31668\n",
      "Iteration 74, inertia 78785984112.03262\n",
      "Iteration 75, inertia 78785494089.09561\n",
      "Iteration 76, inertia 78785035032.27669\n",
      "Iteration 77, inertia 78784478580.19064\n",
      "Iteration 78, inertia 78783840945.70955\n",
      "Iteration 79, inertia 78783244616.75185\n",
      "Iteration 80, inertia 78782738001.82355\n",
      "Iteration 81, inertia 78782357400.59055\n",
      "Iteration 82, inertia 78782018757.35966\n",
      "Iteration 83, inertia 78781709033.68091\n",
      "Iteration 84, inertia 78781330705.98439\n",
      "Iteration 85, inertia 78780855309.86234\n",
      "Iteration 86, inertia 78780384492.71422\n",
      "Iteration 87, inertia 78779911788.06741\n",
      "Iteration 88, inertia 78779359897.63187\n",
      "Iteration 89, inertia 78778896775.92932\n",
      "Iteration 90, inertia 78778310795.0931\n",
      "Iteration 91, inertia 78777700696.36766\n",
      "Iteration 92, inertia 78777171358.62616\n",
      "Iteration 93, inertia 78776524279.04262\n",
      "Iteration 94, inertia 78775938279.27246\n",
      "Iteration 95, inertia 78775410553.1188\n",
      "Iteration 96, inertia 78774860612.7614\n",
      "Iteration 97, inertia 78774386250.38951\n",
      "Iteration 98, inertia 78773862588.30261\n",
      "Iteration 99, inertia 78773373767.35811\n",
      "Iteration 100, inertia 78772938278.47067\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 101, inertia 78772573296.07927\n",
      "Iteration 102, inertia 78772236210.97748\n",
      "Iteration 103, inertia 78772055504.62022\n",
      "Iteration 104, inertia 78771835998.78676\n",
      "Iteration 105, inertia 78771647158.41328\n",
      "Iteration 106, inertia 78771354951.11327\n",
      "Iteration 107, inertia 78771110504.67934\n",
      "Iteration 108, inertia 78770734041.60403\n",
      "Iteration 109, inertia 78770312613.6914\n",
      "Iteration 110, inertia 78769696852.60434\n",
      "Iteration 111, inertia 78769285762.24103\n",
      "Iteration 112, inertia 78769006986.9064\n",
      "Iteration 113, inertia 78768786186.87625\n",
      "Iteration 114, inertia 78768523251.70198\n",
      "Iteration 115, inertia 78768323995.08517\n",
      "Iteration 116, inertia 78768068389.97136\n",
      "Iteration 117, inertia 78767771610.20558\n",
      "Iteration 118, inertia 78767401349.95067\n",
      "Iteration 119, inertia 78767043130.13219\n",
      "Iteration 120, inertia 78766704541.93515\n",
      "Iteration 121, inertia 78766301300.46873\n",
      "Iteration 122, inertia 78765764519.6193\n",
      "Iteration 123, inertia 78765284011.45468\n",
      "Iteration 124, inertia 78764755789.21263\n",
      "Iteration 125, inertia 78764226028.90591\n",
      "Iteration 126, inertia 78763598180.56503\n",
      "Iteration 127, inertia 78762941339.32834\n",
      "Iteration 128, inertia 78762455760.31718\n",
      "Iteration 129, inertia 78762005094.31963\n",
      "Iteration 130, inertia 78761633270.05905\n",
      "Iteration 131, inertia 78761354710.2376\n",
      "Iteration 132, inertia 78761088037.42091\n",
      "Iteration 133, inertia 78760738750.23933\n",
      "Iteration 134, inertia 78760509436.6348\n",
      "Iteration 135, inertia 78760324844.88875\n",
      "Iteration 136, inertia 78760182549.18513\n",
      "Iteration 137, inertia 78760032202.43166\n",
      "Iteration 138, inertia 78759913565.85066\n",
      "Iteration 139, inertia 78759842497.40782\n",
      "Iteration 140, inertia 78759761631.3249\n",
      "Iteration 141, inertia 78759663154.47487\n",
      "Iteration 142, inertia 78759541780.85591\n",
      "Iteration 143, inertia 78759334046.28017\n",
      "Iteration 144, inertia 78759203614.47914\n",
      "Iteration 145, inertia 78759023147.36601\n",
      "Iteration 146, inertia 78758856896.84671\n",
      "Iteration 147, inertia 78758687856.25603\n",
      "Iteration 148, inertia 78758521307.36053\n",
      "Iteration 149, inertia 78758346823.00394\n",
      "Iteration 150, inertia 78758157534.40129\n",
      "Iteration 151, inertia 78757965030.40588\n",
      "Iteration 152, inertia 78757714936.26057\n",
      "Iteration 153, inertia 78757365079.79025\n",
      "Iteration 154, inertia 78756967696.04352\n",
      "Iteration 155, inertia 78756585872.91455\n",
      "Iteration 156, inertia 78756160682.18195\n",
      "Iteration 157, inertia 78755668207.78487\n",
      "Iteration 158, inertia 78755212935.33188\n",
      "Iteration 159, inertia 78754863763.90999\n",
      "Iteration 160, inertia 78754496456.16225\n",
      "Iteration 161, inertia 78753998069.15274\n",
      "Iteration 162, inertia 78753439073.07184\n",
      "Iteration 163, inertia 78753006453.4764\n",
      "Iteration 164, inertia 78752673303.03717\n",
      "Iteration 165, inertia 78752569033.6604\n",
      "Iteration 166, inertia 78752524806.14783\n",
      "Iteration 167, inertia 78752497560.91895\n",
      "Iteration 168, inertia 78752475339.863\n",
      "Iteration 169, inertia 78752460489.85127\n",
      "Converged at iteration 169: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120131517110.0\n",
      "Iteration 1, inertia 83051048596.34247\n",
      "Iteration 2, inertia 81353399943.09196\n",
      "Iteration 3, inertia 80689937579.18105\n",
      "Iteration 4, inertia 80294600653.58017\n",
      "Iteration 5, inertia 80054065653.85532\n",
      "Iteration 6, inertia 79893502770.99625\n",
      "Iteration 7, inertia 79760517930.27577\n",
      "Iteration 8, inertia 79649504035.5597\n",
      "Iteration 9, inertia 79560268957.83188\n",
      "Iteration 10, inertia 79489550937.72\n",
      "Iteration 11, inertia 79426552411.37447\n",
      "Iteration 12, inertia 79369485268.90869\n",
      "Iteration 13, inertia 79313847682.64545\n",
      "Iteration 14, inertia 79267334626.5791\n",
      "Iteration 15, inertia 79230681491.73567\n",
      "Iteration 16, inertia 79199953151.731\n",
      "Iteration 17, inertia 79172990955.71373\n",
      "Iteration 18, inertia 79149047005.7301\n",
      "Iteration 19, inertia 79128338314.22565\n",
      "Iteration 20, inertia 79109793570.00388\n",
      "Iteration 21, inertia 79091777600.54608\n",
      "Iteration 22, inertia 79075006130.10287\n",
      "Iteration 23, inertia 79061090806.55515\n",
      "Iteration 24, inertia 79049774789.21083\n",
      "Iteration 25, inertia 79038440865.26201\n",
      "Iteration 26, inertia 79028142954.67899\n",
      "Iteration 27, inertia 79017494067.68301\n",
      "Iteration 28, inertia 79006997181.14299\n",
      "Iteration 29, inertia 78996978616.30753\n",
      "Iteration 30, inertia 78987718370.9687\n",
      "Iteration 31, inertia 78977850417.21336\n",
      "Iteration 32, inertia 78967376151.34645\n",
      "Iteration 33, inertia 78958466063.77089\n",
      "Iteration 34, inertia 78948871722.92276\n",
      "Iteration 35, inertia 78941511493.03757\n",
      "Iteration 36, inertia 78935059699.75266\n",
      "Iteration 37, inertia 78929581590.10391\n",
      "Iteration 38, inertia 78923143748.20811\n",
      "Iteration 39, inertia 78916910819.26804\n",
      "Iteration 40, inertia 78910878647.15778\n",
      "Iteration 41, inertia 78904553583.21585\n",
      "Iteration 42, inertia 78898007996.57706\n",
      "Iteration 43, inertia 78892166550.71788\n",
      "Iteration 44, inertia 78887407670.86086\n",
      "Iteration 45, inertia 78884450984.7889\n",
      "Iteration 46, inertia 78881533087.97609\n",
      "Iteration 47, inertia 78878769634.24905\n",
      "Iteration 48, inertia 78876149454.92635\n",
      "Iteration 49, inertia 78873332809.53506\n",
      "Iteration 50, inertia 78870493943.83173\n",
      "Iteration 51, inertia 78867239149.14783\n",
      "Iteration 52, inertia 78863390635.14546\n",
      "Iteration 53, inertia 78859424327.53293\n",
      "Iteration 54, inertia 78856083010.48438\n",
      "Iteration 55, inertia 78852497935.90128\n",
      "Iteration 56, inertia 78850758405.62366\n",
      "Iteration 57, inertia 78848696860.76741\n",
      "Iteration 58, inertia 78846462719.5747\n",
      "Iteration 59, inertia 78843974590.3891\n",
      "Iteration 60, inertia 78841630808.1645\n",
      "Iteration 61, inertia 78839643258.9962\n",
      "Iteration 62, inertia 78837637223.46057\n",
      "Iteration 63, inertia 78835786553.41594\n",
      "Iteration 64, inertia 78834155108.77882\n",
      "Iteration 65, inertia 78832758184.6452\n",
      "Iteration 66, inertia 78831252228.0233\n",
      "Iteration 67, inertia 78829900016.61656\n",
      "Iteration 68, inertia 78828769910.65257\n",
      "Iteration 69, inertia 78827600305.81726\n",
      "Iteration 70, inertia 78826688300.35056\n",
      "Iteration 71, inertia 78826030862.50923\n",
      "Iteration 72, inertia 78825503714.38887\n",
      "Iteration 73, inertia 78824897170.14929\n",
      "Iteration 74, inertia 78824397089.26805\n",
      "Iteration 75, inertia 78823868877.21318\n",
      "Iteration 76, inertia 78823453512.0608\n",
      "Iteration 77, inertia 78823171576.00682\n",
      "Iteration 78, inertia 78822992650.13283\n",
      "Iteration 79, inertia 78822862916.84492\n",
      "Iteration 80, inertia 78822696684.56912\n",
      "Iteration 81, inertia 78822468605.55157\n",
      "Iteration 82, inertia 78822275561.28503\n",
      "Iteration 83, inertia 78822102931.30759\n",
      "Iteration 84, inertia 78821957266.37918\n",
      "Iteration 85, inertia 78821899064.5923\n",
      "Iteration 86, inertia 78821831810.32106\n",
      "Iteration 87, inertia 78821742207.05699\n",
      "Iteration 88, inertia 78821641534.08435\n",
      "Iteration 89, inertia 78821544943.15977\n",
      "Iteration 90, inertia 78821444175.14403\n",
      "Iteration 91, inertia 78821364807.47829\n",
      "Iteration 92, inertia 78821273478.83215\n",
      "Iteration 93, inertia 78821213648.53938\n",
      "Iteration 94, inertia 78821103153.18219\n",
      "Iteration 95, inertia 78820838884.94179\n",
      "Iteration 96, inertia 78820484163.41449\n",
      "Iteration 97, inertia 78820079491.05948\n",
      "Iteration 98, inertia 78819761701.52539\n",
      "Iteration 99, inertia 78819433021.68498\n",
      "Iteration 100, inertia 78819058424.26826\n",
      "Iteration 101, inertia 78818772033.65405\n",
      "Iteration 102, inertia 78818538940.23628\n",
      "Iteration 103, inertia 78818426302.04944\n",
      "Iteration 104, inertia 78818322431.03555\n",
      "Iteration 105, inertia 78818225680.05399\n",
      "Iteration 106, inertia 78818177597.12415\n",
      "Iteration 107, inertia 78818074799.35692\n",
      "Iteration 108, inertia 78817979669.46722\n",
      "Iteration 109, inertia 78817931911.219\n",
      "Iteration 110, inertia 78817910353.63568\n",
      "Iteration 111, inertia 78817898586.50908\n",
      "Iteration 112, inertia 78817885606.09502\n",
      "Iteration 113, inertia 78817863520.9726\n",
      "Iteration 114, inertia 78817842569.57515\n",
      "Iteration 115, inertia 78817839709.95291\n",
      "Iteration 116, inertia 78817835763.0747\n",
      "Converged at iteration 116: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120166976940.0\n",
      "Iteration 1, inertia 82653836394.25116\n",
      "Iteration 2, inertia 80985286124.48358\n",
      "Iteration 3, inertia 80355726107.2155\n",
      "Iteration 4, inertia 80035112989.57826\n",
      "Iteration 5, inertia 79855994207.84288\n",
      "Iteration 6, inertia 79735093682.2279\n",
      "Iteration 7, inertia 79644238170.59665\n",
      "Iteration 8, inertia 79568523019.62425\n",
      "Iteration 9, inertia 79502107723.21164\n",
      "Iteration 10, inertia 79450490950.98866\n",
      "Iteration 11, inertia 79404212830.76068\n",
      "Iteration 12, inertia 79361427063.46701\n",
      "Iteration 13, inertia 79322923969.01134\n",
      "Iteration 14, inertia 79285896586.15865\n",
      "Iteration 15, inertia 79250400597.02747\n",
      "Iteration 16, inertia 79219961731.6083\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 17, inertia 79193262263.26265\n",
      "Iteration 18, inertia 79166615779.60353\n",
      "Iteration 19, inertia 79143943025.77434\n",
      "Iteration 20, inertia 79120550384.34341\n",
      "Iteration 21, inertia 79095429813.98056\n",
      "Iteration 22, inertia 79069695465.63564\n",
      "Iteration 23, inertia 79044972154.44681\n",
      "Iteration 24, inertia 79024566562.1259\n",
      "Iteration 25, inertia 79008561015.24648\n",
      "Iteration 26, inertia 78995131944.38246\n",
      "Iteration 27, inertia 78984022169.38066\n",
      "Iteration 28, inertia 78976066909.17128\n",
      "Iteration 29, inertia 78969834100.54865\n",
      "Iteration 30, inertia 78964194849.86604\n",
      "Iteration 31, inertia 78958822247.7362\n",
      "Iteration 32, inertia 78954246889.7857\n",
      "Iteration 33, inertia 78949834465.22198\n",
      "Iteration 34, inertia 78946725071.62689\n",
      "Iteration 35, inertia 78944022100.12201\n",
      "Iteration 36, inertia 78941212746.74777\n",
      "Iteration 37, inertia 78938215018.57645\n",
      "Iteration 38, inertia 78935199811.63182\n",
      "Iteration 39, inertia 78932123525.78268\n",
      "Iteration 40, inertia 78928926369.26143\n",
      "Iteration 41, inertia 78925457856.948\n",
      "Iteration 42, inertia 78922437969.07594\n",
      "Iteration 43, inertia 78920039180.14455\n",
      "Iteration 44, inertia 78917757815.19156\n",
      "Iteration 45, inertia 78915212073.18765\n",
      "Iteration 46, inertia 78912947313.97717\n",
      "Iteration 47, inertia 78909825232.67142\n",
      "Iteration 48, inertia 78906050474.36761\n",
      "Iteration 49, inertia 78902711308.80804\n",
      "Iteration 50, inertia 78899303223.53119\n",
      "Iteration 51, inertia 78895358317.04398\n",
      "Iteration 52, inertia 78891764602.62143\n",
      "Iteration 53, inertia 78888725485.77675\n",
      "Iteration 54, inertia 78885899667.21858\n",
      "Iteration 55, inertia 78883876661.01442\n",
      "Iteration 56, inertia 78881899318.96393\n",
      "Iteration 57, inertia 78880226686.61734\n",
      "Iteration 58, inertia 78878671169.59702\n",
      "Iteration 59, inertia 78877153999.64789\n",
      "Iteration 60, inertia 78875173441.42203\n",
      "Iteration 61, inertia 78872558773.30855\n",
      "Iteration 62, inertia 78870529871.71901\n",
      "Iteration 63, inertia 78868724657.26512\n",
      "Iteration 64, inertia 78867177791.7337\n",
      "Iteration 65, inertia 78865347191.32378\n",
      "Iteration 66, inertia 78863363829.2352\n",
      "Iteration 67, inertia 78861440908.81172\n",
      "Iteration 68, inertia 78859534629.8435\n",
      "Iteration 69, inertia 78858179564.11136\n",
      "Iteration 70, inertia 78856543725.05484\n",
      "Iteration 71, inertia 78855022607.23491\n",
      "Iteration 72, inertia 78853608884.98325\n",
      "Iteration 73, inertia 78852199263.2508\n",
      "Iteration 74, inertia 78850816262.56328\n",
      "Iteration 75, inertia 78849577458.99312\n",
      "Iteration 76, inertia 78848716201.85817\n",
      "Iteration 77, inertia 78847995688.58946\n",
      "Iteration 78, inertia 78847360544.93015\n",
      "Iteration 79, inertia 78846690943.30037\n",
      "Iteration 80, inertia 78846106155.98126\n",
      "Iteration 81, inertia 78845712212.87573\n",
      "Iteration 82, inertia 78845373208.0824\n",
      "Iteration 83, inertia 78845185329.9442\n",
      "Iteration 84, inertia 78845054929.19276\n",
      "Iteration 85, inertia 78844849688.9791\n",
      "Iteration 86, inertia 78844745367.58112\n",
      "Iteration 87, inertia 78844694627.35774\n",
      "Iteration 88, inertia 78844643152.7582\n",
      "Iteration 89, inertia 78844586294.88034\n",
      "Iteration 90, inertia 78844503174.6707\n",
      "Iteration 91, inertia 78844484609.01363\n",
      "Iteration 92, inertia 78844463797.12398\n",
      "Iteration 93, inertia 78844430447.28706\n",
      "Iteration 94, inertia 78844383825.7031\n",
      "Iteration 95, inertia 78844378642.80624\n",
      "Iteration 96, inertia 78844375504.49586\n",
      "Iteration 97, inertia 78844370047.21617\n",
      "Converged at iteration 97: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118694676410.0\n",
      "Iteration 1, inertia 82348700822.03171\n",
      "Iteration 2, inertia 80927157898.69073\n",
      "Iteration 3, inertia 80464335989.14923\n",
      "Iteration 4, inertia 80215967082.66476\n",
      "Iteration 5, inertia 80044757785.51529\n",
      "Iteration 6, inertia 79916382164.26598\n",
      "Iteration 7, inertia 79805920903.2849\n",
      "Iteration 8, inertia 79704528785.29424\n",
      "Iteration 9, inertia 79593976216.38365\n",
      "Iteration 10, inertia 79486415514.54527\n",
      "Iteration 11, inertia 79391791573.83432\n",
      "Iteration 12, inertia 79308127440.7494\n",
      "Iteration 13, inertia 79232761432.99837\n",
      "Iteration 14, inertia 79180640831.64922\n",
      "Iteration 15, inertia 79144193911.5695\n",
      "Iteration 16, inertia 79118495557.94899\n",
      "Iteration 17, inertia 79099869328.7008\n",
      "Iteration 18, inertia 79085448017.3164\n",
      "Iteration 19, inertia 79074515228.96925\n",
      "Iteration 20, inertia 79064923487.76932\n",
      "Iteration 21, inertia 79056453506.14388\n",
      "Iteration 22, inertia 79047948050.1519\n",
      "Iteration 23, inertia 79039951653.83649\n",
      "Iteration 24, inertia 79032445994.56209\n",
      "Iteration 25, inertia 79025008725.28546\n",
      "Iteration 26, inertia 79018350862.21251\n",
      "Iteration 27, inertia 79012572659.83957\n",
      "Iteration 28, inertia 79007756076.17126\n",
      "Iteration 29, inertia 79002749102.2159\n",
      "Iteration 30, inertia 78997827566.07382\n",
      "Iteration 31, inertia 78992522528.0014\n",
      "Iteration 32, inertia 78987719169.43481\n",
      "Iteration 33, inertia 78982398463.92017\n",
      "Iteration 34, inertia 78977433027.14297\n",
      "Iteration 35, inertia 78972749929.36998\n",
      "Iteration 36, inertia 78967248668.06573\n",
      "Iteration 37, inertia 78961347532.66365\n",
      "Iteration 38, inertia 78954943579.46918\n",
      "Iteration 39, inertia 78947435023.5123\n",
      "Iteration 40, inertia 78938231597.42543\n",
      "Iteration 41, inertia 78925746374.04343\n",
      "Iteration 42, inertia 78910343608.74019\n",
      "Iteration 43, inertia 78897534586.31876\n",
      "Iteration 44, inertia 78887968476.42778\n",
      "Iteration 45, inertia 78881265638.23357\n",
      "Iteration 46, inertia 78876064880.49774\n",
      "Iteration 47, inertia 78871958071.20291\n",
      "Iteration 48, inertia 78868212702.56721\n",
      "Iteration 49, inertia 78864595035.88705\n",
      "Iteration 50, inertia 78861188441.31253\n",
      "Iteration 51, inertia 78857820211.7657\n",
      "Iteration 52, inertia 78855190386.50421\n",
      "Iteration 53, inertia 78852416820.42923\n",
      "Iteration 54, inertia 78849622189.47034\n",
      "Iteration 55, inertia 78847398709.30005\n",
      "Iteration 56, inertia 78845331633.33934\n",
      "Iteration 57, inertia 78843046862.72153\n",
      "Iteration 58, inertia 78841170011.48944\n",
      "Iteration 59, inertia 78839775959.22603\n",
      "Iteration 60, inertia 78838381649.92262\n",
      "Iteration 61, inertia 78836960801.23016\n",
      "Iteration 62, inertia 78835482055.26848\n",
      "Iteration 63, inertia 78834155901.00497\n",
      "Iteration 64, inertia 78833009538.6813\n",
      "Iteration 65, inertia 78831728326.85764\n",
      "Iteration 66, inertia 78830150051.73955\n",
      "Iteration 67, inertia 78828594800.96596\n",
      "Iteration 68, inertia 78827602813.28223\n",
      "Iteration 69, inertia 78826848065.02904\n",
      "Iteration 70, inertia 78826282264.7615\n",
      "Iteration 71, inertia 78825571371.87758\n",
      "Iteration 72, inertia 78824779094.95227\n",
      "Iteration 73, inertia 78824256939.8058\n",
      "Iteration 74, inertia 78823863668.8642\n",
      "Iteration 75, inertia 78823489427.68488\n",
      "Iteration 76, inertia 78822861118.52888\n",
      "Iteration 77, inertia 78822160246.41273\n",
      "Iteration 78, inertia 78821324715.07819\n",
      "Iteration 79, inertia 78820502211.4378\n",
      "Iteration 80, inertia 78819805353.61752\n",
      "Iteration 81, inertia 78819281766.88477\n",
      "Iteration 82, inertia 78818563665.01146\n",
      "Iteration 83, inertia 78817954517.49486\n",
      "Iteration 84, inertia 78817638011.41357\n",
      "Iteration 85, inertia 78817458514.89052\n",
      "Iteration 86, inertia 78817284782.68285\n",
      "Iteration 87, inertia 78817122301.19836\n",
      "Iteration 88, inertia 78817013427.8293\n",
      "Iteration 89, inertia 78816836503.29973\n",
      "Iteration 90, inertia 78816697680.1689\n",
      "Iteration 91, inertia 78816497082.7196\n",
      "Iteration 92, inertia 78816317386.30148\n",
      "Iteration 93, inertia 78816179028.52872\n",
      "Iteration 94, inertia 78816026542.58917\n",
      "Iteration 95, inertia 78815998976.88226\n",
      "Iteration 96, inertia 78815950833.68388\n",
      "Iteration 97, inertia 78815910241.42929\n",
      "Iteration 98, inertia 78815811291.4311\n",
      "Iteration 99, inertia 78815678473.28967\n",
      "Iteration 100, inertia 78815547818.19405\n",
      "Iteration 101, inertia 78815399526.49841\n",
      "Iteration 102, inertia 78815267764.39406\n",
      "Iteration 103, inertia 78815236975.20088\n",
      "Iteration 104, inertia 78815224576.72855\n",
      "Iteration 105, inertia 78815167916.66568\n",
      "Iteration 106, inertia 78815080947.77576\n",
      "Iteration 107, inertia 78814944047.14566\n",
      "Iteration 108, inertia 78814833213.85794\n",
      "Iteration 109, inertia 78814779015.94742\n",
      "Iteration 110, inertia 78814739115.84352\n",
      "Iteration 111, inertia 78814721972.88516\n",
      "Iteration 112, inertia 78814708827.40004\n",
      "Iteration 113, inertia 78814700387.54182\n",
      "Converged at iteration 113: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118682178465.0\n",
      "Iteration 1, inertia 82885403606.0843\n",
      "Iteration 2, inertia 81182788338.66948\n",
      "Iteration 3, inertia 80504381051.92955\n",
      "Iteration 4, inertia 80118721311.12793\n",
      "Iteration 5, inertia 79856147134.86292\n",
      "Iteration 6, inertia 79665957352.0286\n",
      "Iteration 7, inertia 79531843079.64774\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 8, inertia 79431127525.34406\n",
      "Iteration 9, inertia 79353878566.31223\n",
      "Iteration 10, inertia 79296385382.83629\n",
      "Iteration 11, inertia 79251238485.31154\n",
      "Iteration 12, inertia 79214607770.76033\n",
      "Iteration 13, inertia 79183954696.94304\n",
      "Iteration 14, inertia 79157246220.82909\n",
      "Iteration 15, inertia 79133049223.29622\n",
      "Iteration 16, inertia 79109330151.75308\n",
      "Iteration 17, inertia 79090149260.83366\n",
      "Iteration 18, inertia 79073163301.24403\n",
      "Iteration 19, inertia 79059083570.67422\n",
      "Iteration 20, inertia 79046994959.90602\n",
      "Iteration 21, inertia 79035829238.8002\n",
      "Iteration 22, inertia 79025771438.54182\n",
      "Iteration 23, inertia 79018310176.18658\n",
      "Iteration 24, inertia 79010915005.55116\n",
      "Iteration 25, inertia 79004063318.97668\n",
      "Iteration 26, inertia 78998644506.18268\n",
      "Iteration 27, inertia 78993067746.2959\n",
      "Iteration 28, inertia 78988781136.39078\n",
      "Iteration 29, inertia 78984478420.72098\n",
      "Iteration 30, inertia 78980617293.28067\n",
      "Iteration 31, inertia 78977274571.75417\n",
      "Iteration 32, inertia 78973576077.75977\n",
      "Iteration 33, inertia 78969735404.8556\n",
      "Iteration 34, inertia 78965647912.02153\n",
      "Iteration 35, inertia 78961750916.1555\n",
      "Iteration 36, inertia 78958241794.36423\n",
      "Iteration 37, inertia 78954976190.35587\n",
      "Iteration 38, inertia 78950004909.7507\n",
      "Iteration 39, inertia 78943699251.66638\n",
      "Iteration 40, inertia 78938030571.98332\n",
      "Iteration 41, inertia 78933667553.88252\n",
      "Iteration 42, inertia 78930826916.78586\n",
      "Iteration 43, inertia 78928433666.6942\n",
      "Iteration 44, inertia 78926048846.80869\n",
      "Iteration 45, inertia 78923343247.867\n",
      "Iteration 46, inertia 78920601329.84875\n",
      "Iteration 47, inertia 78918769978.26862\n",
      "Iteration 48, inertia 78917507438.91908\n",
      "Iteration 49, inertia 78916455085.77144\n",
      "Iteration 50, inertia 78915315165.46004\n",
      "Iteration 51, inertia 78914238751.8447\n",
      "Iteration 52, inertia 78913231224.55875\n",
      "Iteration 53, inertia 78912601018.50487\n",
      "Iteration 54, inertia 78911943777.81194\n",
      "Iteration 55, inertia 78911410297.81711\n",
      "Iteration 56, inertia 78910789837.8512\n",
      "Iteration 57, inertia 78909955651.88277\n",
      "Iteration 58, inertia 78908958645.63321\n",
      "Iteration 59, inertia 78907719272.49942\n",
      "Iteration 60, inertia 78906524529.90375\n",
      "Iteration 61, inertia 78905167545.42348\n",
      "Iteration 62, inertia 78904163946.9165\n",
      "Iteration 63, inertia 78903297390.95845\n",
      "Iteration 64, inertia 78902310234.58171\n",
      "Iteration 65, inertia 78901060033.51855\n",
      "Iteration 66, inertia 78899675698.79279\n",
      "Iteration 67, inertia 78898276099.57265\n",
      "Iteration 68, inertia 78896608160.19972\n",
      "Iteration 69, inertia 78894696962.14615\n",
      "Iteration 70, inertia 78892580954.8716\n",
      "Iteration 71, inertia 78890300579.81754\n",
      "Iteration 72, inertia 78887803362.53378\n",
      "Iteration 73, inertia 78884727378.4823\n",
      "Iteration 74, inertia 78881743146.75461\n",
      "Iteration 75, inertia 78879094022.16025\n",
      "Iteration 76, inertia 78876496542.74864\n",
      "Iteration 77, inertia 78873768929.92651\n",
      "Iteration 78, inertia 78871115393.57236\n",
      "Iteration 79, inertia 78868287223.88315\n",
      "Iteration 80, inertia 78865672271.73357\n",
      "Iteration 81, inertia 78862721948.15637\n",
      "Iteration 82, inertia 78859268841.17007\n",
      "Iteration 83, inertia 78855706547.4167\n",
      "Iteration 84, inertia 78852182948.80074\n",
      "Iteration 85, inertia 78849186798.4918\n",
      "Iteration 86, inertia 78846228694.95865\n",
      "Iteration 87, inertia 78844035153.33037\n",
      "Iteration 88, inertia 78842243575.94618\n",
      "Iteration 89, inertia 78840872869.97295\n",
      "Iteration 90, inertia 78839733180.92001\n",
      "Iteration 91, inertia 78838427397.51317\n",
      "Iteration 92, inertia 78837476268.2324\n",
      "Iteration 93, inertia 78836376605.82683\n",
      "Iteration 94, inertia 78835015937.22527\n",
      "Iteration 95, inertia 78833875509.39684\n",
      "Iteration 96, inertia 78833053082.90991\n",
      "Iteration 97, inertia 78832166163.43881\n",
      "Iteration 98, inertia 78830977670.62976\n",
      "Iteration 99, inertia 78829658929.94019\n",
      "Iteration 100, inertia 78828280139.46338\n",
      "Iteration 101, inertia 78826740784.48476\n",
      "Iteration 102, inertia 78825506608.93533\n",
      "Iteration 103, inertia 78824620999.70901\n",
      "Iteration 104, inertia 78823549685.91301\n",
      "Iteration 105, inertia 78822442218.56197\n",
      "Iteration 106, inertia 78821265141.93439\n",
      "Iteration 107, inertia 78820208753.3858\n",
      "Iteration 108, inertia 78819072210.08952\n",
      "Iteration 109, inertia 78817843078.81961\n",
      "Iteration 110, inertia 78816483288.0398\n",
      "Iteration 111, inertia 78814581596.18636\n",
      "Iteration 112, inertia 78813221864.68384\n",
      "Iteration 113, inertia 78811876236.25058\n",
      "Iteration 114, inertia 78810384292.65062\n",
      "Iteration 115, inertia 78809009545.94945\n",
      "Iteration 116, inertia 78807379371.70682\n",
      "Iteration 117, inertia 78805354041.78256\n",
      "Iteration 118, inertia 78802395149.33998\n",
      "Iteration 119, inertia 78799645031.94263\n",
      "Iteration 120, inertia 78796521934.38896\n",
      "Iteration 121, inertia 78792965527.43611\n",
      "Iteration 122, inertia 78789935986.89908\n",
      "Iteration 123, inertia 78788147272.71986\n",
      "Iteration 124, inertia 78787041550.0537\n",
      "Iteration 125, inertia 78786032714.02641\n",
      "Iteration 126, inertia 78785281562.96913\n",
      "Iteration 127, inertia 78784741732.62643\n",
      "Iteration 128, inertia 78784315171.50777\n",
      "Iteration 129, inertia 78783986949.18584\n",
      "Iteration 130, inertia 78783690236.04651\n",
      "Iteration 131, inertia 78783259069.35788\n",
      "Iteration 132, inertia 78782731049.3321\n",
      "Iteration 133, inertia 78781923875.41837\n",
      "Iteration 134, inertia 78780853888.45352\n",
      "Iteration 135, inertia 78779827462.50993\n",
      "Iteration 136, inertia 78779111706.78278\n",
      "Iteration 137, inertia 78778505436.44872\n",
      "Iteration 138, inertia 78777924861.767\n",
      "Iteration 139, inertia 78777368136.41388\n",
      "Iteration 140, inertia 78776809832.0122\n",
      "Iteration 141, inertia 78776245010.09015\n",
      "Iteration 142, inertia 78775689025.15349\n",
      "Iteration 143, inertia 78775268535.44781\n",
      "Iteration 144, inertia 78774939838.79108\n",
      "Iteration 145, inertia 78774698535.69312\n",
      "Iteration 146, inertia 78774507597.30956\n",
      "Iteration 147, inertia 78774112562.27408\n",
      "Iteration 148, inertia 78773836377.46114\n",
      "Iteration 149, inertia 78773665744.33374\n",
      "Iteration 150, inertia 78773526649.13597\n",
      "Iteration 151, inertia 78773405919.78247\n",
      "Iteration 152, inertia 78773302566.6232\n",
      "Iteration 153, inertia 78773205994.09128\n",
      "Iteration 154, inertia 78773083473.96658\n",
      "Iteration 155, inertia 78772957140.87825\n",
      "Iteration 156, inertia 78772872335.80933\n",
      "Iteration 157, inertia 78772794019.90352\n",
      "Iteration 158, inertia 78772753949.61528\n",
      "Iteration 159, inertia 78772728708.38667\n",
      "Iteration 160, inertia 78772714737.08849\n",
      "Iteration 161, inertia 78772711128.56703\n",
      "Iteration 162, inertia 78772702278.91019\n",
      "Iteration 163, inertia 78772651930.7294\n",
      "Iteration 164, inertia 78772616736.74948\n",
      "Iteration 165, inertia 78772568363.94112\n",
      "Iteration 166, inertia 78772517296.72192\n",
      "Iteration 167, inertia 78772453064.15909\n",
      "Iteration 168, inertia 78772354664.54291\n",
      "Iteration 169, inertia 78772271047.55237\n",
      "Iteration 170, inertia 78772208657.83737\n",
      "Converged at iteration 170: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 119614971637.0\n",
      "Iteration 1, inertia 82728713063.64934\n",
      "Iteration 2, inertia 81016593497.72823\n",
      "Iteration 3, inertia 80364383294.2552\n",
      "Iteration 4, inertia 80003650920.7786\n",
      "Iteration 5, inertia 79764516555.73538\n",
      "Iteration 6, inertia 79569301313.67393\n",
      "Iteration 7, inertia 79411642446.55351\n",
      "Iteration 8, inertia 79296328315.43362\n",
      "Iteration 9, inertia 79208885298.9404\n",
      "Iteration 10, inertia 79142808594.1503\n",
      "Iteration 11, inertia 79088802655.40994\n",
      "Iteration 12, inertia 79040941940.22694\n",
      "Iteration 13, inertia 78996983699.71986\n",
      "Iteration 14, inertia 78962434259.35965\n",
      "Iteration 15, inertia 78935910048.05219\n",
      "Iteration 16, inertia 78911855499.01065\n",
      "Iteration 17, inertia 78891471106.46298\n",
      "Iteration 18, inertia 78874250703.82523\n",
      "Iteration 19, inertia 78859423931.10025\n",
      "Iteration 20, inertia 78846733975.44672\n",
      "Iteration 21, inertia 78833582932.53024\n",
      "Iteration 22, inertia 78822523904.07056\n",
      "Iteration 23, inertia 78813888032.44072\n",
      "Iteration 24, inertia 78804952474.78577\n",
      "Iteration 25, inertia 78795833122.96347\n",
      "Iteration 26, inertia 78786859409.78433\n",
      "Iteration 27, inertia 78777195841.22679\n",
      "Iteration 28, inertia 78768520672.8752\n",
      "Iteration 29, inertia 78761435523.42491\n",
      "Iteration 30, inertia 78755692257.89146\n",
      "Iteration 31, inertia 78750051663.99011\n",
      "Iteration 32, inertia 78744175989.10406\n",
      "Iteration 33, inertia 78739612848.52983\n",
      "Iteration 34, inertia 78735140432.11017\n",
      "Iteration 35, inertia 78731388257.7143\n",
      "Iteration 36, inertia 78728369958.7175\n",
      "Iteration 37, inertia 78725159250.87851\n",
      "Iteration 38, inertia 78722046658.7768\n",
      "Iteration 39, inertia 78719615256.64081\n",
      "Iteration 40, inertia 78717086737.67587\n",
      "Iteration 41, inertia 78714850946.73349\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 42, inertia 78712104072.2278\n",
      "Iteration 43, inertia 78709260030.50818\n",
      "Iteration 44, inertia 78707263259.81068\n",
      "Iteration 45, inertia 78705369372.15787\n",
      "Iteration 46, inertia 78703951731.0194\n",
      "Iteration 47, inertia 78702478249.25314\n",
      "Iteration 48, inertia 78701232751.82053\n",
      "Iteration 49, inertia 78700042509.86781\n",
      "Iteration 50, inertia 78698968128.28835\n",
      "Iteration 51, inertia 78697840494.24908\n",
      "Iteration 52, inertia 78696565591.40771\n",
      "Iteration 53, inertia 78695300546.27135\n",
      "Iteration 54, inertia 78694246667.62645\n",
      "Iteration 55, inertia 78693088576.85905\n",
      "Iteration 56, inertia 78692034854.22395\n",
      "Iteration 57, inertia 78690876202.23412\n",
      "Iteration 58, inertia 78689881718.7704\n",
      "Iteration 59, inertia 78688935637.3121\n",
      "Iteration 60, inertia 78688072635.31161\n",
      "Iteration 61, inertia 78687173102.02547\n",
      "Iteration 62, inertia 78686595192.76384\n",
      "Iteration 63, inertia 78686100425.40489\n",
      "Iteration 64, inertia 78685366507.45958\n",
      "Iteration 65, inertia 78684776581.29321\n",
      "Iteration 66, inertia 78684233871.77306\n",
      "Iteration 67, inertia 78683539254.13927\n",
      "Iteration 68, inertia 78682810601.73183\n",
      "Iteration 69, inertia 78682311705.43327\n",
      "Iteration 70, inertia 78682013499.78241\n",
      "Iteration 71, inertia 78681610670.42165\n",
      "Iteration 72, inertia 78681281241.28796\n",
      "Iteration 73, inertia 78681103574.31482\n",
      "Iteration 74, inertia 78680964099.92972\n",
      "Iteration 75, inertia 78680740418.76556\n",
      "Iteration 76, inertia 78680498618.4766\n",
      "Iteration 77, inertia 78680332828.42386\n",
      "Iteration 78, inertia 78680231147.97517\n",
      "Iteration 79, inertia 78680113563.50575\n",
      "Iteration 80, inertia 78680037984.414\n",
      "Iteration 81, inertia 78679985882.89008\n",
      "Iteration 82, inertia 78679968279.67464\n",
      "Iteration 83, inertia 78679959254.1955\n",
      "Iteration 84, inertia 78679952188.70767\n",
      "Iteration 85, inertia 78679936562.03146\n",
      "Iteration 86, inertia 78679903626.88136\n",
      "Iteration 87, inertia 78679871316.6491\n",
      "Iteration 88, inertia 78679851647.19087\n",
      "Iteration 89, inertia 78679826801.89677\n",
      "Iteration 90, inertia 78679822042.04231\n",
      "Converged at iteration 90: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118972293388.0\n",
      "Iteration 1, inertia 82188126811.79532\n",
      "Iteration 2, inertia 80670822716.32162\n",
      "Iteration 3, inertia 80155239121.19035\n",
      "Iteration 4, inertia 79871596755.8926\n",
      "Iteration 5, inertia 79690549856.57861\n",
      "Iteration 6, inertia 79548686227.67874\n",
      "Iteration 7, inertia 79438108410.74777\n",
      "Iteration 8, inertia 79352882665.42252\n",
      "Iteration 9, inertia 79293596609.92778\n",
      "Iteration 10, inertia 79248366292.18532\n",
      "Iteration 11, inertia 79211018967.19093\n",
      "Iteration 12, inertia 79176729619.6883\n",
      "Iteration 13, inertia 79146163154.55908\n",
      "Iteration 14, inertia 79120113577.20018\n",
      "Iteration 15, inertia 79098680615.84486\n",
      "Iteration 16, inertia 79081709294.57799\n",
      "Iteration 17, inertia 79065883966.13188\n",
      "Iteration 18, inertia 79051033223.1682\n",
      "Iteration 19, inertia 79036865874.7021\n",
      "Iteration 20, inertia 79024508935.25443\n",
      "Iteration 21, inertia 79013870217.03107\n",
      "Iteration 22, inertia 79004212446.2359\n",
      "Iteration 23, inertia 78995334849.93092\n",
      "Iteration 24, inertia 78985990699.90686\n",
      "Iteration 25, inertia 78975945968.7226\n",
      "Iteration 26, inertia 78965387728.2181\n",
      "Iteration 27, inertia 78955201251.78583\n",
      "Iteration 28, inertia 78946717232.64816\n",
      "Iteration 29, inertia 78938855561.22333\n",
      "Iteration 30, inertia 78930621540.84103\n",
      "Iteration 31, inertia 78923019114.40968\n",
      "Iteration 32, inertia 78915348095.46222\n",
      "Iteration 33, inertia 78907147701.25621\n",
      "Iteration 34, inertia 78900313907.1976\n",
      "Iteration 35, inertia 78894181417.16464\n",
      "Iteration 36, inertia 78886861527.23698\n",
      "Iteration 37, inertia 78880923980.4054\n",
      "Iteration 38, inertia 78875498871.50833\n",
      "Iteration 39, inertia 78870933016.3301\n",
      "Iteration 40, inertia 78866384062.71696\n",
      "Iteration 41, inertia 78861504010.9548\n",
      "Iteration 42, inertia 78856569484.96375\n",
      "Iteration 43, inertia 78852458782.93584\n",
      "Iteration 44, inertia 78848657701.52695\n",
      "Iteration 45, inertia 78845543656.34802\n",
      "Iteration 46, inertia 78843208281.92351\n",
      "Iteration 47, inertia 78841153420.0049\n",
      "Iteration 48, inertia 78839261309.48463\n",
      "Iteration 49, inertia 78837546327.86209\n",
      "Iteration 50, inertia 78836165041.97534\n",
      "Iteration 51, inertia 78835158555.51875\n",
      "Iteration 52, inertia 78834153359.7653\n",
      "Iteration 53, inertia 78833155303.33502\n",
      "Iteration 54, inertia 78832418070.9336\n",
      "Iteration 55, inertia 78831666590.23668\n",
      "Iteration 56, inertia 78831010717.90527\n",
      "Iteration 57, inertia 78830503785.91925\n",
      "Iteration 58, inertia 78829995826.08203\n",
      "Iteration 59, inertia 78829367631.60002\n",
      "Iteration 60, inertia 78828815674.26738\n",
      "Iteration 61, inertia 78828175834.14246\n",
      "Iteration 62, inertia 78827637275.55219\n",
      "Iteration 63, inertia 78827075164.4579\n",
      "Iteration 64, inertia 78826575459.70331\n",
      "Iteration 65, inertia 78826126917.04646\n",
      "Iteration 66, inertia 78825552506.55363\n",
      "Iteration 67, inertia 78824751820.57591\n",
      "Iteration 68, inertia 78824056306.02072\n",
      "Iteration 69, inertia 78823473930.9007\n",
      "Iteration 70, inertia 78822911773.51074\n",
      "Iteration 71, inertia 78822432899.80861\n",
      "Iteration 72, inertia 78821916067.64273\n",
      "Iteration 73, inertia 78821433458.26222\n",
      "Iteration 74, inertia 78820915979.75696\n",
      "Iteration 75, inertia 78820486959.4592\n",
      "Iteration 76, inertia 78820021506.88004\n",
      "Iteration 77, inertia 78819460778.48953\n",
      "Iteration 78, inertia 78819001087.91362\n",
      "Iteration 79, inertia 78818520765.81543\n",
      "Iteration 80, inertia 78818163389.44057\n",
      "Iteration 81, inertia 78817943040.4065\n",
      "Iteration 82, inertia 78817810701.19817\n",
      "Iteration 83, inertia 78817628438.19853\n",
      "Iteration 84, inertia 78817399656.93782\n",
      "Iteration 85, inertia 78817167768.503\n",
      "Iteration 86, inertia 78816791812.1632\n",
      "Iteration 87, inertia 78815920112.7343\n",
      "Iteration 88, inertia 78814543570.7578\n",
      "Iteration 89, inertia 78812862232.1266\n",
      "Iteration 90, inertia 78810607098.50464\n",
      "Iteration 91, inertia 78808119380.84242\n",
      "Iteration 92, inertia 78804496188.22276\n",
      "Iteration 93, inertia 78800579342.15309\n",
      "Iteration 94, inertia 78797078781.0519\n",
      "Iteration 95, inertia 78793218290.61919\n",
      "Iteration 96, inertia 78789542139.04263\n",
      "Iteration 97, inertia 78785198958.95142\n",
      "Iteration 98, inertia 78781774028.80115\n",
      "Iteration 99, inertia 78779120608.1757\n",
      "Iteration 100, inertia 78777693839.16177\n",
      "Iteration 101, inertia 78776646578.37918\n",
      "Iteration 102, inertia 78775825352.32648\n",
      "Iteration 103, inertia 78774977006.04391\n",
      "Iteration 104, inertia 78774472471.16032\n",
      "Iteration 105, inertia 78773953609.69125\n",
      "Iteration 106, inertia 78773628453.54086\n",
      "Iteration 107, inertia 78773367259.1301\n",
      "Iteration 108, inertia 78773099872.57635\n",
      "Iteration 109, inertia 78772885284.9588\n",
      "Iteration 110, inertia 78772681628.51483\n",
      "Iteration 111, inertia 78772588592.83139\n",
      "Iteration 112, inertia 78772505492.52129\n",
      "Iteration 113, inertia 78772401703.26183\n",
      "Iteration 114, inertia 78772351425.97993\n",
      "Iteration 115, inertia 78772280455.79106\n",
      "Iteration 116, inertia 78772226817.92223\n",
      "Iteration 117, inertia 78772203443.29204\n",
      "Iteration 118, inertia 78772185485.16516\n",
      "Iteration 119, inertia 78772181602.09549\n",
      "Converged at iteration 119: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120592538275.0\n",
      "Iteration 1, inertia 82876148294.21486\n",
      "Iteration 2, inertia 81190266407.67877\n",
      "Iteration 3, inertia 80534760252.79738\n",
      "Iteration 4, inertia 80153846390.90817\n",
      "Iteration 5, inertia 79914589123.67468\n",
      "Iteration 6, inertia 79748699679.41312\n",
      "Iteration 7, inertia 79620380477.65097\n",
      "Iteration 8, inertia 79530191610.42009\n",
      "Iteration 9, inertia 79466541373.21439\n",
      "Iteration 10, inertia 79414395884.24126\n",
      "Iteration 11, inertia 79372499721.01532\n",
      "Iteration 12, inertia 79339075620.79785\n",
      "Iteration 13, inertia 79306603409.43658\n",
      "Iteration 14, inertia 79275506583.253\n",
      "Iteration 15, inertia 79249794729.69815\n",
      "Iteration 16, inertia 79226367899.10487\n",
      "Iteration 17, inertia 79201498941.46835\n",
      "Iteration 18, inertia 79173203728.41328\n",
      "Iteration 19, inertia 79139733818.9111\n",
      "Iteration 20, inertia 79103049127.49094\n",
      "Iteration 21, inertia 79073283246.38275\n",
      "Iteration 22, inertia 79049918145.0321\n",
      "Iteration 23, inertia 79029816560.12859\n",
      "Iteration 24, inertia 79014382470.28236\n",
      "Iteration 25, inertia 79000393262.17624\n",
      "Iteration 26, inertia 78987896313.56688\n",
      "Iteration 27, inertia 78976616170.06277\n",
      "Iteration 28, inertia 78966266643.12025\n",
      "Iteration 29, inertia 78956854789.84178\n",
      "Iteration 30, inertia 78947487062.0702\n",
      "Iteration 31, inertia 78938853304.37073\n",
      "Iteration 32, inertia 78930761284.37744\n",
      "Iteration 33, inertia 78922498957.01804\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 34, inertia 78916590299.94902\n",
      "Iteration 35, inertia 78912519742.54391\n",
      "Iteration 36, inertia 78909080976.3661\n",
      "Iteration 37, inertia 78906029846.70193\n",
      "Iteration 38, inertia 78903337237.04639\n",
      "Iteration 39, inertia 78901025231.02184\n",
      "Iteration 40, inertia 78899053737.95187\n",
      "Iteration 41, inertia 78897274756.23233\n",
      "Iteration 42, inertia 78895543044.0364\n",
      "Iteration 43, inertia 78893982624.0185\n",
      "Iteration 44, inertia 78892549335.54741\n",
      "Iteration 45, inertia 78891520316.35913\n",
      "Iteration 46, inertia 78890525537.86482\n",
      "Iteration 47, inertia 78889791781.66093\n",
      "Iteration 48, inertia 78888827500.92719\n",
      "Iteration 49, inertia 78887734967.45248\n",
      "Iteration 50, inertia 78886945214.96077\n",
      "Iteration 51, inertia 78886163875.31137\n",
      "Iteration 52, inertia 78885043235.15837\n",
      "Iteration 53, inertia 78883871959.64267\n",
      "Iteration 54, inertia 78882668087.80574\n",
      "Iteration 55, inertia 78881561832.76642\n",
      "Iteration 56, inertia 78880212491.80988\n",
      "Iteration 57, inertia 78878959313.16716\n",
      "Iteration 58, inertia 78877728084.8867\n",
      "Iteration 59, inertia 78876550542.18028\n",
      "Iteration 60, inertia 78875493626.74411\n",
      "Iteration 61, inertia 78874152098.14732\n",
      "Iteration 62, inertia 78872359326.7534\n",
      "Iteration 63, inertia 78870386470.92099\n",
      "Iteration 64, inertia 78868223501.52899\n",
      "Iteration 65, inertia 78866790729.23076\n",
      "Iteration 66, inertia 78865429384.23578\n",
      "Iteration 67, inertia 78864229223.30981\n",
      "Iteration 68, inertia 78863073615.91872\n",
      "Iteration 69, inertia 78861943676.14214\n",
      "Iteration 70, inertia 78860968505.20058\n",
      "Iteration 71, inertia 78859692449.7648\n",
      "Iteration 72, inertia 78858659784.45778\n",
      "Iteration 73, inertia 78857829201.13058\n",
      "Iteration 74, inertia 78857117280.58723\n",
      "Iteration 75, inertia 78856457032.66539\n",
      "Iteration 76, inertia 78855804230.03477\n",
      "Iteration 77, inertia 78855284847.31728\n",
      "Iteration 78, inertia 78854673648.87746\n",
      "Iteration 79, inertia 78854007795.4725\n",
      "Iteration 80, inertia 78853348858.95198\n",
      "Iteration 81, inertia 78852844593.62804\n",
      "Iteration 82, inertia 78852342664.80432\n",
      "Iteration 83, inertia 78852028893.4961\n",
      "Iteration 84, inertia 78851766701.78128\n",
      "Iteration 85, inertia 78851548286.46808\n",
      "Iteration 86, inertia 78851266419.98608\n",
      "Iteration 87, inertia 78850911060.91042\n",
      "Iteration 88, inertia 78850705039.1332\n",
      "Iteration 89, inertia 78850551938.2439\n",
      "Iteration 90, inertia 78850388285.71815\n",
      "Iteration 91, inertia 78850224319.68727\n",
      "Iteration 92, inertia 78850048482.11223\n",
      "Iteration 93, inertia 78849855195.8116\n",
      "Iteration 94, inertia 78849628954.90497\n",
      "Iteration 95, inertia 78849461049.59511\n",
      "Iteration 96, inertia 78849408383.06535\n",
      "Iteration 97, inertia 78849367763.88928\n",
      "Iteration 98, inertia 78849319977.6235\n",
      "Iteration 99, inertia 78849274337.39441\n",
      "Iteration 100, inertia 78849249375.83069\n",
      "Iteration 101, inertia 78849241800.44908\n",
      "Converged at iteration 101: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 8142.29it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   13.9s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 100 \n",
      "  Threshold value :  1750 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120132238298.0\n",
      "Iteration 1, inertia 83428347852.38618\n",
      "Iteration 2, inertia 81518543958.73845\n",
      "Iteration 3, inertia 80828162284.43144\n",
      "Iteration 4, inertia 80455176630.8694\n",
      "Iteration 5, inertia 80183692459.21805\n",
      "Iteration 6, inertia 79967474539.22104\n",
      "Iteration 7, inertia 79799797974.4811\n",
      "Iteration 8, inertia 79671024139.05672\n",
      "Iteration 9, inertia 79590459667.07025\n",
      "Iteration 10, inertia 79539553466.72966\n",
      "Iteration 11, inertia 79498283068.04366\n",
      "Iteration 12, inertia 79461460840.50749\n",
      "Iteration 13, inertia 79432244032.78595\n",
      "Iteration 14, inertia 79406384914.66327\n",
      "Iteration 15, inertia 79381000254.05458\n",
      "Iteration 16, inertia 79356474649.14153\n",
      "Iteration 17, inertia 79335430749.96332\n",
      "Iteration 18, inertia 79314005421.70578\n",
      "Iteration 19, inertia 79289081357.83286\n",
      "Iteration 20, inertia 79264590095.72246\n",
      "Iteration 21, inertia 79243313460.55847\n",
      "Iteration 22, inertia 79227580649.27908\n",
      "Iteration 23, inertia 79216522457.63663\n",
      "Iteration 24, inertia 79206769047.62433\n",
      "Iteration 25, inertia 79198365054.6079\n",
      "Iteration 26, inertia 79190917324.75018\n",
      "Iteration 27, inertia 79184142118.99927\n",
      "Iteration 28, inertia 79178898321.23334\n",
      "Iteration 29, inertia 79174494229.64279\n",
      "Iteration 30, inertia 79170608865.42668\n",
      "Iteration 31, inertia 79167192775.17001\n",
      "Iteration 32, inertia 79163893942.49823\n",
      "Iteration 33, inertia 79160216769.87729\n",
      "Iteration 34, inertia 79156154641.91174\n",
      "Iteration 35, inertia 79151633766.10677\n",
      "Iteration 36, inertia 79146322350.98503\n",
      "Iteration 37, inertia 79139775658.61478\n",
      "Iteration 38, inertia 79131581017.03264\n",
      "Iteration 39, inertia 79123145240.37817\n",
      "Iteration 40, inertia 79114483609.48991\n",
      "Iteration 41, inertia 79107019944.39757\n",
      "Iteration 42, inertia 79102786141.47704\n",
      "Iteration 43, inertia 79098996988.02525\n",
      "Iteration 44, inertia 79095914988.8666\n",
      "Iteration 45, inertia 79092966155.47209\n",
      "Iteration 46, inertia 79090243672.74368\n",
      "Iteration 47, inertia 79087599995.59134\n",
      "Iteration 48, inertia 79084533900.89137\n",
      "Iteration 49, inertia 79081478493.23836\n",
      "Iteration 50, inertia 79077774308.40936\n",
      "Iteration 51, inertia 79074925241.5888\n",
      "Iteration 52, inertia 79072109434.66586\n",
      "Iteration 53, inertia 79070018828.44093\n",
      "Iteration 54, inertia 79068236933.67642\n",
      "Iteration 55, inertia 79066480973.77231\n",
      "Iteration 56, inertia 79064575523.26746\n",
      "Iteration 57, inertia 79062516825.84383\n",
      "Iteration 58, inertia 79059964216.259\n",
      "Iteration 59, inertia 79058138663.19252\n",
      "Iteration 60, inertia 79056870725.80457\n",
      "Iteration 61, inertia 79055640836.1558\n",
      "Iteration 62, inertia 79054453795.92334\n",
      "Iteration 63, inertia 79053002673.39735\n",
      "Iteration 64, inertia 79051237954.24223\n",
      "Iteration 65, inertia 79048585077.49931\n",
      "Iteration 66, inertia 79044674737.23111\n",
      "Iteration 67, inertia 79040900788.29291\n",
      "Iteration 68, inertia 79037122634.21112\n",
      "Iteration 69, inertia 79033755864.43\n",
      "Iteration 70, inertia 79030078409.04387\n",
      "Iteration 71, inertia 79025904217.29546\n",
      "Iteration 72, inertia 79020890119.5375\n",
      "Iteration 73, inertia 79015241023.75409\n",
      "Iteration 74, inertia 79009810915.3063\n",
      "Iteration 75, inertia 79003508263.06868\n",
      "Iteration 76, inertia 78998301062.55775\n",
      "Iteration 77, inertia 78995046133.12828\n",
      "Iteration 78, inertia 78992289335.25381\n",
      "Iteration 79, inertia 78990307671.42581\n",
      "Iteration 80, inertia 78988665431.57681\n",
      "Iteration 81, inertia 78986707947.1761\n",
      "Iteration 82, inertia 78984819057.77272\n",
      "Iteration 83, inertia 78983081707.10695\n",
      "Iteration 84, inertia 78981452740.14558\n",
      "Iteration 85, inertia 78979864233.27402\n",
      "Iteration 86, inertia 78978192378.50038\n",
      "Iteration 87, inertia 78976814449.38516\n",
      "Iteration 88, inertia 78975631473.58386\n",
      "Iteration 89, inertia 78974630500.37822\n",
      "Iteration 90, inertia 78973741375.00325\n",
      "Iteration 91, inertia 78972506558.57385\n",
      "Iteration 92, inertia 78971402050.34744\n",
      "Iteration 93, inertia 78970400670.00833\n",
      "Iteration 94, inertia 78969453647.26419\n",
      "Iteration 95, inertia 78968651075.44717\n",
      "Iteration 96, inertia 78967887707.51277\n",
      "Iteration 97, inertia 78967214661.90485\n",
      "Iteration 98, inertia 78966740147.48813\n",
      "Iteration 99, inertia 78966334793.88443\n",
      "Iteration 100, inertia 78965959583.96518\n",
      "Iteration 101, inertia 78965619490.43628\n",
      "Iteration 102, inertia 78965280933.00055\n",
      "Iteration 103, inertia 78964896649.15749\n",
      "Iteration 104, inertia 78964437314.20781\n",
      "Iteration 105, inertia 78964002414.22298\n",
      "Iteration 106, inertia 78963587813.59932\n",
      "Iteration 107, inertia 78963286175.1313\n",
      "Iteration 108, inertia 78962956201.92516\n",
      "Iteration 109, inertia 78962681999.63217\n",
      "Iteration 110, inertia 78962450116.93704\n",
      "Iteration 111, inertia 78962144615.65945\n",
      "Iteration 112, inertia 78961666822.1307\n",
      "Iteration 113, inertia 78961264828.67897\n",
      "Iteration 114, inertia 78960927852.66986\n",
      "Iteration 115, inertia 78960626102.60152\n",
      "Iteration 116, inertia 78960418644.04373\n",
      "Iteration 117, inertia 78960115114.37163\n",
      "Iteration 118, inertia 78959674254.98184\n",
      "Iteration 119, inertia 78959308457.98012\n",
      "Iteration 120, inertia 78958939569.1077\n",
      "Iteration 121, inertia 78958614839.4573\n",
      "Iteration 122, inertia 78958350916.1513\n",
      "Iteration 123, inertia 78958093386.60716\n",
      "Iteration 124, inertia 78957810196.15823\n",
      "Iteration 125, inertia 78957645950.72064\n",
      "Iteration 126, inertia 78957383432.7584\n",
      "Iteration 127, inertia 78957168203.79803\n",
      "Iteration 128, inertia 78956959856.02963\n",
      "Iteration 129, inertia 78956651366.21437\n",
      "Iteration 130, inertia 78956400759.54012\n",
      "Iteration 131, inertia 78956047920.14473\n",
      "Iteration 132, inertia 78955803280.61778\n",
      "Iteration 133, inertia 78955661762.58563\n",
      "Iteration 134, inertia 78955523652.29816\n",
      "Iteration 135, inertia 78955338636.279\n",
      "Iteration 136, inertia 78955157880.09723\n",
      "Iteration 137, inertia 78955018169.6857\n",
      "Iteration 138, inertia 78954901397.56\n",
      "Iteration 139, inertia 78954819279.6127\n",
      "Iteration 140, inertia 78954741687.51088\n",
      "Iteration 141, inertia 78954622511.40483\n",
      "Iteration 142, inertia 78954461821.02797\n",
      "Iteration 143, inertia 78954235769.06805\n",
      "Iteration 144, inertia 78954079070.08633\n",
      "Iteration 145, inertia 78953927062.77623\n",
      "Iteration 146, inertia 78953833674.54547\n",
      "Iteration 147, inertia 78953756307.96616\n",
      "Iteration 148, inertia 78953694087.38977\n",
      "Iteration 149, inertia 78953652248.75539\n",
      "Iteration 150, inertia 78953628935.20776\n",
      "Iteration 151, inertia 78953616762.0056\n",
      "Iteration 152, inertia 78953612151.25566\n",
      "Iteration 153, inertia 78953609911.26569\n",
      "Converged at iteration 153: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120292034558.0\n",
      "Iteration 1, inertia 82848061400.81018\n",
      "Iteration 2, inertia 80926663756.67369\n",
      "Iteration 3, inertia 80281376366.71806\n",
      "Iteration 4, inertia 79969234202.63559\n",
      "Iteration 5, inertia 79767299712.05287\n",
      "Iteration 6, inertia 79613605795.54373\n",
      "Iteration 7, inertia 79485546308.96773\n",
      "Iteration 8, inertia 79381553638.284\n",
      "Iteration 9, inertia 79288007471.5464\n",
      "Iteration 10, inertia 79204423500.31572\n",
      "Iteration 11, inertia 79133511750.45561\n",
      "Iteration 12, inertia 79081493273.36835\n",
      "Iteration 13, inertia 79043869885.91557\n",
      "Iteration 14, inertia 79009244601.89926\n",
      "Iteration 15, inertia 78982589306.268\n",
      "Iteration 16, inertia 78960825500.04753\n",
      "Iteration 17, inertia 78943647002.98912\n",
      "Iteration 18, inertia 78931488300.94836\n",
      "Iteration 19, inertia 78920719836.99231\n",
      "Iteration 20, inertia 78912193549.33987\n",
      "Iteration 21, inertia 78904483770.52554\n",
      "Iteration 22, inertia 78897668084.80536\n",
      "Iteration 23, inertia 78891333702.56833\n",
      "Iteration 24, inertia 78886326641.42363\n",
      "Iteration 25, inertia 78881460742.09567\n",
      "Iteration 26, inertia 78877560938.22484\n",
      "Iteration 27, inertia 78874364920.07346\n",
      "Iteration 28, inertia 78871565712.12907\n",
      "Iteration 29, inertia 78869291494.22382\n",
      "Iteration 30, inertia 78867149796.41447\n",
      "Iteration 31, inertia 78865304017.55394\n",
      "Iteration 32, inertia 78863411066.4057\n",
      "Iteration 33, inertia 78861570841.73166\n",
      "Iteration 34, inertia 78859480679.0067\n",
      "Iteration 35, inertia 78857421988.4635\n",
      "Iteration 36, inertia 78855505353.32574\n",
      "Iteration 37, inertia 78853612674.61752\n",
      "Iteration 38, inertia 78851684577.97551\n",
      "Iteration 39, inertia 78850045918.83939\n",
      "Iteration 40, inertia 78848365540.9633\n",
      "Iteration 41, inertia 78847182072.43967\n",
      "Iteration 42, inertia 78845658938.238\n",
      "Iteration 43, inertia 78844340702.86038\n",
      "Iteration 44, inertia 78842930244.51904\n",
      "Iteration 45, inertia 78841836821.77147\n",
      "Iteration 46, inertia 78840710409.20866\n",
      "Iteration 47, inertia 78839042989.85655\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 48, inertia 78837180893.48972\n",
      "Iteration 49, inertia 78834858535.63388\n",
      "Iteration 50, inertia 78831964613.12148\n",
      "Iteration 51, inertia 78829520332.24448\n",
      "Iteration 52, inertia 78827601566.22258\n",
      "Iteration 53, inertia 78825336195.27052\n",
      "Iteration 54, inertia 78823512547.9171\n",
      "Iteration 55, inertia 78821700385.06764\n",
      "Iteration 56, inertia 78819830066.47656\n",
      "Iteration 57, inertia 78817840782.03542\n",
      "Iteration 58, inertia 78815730241.23538\n",
      "Iteration 59, inertia 78813789028.66254\n",
      "Iteration 60, inertia 78812102602.60013\n",
      "Iteration 61, inertia 78810695869.0024\n",
      "Iteration 62, inertia 78809326056.06775\n",
      "Iteration 63, inertia 78808184500.95506\n",
      "Iteration 64, inertia 78807025820.91383\n",
      "Iteration 65, inertia 78805650035.4738\n",
      "Iteration 66, inertia 78804540585.91023\n",
      "Iteration 67, inertia 78803443556.26222\n",
      "Iteration 68, inertia 78802685872.20459\n",
      "Iteration 69, inertia 78801829854.65083\n",
      "Iteration 70, inertia 78800910007.98892\n",
      "Iteration 71, inertia 78800073161.2504\n",
      "Iteration 72, inertia 78799355895.94876\n",
      "Iteration 73, inertia 78798483776.30348\n",
      "Iteration 74, inertia 78797472404.55307\n",
      "Iteration 75, inertia 78796435457.56458\n",
      "Iteration 76, inertia 78795238977.58948\n",
      "Iteration 77, inertia 78793965967.53816\n",
      "Iteration 78, inertia 78793166529.01053\n",
      "Iteration 79, inertia 78792596685.93698\n",
      "Iteration 80, inertia 78792000527.51538\n",
      "Iteration 81, inertia 78791363299.24452\n",
      "Iteration 82, inertia 78790758603.32237\n",
      "Iteration 83, inertia 78790070053.17046\n",
      "Iteration 84, inertia 78789364945.6176\n",
      "Iteration 85, inertia 78788575228.89552\n",
      "Iteration 86, inertia 78787556641.48009\n",
      "Iteration 87, inertia 78786681040.14479\n",
      "Iteration 88, inertia 78786024533.99835\n",
      "Iteration 89, inertia 78785329408.92342\n",
      "Iteration 90, inertia 78784320687.03242\n",
      "Iteration 91, inertia 78783373057.56721\n",
      "Iteration 92, inertia 78782385315.71852\n",
      "Iteration 93, inertia 78781494286.57959\n",
      "Iteration 94, inertia 78780888104.89197\n",
      "Iteration 95, inertia 78780329225.48024\n",
      "Iteration 96, inertia 78779816904.365\n",
      "Iteration 97, inertia 78779353879.3774\n",
      "Iteration 98, inertia 78778825255.97523\n",
      "Iteration 99, inertia 78778186582.6915\n",
      "Iteration 100, inertia 78777422064.423\n",
      "Iteration 101, inertia 78776660139.3562\n",
      "Iteration 102, inertia 78775484555.28577\n",
      "Iteration 103, inertia 78774030841.09193\n",
      "Iteration 104, inertia 78772911926.39862\n",
      "Iteration 105, inertia 78772006478.76407\n",
      "Iteration 106, inertia 78771065036.85417\n",
      "Iteration 107, inertia 78770266811.54182\n",
      "Iteration 108, inertia 78769559495.99417\n",
      "Iteration 109, inertia 78768664110.8995\n",
      "Iteration 110, inertia 78767750949.1304\n",
      "Iteration 111, inertia 78766536901.60353\n",
      "Iteration 112, inertia 78765152494.72339\n",
      "Iteration 113, inertia 78763517214.4911\n",
      "Iteration 114, inertia 78761963038.0434\n",
      "Iteration 115, inertia 78760263274.80151\n",
      "Iteration 116, inertia 78759005441.84576\n",
      "Iteration 117, inertia 78758236314.11626\n",
      "Iteration 118, inertia 78757196979.855\n",
      "Iteration 119, inertia 78756150945.56148\n",
      "Iteration 120, inertia 78755427108.82294\n",
      "Iteration 121, inertia 78754907083.7495\n",
      "Iteration 122, inertia 78754445917.5415\n",
      "Iteration 123, inertia 78753942603.44649\n",
      "Iteration 124, inertia 78753474220.31029\n",
      "Iteration 125, inertia 78753199403.35623\n",
      "Iteration 126, inertia 78753075009.4862\n",
      "Iteration 127, inertia 78752942171.87624\n",
      "Iteration 128, inertia 78752700426.65486\n",
      "Iteration 129, inertia 78752424691.99326\n",
      "Iteration 130, inertia 78752214209.1922\n",
      "Iteration 131, inertia 78752039948.79826\n",
      "Iteration 132, inertia 78751905751.03838\n",
      "Iteration 133, inertia 78751677862.84186\n",
      "Iteration 134, inertia 78751506446.43434\n",
      "Iteration 135, inertia 78751405400.45125\n",
      "Iteration 136, inertia 78751310028.28795\n",
      "Iteration 137, inertia 78751188399.34647\n",
      "Iteration 138, inertia 78751060502.94456\n",
      "Iteration 139, inertia 78750936053.7608\n",
      "Iteration 140, inertia 78750788693.37778\n",
      "Iteration 141, inertia 78750665395.3989\n",
      "Iteration 142, inertia 78750492119.25218\n",
      "Iteration 143, inertia 78750395604.6256\n",
      "Iteration 144, inertia 78750301151.68387\n",
      "Iteration 145, inertia 78750146677.76471\n",
      "Iteration 146, inertia 78750031038.06496\n",
      "Iteration 147, inertia 78749970772.67064\n",
      "Iteration 148, inertia 78749962757.84062\n",
      "Iteration 149, inertia 78749934025.7468\n",
      "Iteration 150, inertia 78749924251.4344\n",
      "Converged at iteration 150: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120493615730.0\n",
      "Iteration 1, inertia 83407492426.26698\n",
      "Iteration 2, inertia 81460004460.94846\n",
      "Iteration 3, inertia 80695917698.08334\n",
      "Iteration 4, inertia 80249537003.67937\n",
      "Iteration 5, inertia 79940372064.39478\n",
      "Iteration 6, inertia 79735917134.70895\n",
      "Iteration 7, inertia 79607578709.12419\n",
      "Iteration 8, inertia 79510867689.6362\n",
      "Iteration 9, inertia 79427595020.5148\n",
      "Iteration 10, inertia 79349508853.95078\n",
      "Iteration 11, inertia 79286190259.52243\n",
      "Iteration 12, inertia 79237330798.92815\n",
      "Iteration 13, inertia 79195715191.41693\n",
      "Iteration 14, inertia 79163768457.23006\n",
      "Iteration 15, inertia 79136492985.75302\n",
      "Iteration 16, inertia 79108928351.34015\n",
      "Iteration 17, inertia 79077019349.70198\n",
      "Iteration 18, inertia 79044383061.50592\n",
      "Iteration 19, inertia 79018063144.57332\n",
      "Iteration 20, inertia 78996726928.52826\n",
      "Iteration 21, inertia 78979699439.31837\n",
      "Iteration 22, inertia 78965051655.41246\n",
      "Iteration 23, inertia 78952481492.02478\n",
      "Iteration 24, inertia 78944184934.77025\n",
      "Iteration 25, inertia 78937097746.48409\n",
      "Iteration 26, inertia 78929557660.67816\n",
      "Iteration 27, inertia 78922167881.7529\n",
      "Iteration 28, inertia 78915201101.88023\n",
      "Iteration 29, inertia 78907302839.2472\n",
      "Iteration 30, inertia 78898784241.72348\n",
      "Iteration 31, inertia 78889195322.7811\n",
      "Iteration 32, inertia 78879945648.69493\n",
      "Iteration 33, inertia 78871466264.42067\n",
      "Iteration 34, inertia 78863929384.96555\n",
      "Iteration 35, inertia 78856620833.38075\n",
      "Iteration 36, inertia 78850812227.69658\n",
      "Iteration 37, inertia 78845848314.87407\n",
      "Iteration 38, inertia 78841274887.43536\n",
      "Iteration 39, inertia 78837019228.20294\n",
      "Iteration 40, inertia 78832713825.91542\n",
      "Iteration 41, inertia 78828940493.29951\n",
      "Iteration 42, inertia 78826214064.42543\n",
      "Iteration 43, inertia 78823811609.65852\n",
      "Iteration 44, inertia 78821831583.03316\n",
      "Iteration 45, inertia 78820368321.39673\n",
      "Iteration 46, inertia 78818833852.64764\n",
      "Iteration 47, inertia 78817203121.29544\n",
      "Iteration 48, inertia 78816029816.24147\n",
      "Iteration 49, inertia 78815040415.16695\n",
      "Iteration 50, inertia 78814228292.80109\n",
      "Iteration 51, inertia 78813248534.64851\n",
      "Iteration 52, inertia 78812111558.07924\n",
      "Iteration 53, inertia 78810748251.62285\n",
      "Iteration 54, inertia 78809163395.06714\n",
      "Iteration 55, inertia 78807442302.76794\n",
      "Iteration 56, inertia 78805782144.36804\n",
      "Iteration 57, inertia 78804125219.87064\n",
      "Iteration 58, inertia 78802024626.79086\n",
      "Iteration 59, inertia 78799848386.80829\n",
      "Iteration 60, inertia 78798165437.77315\n",
      "Iteration 61, inertia 78796993754.89465\n",
      "Iteration 62, inertia 78795838693.48965\n",
      "Iteration 63, inertia 78794574206.18776\n",
      "Iteration 64, inertia 78793185119.12628\n",
      "Iteration 65, inertia 78792046671.46454\n",
      "Iteration 66, inertia 78791234221.21584\n",
      "Iteration 67, inertia 78790374015.97572\n",
      "Iteration 68, inertia 78789603354.90257\n",
      "Iteration 69, inertia 78788947696.42311\n",
      "Iteration 70, inertia 78788210609.51448\n",
      "Iteration 71, inertia 78787662653.45985\n",
      "Iteration 72, inertia 78787084359.87782\n",
      "Iteration 73, inertia 78786516691.31668\n",
      "Iteration 74, inertia 78785984112.03262\n",
      "Iteration 75, inertia 78785494089.09561\n",
      "Iteration 76, inertia 78785035032.27669\n",
      "Iteration 77, inertia 78784478580.19064\n",
      "Iteration 78, inertia 78783840945.70955\n",
      "Iteration 79, inertia 78783244616.75185\n",
      "Iteration 80, inertia 78782738001.82355\n",
      "Iteration 81, inertia 78782357400.59055\n",
      "Iteration 82, inertia 78782018757.35965\n",
      "Iteration 83, inertia 78781709033.68092\n",
      "Iteration 84, inertia 78781330705.9844\n",
      "Iteration 85, inertia 78780855309.86234\n",
      "Iteration 86, inertia 78780384492.71422\n",
      "Iteration 87, inertia 78779911788.06741\n",
      "Iteration 88, inertia 78779359897.63187\n",
      "Iteration 89, inertia 78778896775.92932\n",
      "Iteration 90, inertia 78778310795.0931\n",
      "Iteration 91, inertia 78777700696.36768\n",
      "Iteration 92, inertia 78777171358.62616\n",
      "Iteration 93, inertia 78776524279.04263\n",
      "Iteration 94, inertia 78775938279.27246\n",
      "Iteration 95, inertia 78775410553.11879\n",
      "Iteration 96, inertia 78774860612.7614\n",
      "Iteration 97, inertia 78774386250.38951\n",
      "Iteration 98, inertia 78773862588.30261\n",
      "Iteration 99, inertia 78773373767.35811\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 100, inertia 78772938278.47067\n",
      "Iteration 101, inertia 78772573296.07927\n",
      "Iteration 102, inertia 78772236210.97748\n",
      "Iteration 103, inertia 78772055504.62022\n",
      "Iteration 104, inertia 78771835998.78676\n",
      "Iteration 105, inertia 78771647158.41328\n",
      "Iteration 106, inertia 78771354951.11327\n",
      "Iteration 107, inertia 78771110504.67935\n",
      "Iteration 108, inertia 78770734041.60403\n",
      "Iteration 109, inertia 78770312613.69138\n",
      "Iteration 110, inertia 78769696852.60434\n",
      "Iteration 111, inertia 78769285762.24103\n",
      "Iteration 112, inertia 78769006986.9064\n",
      "Iteration 113, inertia 78768786186.87625\n",
      "Iteration 114, inertia 78768523251.70198\n",
      "Iteration 115, inertia 78768323995.08516\n",
      "Iteration 116, inertia 78768068389.97136\n",
      "Iteration 117, inertia 78767771610.20558\n",
      "Iteration 118, inertia 78767401349.95067\n",
      "Iteration 119, inertia 78767043130.13219\n",
      "Iteration 120, inertia 78766704541.93515\n",
      "Iteration 121, inertia 78766301300.46873\n",
      "Iteration 122, inertia 78765764519.6193\n",
      "Iteration 123, inertia 78765284011.45467\n",
      "Iteration 124, inertia 78764755789.21263\n",
      "Iteration 125, inertia 78764226028.90591\n",
      "Iteration 126, inertia 78763598180.56503\n",
      "Iteration 127, inertia 78762941339.32834\n",
      "Iteration 128, inertia 78762455760.3172\n",
      "Iteration 129, inertia 78762005094.31963\n",
      "Iteration 130, inertia 78761633270.05905\n",
      "Iteration 131, inertia 78761354710.2376\n",
      "Iteration 132, inertia 78761088037.42093\n",
      "Iteration 133, inertia 78760738750.23933\n",
      "Iteration 134, inertia 78760509436.6348\n",
      "Iteration 135, inertia 78760324844.88875\n",
      "Iteration 136, inertia 78760182549.18513\n",
      "Iteration 137, inertia 78760032202.43166\n",
      "Iteration 138, inertia 78759913565.85066\n",
      "Iteration 139, inertia 78759842497.40782\n",
      "Iteration 140, inertia 78759761631.3249\n",
      "Iteration 141, inertia 78759663154.47487\n",
      "Iteration 142, inertia 78759541780.85591\n",
      "Iteration 143, inertia 78759334046.28015\n",
      "Iteration 144, inertia 78759203614.47914\n",
      "Iteration 145, inertia 78759023147.36601\n",
      "Iteration 146, inertia 78758856896.84671\n",
      "Iteration 147, inertia 78758687856.25603\n",
      "Iteration 148, inertia 78758521307.36055\n",
      "Iteration 149, inertia 78758346823.00394\n",
      "Iteration 150, inertia 78758157534.40129\n",
      "Iteration 151, inertia 78757965030.40588\n",
      "Iteration 152, inertia 78757714936.26057\n",
      "Iteration 153, inertia 78757365079.79025\n",
      "Iteration 154, inertia 78756967696.04352\n",
      "Iteration 155, inertia 78756585872.91455\n",
      "Iteration 156, inertia 78756160682.18195\n",
      "Iteration 157, inertia 78755668207.78487\n",
      "Iteration 158, inertia 78755212935.33188\n",
      "Iteration 159, inertia 78754863763.90999\n",
      "Iteration 160, inertia 78754496456.16225\n",
      "Iteration 161, inertia 78753998069.15274\n",
      "Iteration 162, inertia 78753439073.07184\n",
      "Iteration 163, inertia 78753006453.4764\n",
      "Iteration 164, inertia 78752673303.03717\n",
      "Iteration 165, inertia 78752569033.6604\n",
      "Iteration 166, inertia 78752524806.14783\n",
      "Iteration 167, inertia 78752497560.91895\n",
      "Iteration 168, inertia 78752475339.863\n",
      "Iteration 169, inertia 78752460489.85127\n",
      "Converged at iteration 169: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120131517110.0\n",
      "Iteration 1, inertia 83051048596.34245\n",
      "Iteration 2, inertia 81353399943.09198\n",
      "Iteration 3, inertia 80689937579.18105\n",
      "Iteration 4, inertia 80294600653.58017\n",
      "Iteration 5, inertia 80054065653.85532\n",
      "Iteration 6, inertia 79893502770.99625\n",
      "Iteration 7, inertia 79760517930.27576\n",
      "Iteration 8, inertia 79649504035.5597\n",
      "Iteration 9, inertia 79560268957.83188\n",
      "Iteration 10, inertia 79489550937.72\n",
      "Iteration 11, inertia 79426552411.37447\n",
      "Iteration 12, inertia 79369485268.90868\n",
      "Iteration 13, inertia 79313847682.64545\n",
      "Iteration 14, inertia 79267334626.5791\n",
      "Iteration 15, inertia 79230681491.73567\n",
      "Iteration 16, inertia 79199953151.731\n",
      "Iteration 17, inertia 79172990955.71373\n",
      "Iteration 18, inertia 79149047005.7301\n",
      "Iteration 19, inertia 79128338314.22565\n",
      "Iteration 20, inertia 79109793570.00388\n",
      "Iteration 21, inertia 79091777600.54608\n",
      "Iteration 22, inertia 79075006130.10287\n",
      "Iteration 23, inertia 79061090806.55515\n",
      "Iteration 24, inertia 79049774789.21083\n",
      "Iteration 25, inertia 79038440865.26201\n",
      "Iteration 26, inertia 79028142954.67899\n",
      "Iteration 27, inertia 79017494067.68301\n",
      "Iteration 28, inertia 79006997181.143\n",
      "Iteration 29, inertia 78996978616.30753\n",
      "Iteration 30, inertia 78987718370.9687\n",
      "Iteration 31, inertia 78977850417.21336\n",
      "Iteration 32, inertia 78967376151.34645\n",
      "Iteration 33, inertia 78958466063.77089\n",
      "Iteration 34, inertia 78948871722.92276\n",
      "Iteration 35, inertia 78941511493.03757\n",
      "Iteration 36, inertia 78935059699.75266\n",
      "Iteration 37, inertia 78929581590.10391\n",
      "Iteration 38, inertia 78923143748.20811\n",
      "Iteration 39, inertia 78916910819.26804\n",
      "Iteration 40, inertia 78910878647.15778\n",
      "Iteration 41, inertia 78904553583.21585\n",
      "Iteration 42, inertia 78898007996.57706\n",
      "Iteration 43, inertia 78892166550.71788\n",
      "Iteration 44, inertia 78887407670.86086\n",
      "Iteration 45, inertia 78884450984.78888\n",
      "Iteration 46, inertia 78881533087.97609\n",
      "Iteration 47, inertia 78878769634.24905\n",
      "Iteration 48, inertia 78876149454.92633\n",
      "Iteration 49, inertia 78873332809.53506\n",
      "Iteration 50, inertia 78870493943.83173\n",
      "Iteration 51, inertia 78867239149.14783\n",
      "Iteration 52, inertia 78863390635.14546\n",
      "Iteration 53, inertia 78859424327.53293\n",
      "Iteration 54, inertia 78856083010.48438\n",
      "Iteration 55, inertia 78852497935.90126\n",
      "Iteration 56, inertia 78850758405.62366\n",
      "Iteration 57, inertia 78848696860.76741\n",
      "Iteration 58, inertia 78846462719.5747\n",
      "Iteration 59, inertia 78843974590.3891\n",
      "Iteration 60, inertia 78841630808.1645\n",
      "Iteration 61, inertia 78839643258.9962\n",
      "Iteration 62, inertia 78837637223.46057\n",
      "Iteration 63, inertia 78835786553.41592\n",
      "Iteration 64, inertia 78834155108.77881\n",
      "Iteration 65, inertia 78832758184.6452\n",
      "Iteration 66, inertia 78831252228.0233\n",
      "Iteration 67, inertia 78829900016.61656\n",
      "Iteration 68, inertia 78828769910.65257\n",
      "Iteration 69, inertia 78827600305.81726\n",
      "Iteration 70, inertia 78826688300.35056\n",
      "Iteration 71, inertia 78826030862.50923\n",
      "Iteration 72, inertia 78825503714.38889\n",
      "Iteration 73, inertia 78824897170.14929\n",
      "Iteration 74, inertia 78824397089.26805\n",
      "Iteration 75, inertia 78823868877.21318\n",
      "Iteration 76, inertia 78823453512.0608\n",
      "Iteration 77, inertia 78823171576.00682\n",
      "Iteration 78, inertia 78822992650.13283\n",
      "Iteration 79, inertia 78822862916.84492\n",
      "Iteration 80, inertia 78822696684.56914\n",
      "Iteration 81, inertia 78822468605.55157\n",
      "Iteration 82, inertia 78822275561.28503\n",
      "Iteration 83, inertia 78822102931.30759\n",
      "Iteration 84, inertia 78821957266.37918\n",
      "Iteration 85, inertia 78821899064.5923\n",
      "Iteration 86, inertia 78821831810.32106\n",
      "Iteration 87, inertia 78821742207.05699\n",
      "Iteration 88, inertia 78821641534.08435\n",
      "Iteration 89, inertia 78821544943.15977\n",
      "Iteration 90, inertia 78821444175.14403\n",
      "Iteration 91, inertia 78821364807.4783\n",
      "Iteration 92, inertia 78821273478.83215\n",
      "Iteration 93, inertia 78821213648.53938\n",
      "Iteration 94, inertia 78821103153.18219\n",
      "Iteration 95, inertia 78820838884.9418\n",
      "Iteration 96, inertia 78820484163.41449\n",
      "Iteration 97, inertia 78820079491.05948\n",
      "Iteration 98, inertia 78819761701.52539\n",
      "Iteration 99, inertia 78819433021.685\n",
      "Iteration 100, inertia 78819058424.26826\n",
      "Iteration 101, inertia 78818772033.65405\n",
      "Iteration 102, inertia 78818538940.23628\n",
      "Iteration 103, inertia 78818426302.04944\n",
      "Iteration 104, inertia 78818322431.03555\n",
      "Iteration 105, inertia 78818225680.05399\n",
      "Iteration 106, inertia 78818177597.12415\n",
      "Iteration 107, inertia 78818074799.35692\n",
      "Iteration 108, inertia 78817979669.46722\n",
      "Iteration 109, inertia 78817931911.219\n",
      "Iteration 110, inertia 78817910353.63568\n",
      "Iteration 111, inertia 78817898586.50908\n",
      "Iteration 112, inertia 78817885606.09502\n",
      "Iteration 113, inertia 78817863520.9726\n",
      "Iteration 114, inertia 78817842569.57515\n",
      "Iteration 115, inertia 78817839709.95291\n",
      "Iteration 116, inertia 78817835763.0747\n",
      "Converged at iteration 116: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120166976940.0\n",
      "Iteration 1, inertia 82653836394.25116\n",
      "Iteration 2, inertia 80985286124.48358\n",
      "Iteration 3, inertia 80355726107.2155\n",
      "Iteration 4, inertia 80035112989.57826\n",
      "Iteration 5, inertia 79855994207.84288\n",
      "Iteration 6, inertia 79735093682.22789\n",
      "Iteration 7, inertia 79644238170.59665\n",
      "Iteration 8, inertia 79568523019.62425\n",
      "Iteration 9, inertia 79502107723.21164\n",
      "Iteration 10, inertia 79450490950.98866\n",
      "Iteration 11, inertia 79404212830.76068\n",
      "Iteration 12, inertia 79361427063.467\n",
      "Iteration 13, inertia 79322923969.01134\n",
      "Iteration 14, inertia 79285896586.15865\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 15, inertia 79250400597.02748\n",
      "Iteration 16, inertia 79219961731.6083\n",
      "Iteration 17, inertia 79193262263.26265\n",
      "Iteration 18, inertia 79166615779.60353\n",
      "Iteration 19, inertia 79143943025.77434\n",
      "Iteration 20, inertia 79120550384.34341\n",
      "Iteration 21, inertia 79095429813.98056\n",
      "Iteration 22, inertia 79069695465.63564\n",
      "Iteration 23, inertia 79044972154.44681\n",
      "Iteration 24, inertia 79024566562.1259\n",
      "Iteration 25, inertia 79008561015.24648\n",
      "Iteration 26, inertia 78995131944.38246\n",
      "Iteration 27, inertia 78984022169.38066\n",
      "Iteration 28, inertia 78976066909.17128\n",
      "Iteration 29, inertia 78969834100.54865\n",
      "Iteration 30, inertia 78964194849.86604\n",
      "Iteration 31, inertia 78958822247.7362\n",
      "Iteration 32, inertia 78954246889.7857\n",
      "Iteration 33, inertia 78949834465.22198\n",
      "Iteration 34, inertia 78946725071.62689\n",
      "Iteration 35, inertia 78944022100.12201\n",
      "Iteration 36, inertia 78941212746.74777\n",
      "Iteration 37, inertia 78938215018.57645\n",
      "Iteration 38, inertia 78935199811.63182\n",
      "Iteration 39, inertia 78932123525.78268\n",
      "Iteration 40, inertia 78928926369.26143\n",
      "Iteration 41, inertia 78925457856.948\n",
      "Iteration 42, inertia 78922437969.07594\n",
      "Iteration 43, inertia 78920039180.14456\n",
      "Iteration 44, inertia 78917757815.19156\n",
      "Iteration 45, inertia 78915212073.18765\n",
      "Iteration 46, inertia 78912947313.97714\n",
      "Iteration 47, inertia 78909825232.67142\n",
      "Iteration 48, inertia 78906050474.36761\n",
      "Iteration 49, inertia 78902711308.80803\n",
      "Iteration 50, inertia 78899303223.53119\n",
      "Iteration 51, inertia 78895358317.04398\n",
      "Iteration 52, inertia 78891764602.62141\n",
      "Iteration 53, inertia 78888725485.77675\n",
      "Iteration 54, inertia 78885899667.21858\n",
      "Iteration 55, inertia 78883876661.01442\n",
      "Iteration 56, inertia 78881899318.96393\n",
      "Iteration 57, inertia 78880226686.61734\n",
      "Iteration 58, inertia 78878671169.597\n",
      "Iteration 59, inertia 78877153999.64789\n",
      "Iteration 60, inertia 78875173441.42203\n",
      "Iteration 61, inertia 78872558773.30855\n",
      "Iteration 62, inertia 78870529871.71901\n",
      "Iteration 63, inertia 78868724657.26512\n",
      "Iteration 64, inertia 78867177791.7337\n",
      "Iteration 65, inertia 78865347191.32378\n",
      "Iteration 66, inertia 78863363829.2352\n",
      "Iteration 67, inertia 78861440908.81172\n",
      "Iteration 68, inertia 78859534629.84352\n",
      "Iteration 69, inertia 78858179564.11136\n",
      "Iteration 70, inertia 78856543725.05484\n",
      "Iteration 71, inertia 78855022607.23491\n",
      "Iteration 72, inertia 78853608884.98325\n",
      "Iteration 73, inertia 78852199263.2508\n",
      "Iteration 74, inertia 78850816262.56328\n",
      "Iteration 75, inertia 78849577458.99312\n",
      "Iteration 76, inertia 78848716201.85817\n",
      "Iteration 77, inertia 78847995688.58946\n",
      "Iteration 78, inertia 78847360544.93015\n",
      "Iteration 79, inertia 78846690943.30037\n",
      "Iteration 80, inertia 78846106155.98126\n",
      "Iteration 81, inertia 78845712212.87573\n",
      "Iteration 82, inertia 78845373208.0824\n",
      "Iteration 83, inertia 78845185329.9442\n",
      "Iteration 84, inertia 78845054929.19276\n",
      "Iteration 85, inertia 78844849688.9791\n",
      "Iteration 86, inertia 78844745367.58112\n",
      "Iteration 87, inertia 78844694627.35774\n",
      "Iteration 88, inertia 78844643152.7582\n",
      "Iteration 89, inertia 78844586294.88034\n",
      "Iteration 90, inertia 78844503174.6707\n",
      "Iteration 91, inertia 78844484609.01363\n",
      "Iteration 92, inertia 78844463797.12398\n",
      "Iteration 93, inertia 78844430447.28706\n",
      "Iteration 94, inertia 78844383825.7031\n",
      "Iteration 95, inertia 78844378642.80624\n",
      "Iteration 96, inertia 78844375504.49586\n",
      "Iteration 97, inertia 78844370047.21617\n",
      "Converged at iteration 97: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118694676410.0\n",
      "Iteration 1, inertia 82348700822.03172\n",
      "Iteration 2, inertia 80927157898.69073\n",
      "Iteration 3, inertia 80464335989.14922\n",
      "Iteration 4, inertia 80215967082.66475\n",
      "Iteration 5, inertia 80044757785.51529\n",
      "Iteration 6, inertia 79916382164.26598\n",
      "Iteration 7, inertia 79805920903.2849\n",
      "Iteration 8, inertia 79704528785.29424\n",
      "Iteration 9, inertia 79593976216.38367\n",
      "Iteration 10, inertia 79486415514.54527\n",
      "Iteration 11, inertia 79391791573.83432\n",
      "Iteration 12, inertia 79308127440.7494\n",
      "Iteration 13, inertia 79232761432.99837\n",
      "Iteration 14, inertia 79180640831.64922\n",
      "Iteration 15, inertia 79144193911.5695\n",
      "Iteration 16, inertia 79118495557.94899\n",
      "Iteration 17, inertia 79099869328.7008\n",
      "Iteration 18, inertia 79085448017.3164\n",
      "Iteration 19, inertia 79074515228.96925\n",
      "Iteration 20, inertia 79064923487.76932\n",
      "Iteration 21, inertia 79056453506.14389\n",
      "Iteration 22, inertia 79047948050.1519\n",
      "Iteration 23, inertia 79039951653.83649\n",
      "Iteration 24, inertia 79032445994.56209\n",
      "Iteration 25, inertia 79025008725.28546\n",
      "Iteration 26, inertia 79018350862.2125\n",
      "Iteration 27, inertia 79012572659.83957\n",
      "Iteration 28, inertia 79007756076.17126\n",
      "Iteration 29, inertia 79002749102.2159\n",
      "Iteration 30, inertia 78997827566.0738\n",
      "Iteration 31, inertia 78992522528.0014\n",
      "Iteration 32, inertia 78987719169.43478\n",
      "Iteration 33, inertia 78982398463.92017\n",
      "Iteration 34, inertia 78977433027.14297\n",
      "Iteration 35, inertia 78972749929.36998\n",
      "Iteration 36, inertia 78967248668.06573\n",
      "Iteration 37, inertia 78961347532.66365\n",
      "Iteration 38, inertia 78954943579.46918\n",
      "Iteration 39, inertia 78947435023.5123\n",
      "Iteration 40, inertia 78938231597.42545\n",
      "Iteration 41, inertia 78925746374.04343\n",
      "Iteration 42, inertia 78910343608.74019\n",
      "Iteration 43, inertia 78897534586.31876\n",
      "Iteration 44, inertia 78887968476.42778\n",
      "Iteration 45, inertia 78881265638.23357\n",
      "Iteration 46, inertia 78876064880.49774\n",
      "Iteration 47, inertia 78871958071.20291\n",
      "Iteration 48, inertia 78868212702.56721\n",
      "Iteration 49, inertia 78864595035.88705\n",
      "Iteration 50, inertia 78861188441.31252\n",
      "Iteration 51, inertia 78857820211.7657\n",
      "Iteration 52, inertia 78855190386.50423\n",
      "Iteration 53, inertia 78852416820.42921\n",
      "Iteration 54, inertia 78849622189.47034\n",
      "Iteration 55, inertia 78847398709.30005\n",
      "Iteration 56, inertia 78845331633.33934\n",
      "Iteration 57, inertia 78843046862.72153\n",
      "Iteration 58, inertia 78841170011.48944\n",
      "Iteration 59, inertia 78839775959.22601\n",
      "Iteration 60, inertia 78838381649.92262\n",
      "Iteration 61, inertia 78836960801.23016\n",
      "Iteration 62, inertia 78835482055.26848\n",
      "Iteration 63, inertia 78834155901.00497\n",
      "Iteration 64, inertia 78833009538.68132\n",
      "Iteration 65, inertia 78831728326.85764\n",
      "Iteration 66, inertia 78830150051.73955\n",
      "Iteration 67, inertia 78828594800.96596\n",
      "Iteration 68, inertia 78827602813.28221\n",
      "Iteration 69, inertia 78826848065.02904\n",
      "Iteration 70, inertia 78826282264.7615\n",
      "Iteration 71, inertia 78825571371.87758\n",
      "Iteration 72, inertia 78824779094.95229\n",
      "Iteration 73, inertia 78824256939.80579\n",
      "Iteration 74, inertia 78823863668.8642\n",
      "Iteration 75, inertia 78823489427.6849\n",
      "Iteration 76, inertia 78822861118.52888\n",
      "Iteration 77, inertia 78822160246.41273\n",
      "Iteration 78, inertia 78821324715.07819\n",
      "Iteration 79, inertia 78820502211.4378\n",
      "Iteration 80, inertia 78819805353.61752\n",
      "Iteration 81, inertia 78819281766.88477\n",
      "Iteration 82, inertia 78818563665.01146\n",
      "Iteration 83, inertia 78817954517.49486\n",
      "Iteration 84, inertia 78817638011.41357\n",
      "Iteration 85, inertia 78817458514.89052\n",
      "Iteration 86, inertia 78817284782.68285\n",
      "Iteration 87, inertia 78817122301.19836\n",
      "Iteration 88, inertia 78817013427.8293\n",
      "Iteration 89, inertia 78816836503.29973\n",
      "Iteration 90, inertia 78816697680.1689\n",
      "Iteration 91, inertia 78816497082.7196\n",
      "Iteration 92, inertia 78816317386.30148\n",
      "Iteration 93, inertia 78816179028.52872\n",
      "Iteration 94, inertia 78816026542.58917\n",
      "Iteration 95, inertia 78815998976.88228\n",
      "Iteration 96, inertia 78815950833.68388\n",
      "Iteration 97, inertia 78815910241.42929\n",
      "Iteration 98, inertia 78815811291.4311\n",
      "Iteration 99, inertia 78815678473.28967\n",
      "Iteration 100, inertia 78815547818.19405\n",
      "Iteration 101, inertia 78815399526.49841\n",
      "Iteration 102, inertia 78815267764.39406\n",
      "Iteration 103, inertia 78815236975.20088\n",
      "Iteration 104, inertia 78815224576.72855\n",
      "Iteration 105, inertia 78815167916.66566\n",
      "Iteration 106, inertia 78815080947.77576\n",
      "Iteration 107, inertia 78814944047.14563\n",
      "Iteration 108, inertia 78814833213.85794\n",
      "Iteration 109, inertia 78814779015.94742\n",
      "Iteration 110, inertia 78814739115.84352\n",
      "Iteration 111, inertia 78814721972.88516\n",
      "Iteration 112, inertia 78814708827.40004\n",
      "Iteration 113, inertia 78814700387.54182\n",
      "Converged at iteration 113: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118682178465.0\n",
      "Iteration 1, inertia 82885403606.08429\n",
      "Iteration 2, inertia 81182788338.66946\n",
      "Iteration 3, inertia 80504381051.92955\n",
      "Iteration 4, inertia 80118721311.12793\n",
      "Iteration 5, inertia 79856147134.86292\n",
      "Iteration 6, inertia 79665957352.0286\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 7, inertia 79531843079.64774\n",
      "Iteration 8, inertia 79431127525.34406\n",
      "Iteration 9, inertia 79353878566.31223\n",
      "Iteration 10, inertia 79296385382.83629\n",
      "Iteration 11, inertia 79251238485.31154\n",
      "Iteration 12, inertia 79214607770.76033\n",
      "Iteration 13, inertia 79183954696.94304\n",
      "Iteration 14, inertia 79157246220.82907\n",
      "Iteration 15, inertia 79133049223.29622\n",
      "Iteration 16, inertia 79109330151.75308\n",
      "Iteration 17, inertia 79090149260.83366\n",
      "Iteration 18, inertia 79073163301.24403\n",
      "Iteration 19, inertia 79059083570.67422\n",
      "Iteration 20, inertia 79046994959.90604\n",
      "Iteration 21, inertia 79035829238.8002\n",
      "Iteration 22, inertia 79025771438.54181\n",
      "Iteration 23, inertia 79018310176.18658\n",
      "Iteration 24, inertia 79010915005.55116\n",
      "Iteration 25, inertia 79004063318.97668\n",
      "Iteration 26, inertia 78998644506.18268\n",
      "Iteration 27, inertia 78993067746.2959\n",
      "Iteration 28, inertia 78988781136.39078\n",
      "Iteration 29, inertia 78984478420.72096\n",
      "Iteration 30, inertia 78980617293.28067\n",
      "Iteration 31, inertia 78977274571.75415\n",
      "Iteration 32, inertia 78973576077.75977\n",
      "Iteration 33, inertia 78969735404.8556\n",
      "Iteration 34, inertia 78965647912.02151\n",
      "Iteration 35, inertia 78961750916.1555\n",
      "Iteration 36, inertia 78958241794.36424\n",
      "Iteration 37, inertia 78954976190.35587\n",
      "Iteration 38, inertia 78950004909.7507\n",
      "Iteration 39, inertia 78943699251.66638\n",
      "Iteration 40, inertia 78938030571.98332\n",
      "Iteration 41, inertia 78933667553.8825\n",
      "Iteration 42, inertia 78930826916.78586\n",
      "Iteration 43, inertia 78928433666.6942\n",
      "Iteration 44, inertia 78926048846.8087\n",
      "Iteration 45, inertia 78923343247.867\n",
      "Iteration 46, inertia 78920601329.84875\n",
      "Iteration 47, inertia 78918769978.26862\n",
      "Iteration 48, inertia 78917507438.91908\n",
      "Iteration 49, inertia 78916455085.77144\n",
      "Iteration 50, inertia 78915315165.46004\n",
      "Iteration 51, inertia 78914238751.8447\n",
      "Iteration 52, inertia 78913231224.55875\n",
      "Iteration 53, inertia 78912601018.50487\n",
      "Iteration 54, inertia 78911943777.81194\n",
      "Iteration 55, inertia 78911410297.81711\n",
      "Iteration 56, inertia 78910789837.8512\n",
      "Iteration 57, inertia 78909955651.88277\n",
      "Iteration 58, inertia 78908958645.63321\n",
      "Iteration 59, inertia 78907719272.49942\n",
      "Iteration 60, inertia 78906524529.90375\n",
      "Iteration 61, inertia 78905167545.42348\n",
      "Iteration 62, inertia 78904163946.9165\n",
      "Iteration 63, inertia 78903297390.95845\n",
      "Iteration 64, inertia 78902310234.58171\n",
      "Iteration 65, inertia 78901060033.51855\n",
      "Iteration 66, inertia 78899675698.79279\n",
      "Iteration 67, inertia 78898276099.57265\n",
      "Iteration 68, inertia 78896608160.19972\n",
      "Iteration 69, inertia 78894696962.14616\n",
      "Iteration 70, inertia 78892580954.8716\n",
      "Iteration 71, inertia 78890300579.81757\n",
      "Iteration 72, inertia 78887803362.53378\n",
      "Iteration 73, inertia 78884727378.4823\n",
      "Iteration 74, inertia 78881743146.75461\n",
      "Iteration 75, inertia 78879094022.16025\n",
      "Iteration 76, inertia 78876496542.74864\n",
      "Iteration 77, inertia 78873768929.92651\n",
      "Iteration 78, inertia 78871115393.57236\n",
      "Iteration 79, inertia 78868287223.88315\n",
      "Iteration 80, inertia 78865672271.73357\n",
      "Iteration 81, inertia 78862721948.15637\n",
      "Iteration 82, inertia 78859268841.17007\n",
      "Iteration 83, inertia 78855706547.4167\n",
      "Iteration 84, inertia 78852182948.80074\n",
      "Iteration 85, inertia 78849186798.4918\n",
      "Iteration 86, inertia 78846228694.95862\n",
      "Iteration 87, inertia 78844035153.33038\n",
      "Iteration 88, inertia 78842243575.94618\n",
      "Iteration 89, inertia 78840872869.97293\n",
      "Iteration 90, inertia 78839733180.92001\n",
      "Iteration 91, inertia 78838427397.51317\n",
      "Iteration 92, inertia 78837476268.2324\n",
      "Iteration 93, inertia 78836376605.82683\n",
      "Iteration 94, inertia 78835015937.22527\n",
      "Iteration 95, inertia 78833875509.39685\n",
      "Iteration 96, inertia 78833053082.9099\n",
      "Iteration 97, inertia 78832166163.43883\n",
      "Iteration 98, inertia 78830977670.62976\n",
      "Iteration 99, inertia 78829658929.94019\n",
      "Iteration 100, inertia 78828280139.46338\n",
      "Iteration 101, inertia 78826740784.48476\n",
      "Iteration 102, inertia 78825506608.93533\n",
      "Iteration 103, inertia 78824620999.70901\n",
      "Iteration 104, inertia 78823549685.91302\n",
      "Iteration 105, inertia 78822442218.56197\n",
      "Iteration 106, inertia 78821265141.93439\n",
      "Iteration 107, inertia 78820208753.3858\n",
      "Iteration 108, inertia 78819072210.08952\n",
      "Iteration 109, inertia 78817843078.81961\n",
      "Iteration 110, inertia 78816483288.0398\n",
      "Iteration 111, inertia 78814581596.18636\n",
      "Iteration 112, inertia 78813221864.68384\n",
      "Iteration 113, inertia 78811876236.25058\n",
      "Iteration 114, inertia 78810384292.65062\n",
      "Iteration 115, inertia 78809009545.94945\n",
      "Iteration 116, inertia 78807379371.70682\n",
      "Iteration 117, inertia 78805354041.78255\n",
      "Iteration 118, inertia 78802395149.33998\n",
      "Iteration 119, inertia 78799645031.94263\n",
      "Iteration 120, inertia 78796521934.38896\n",
      "Iteration 121, inertia 78792965527.43611\n",
      "Iteration 122, inertia 78789935986.89908\n",
      "Iteration 123, inertia 78788147272.71986\n",
      "Iteration 124, inertia 78787041550.0537\n",
      "Iteration 125, inertia 78786032714.02641\n",
      "Iteration 126, inertia 78785281562.96913\n",
      "Iteration 127, inertia 78784741732.62643\n",
      "Iteration 128, inertia 78784315171.50777\n",
      "Iteration 129, inertia 78783986949.18585\n",
      "Iteration 130, inertia 78783690236.04651\n",
      "Iteration 131, inertia 78783259069.35788\n",
      "Iteration 132, inertia 78782731049.3321\n",
      "Iteration 133, inertia 78781923875.41837\n",
      "Iteration 134, inertia 78780853888.45352\n",
      "Iteration 135, inertia 78779827462.50993\n",
      "Iteration 136, inertia 78779111706.78278\n",
      "Iteration 137, inertia 78778505436.44872\n",
      "Iteration 138, inertia 78777924861.767\n",
      "Iteration 139, inertia 78777368136.41388\n",
      "Iteration 140, inertia 78776809832.0122\n",
      "Iteration 141, inertia 78776245010.09015\n",
      "Iteration 142, inertia 78775689025.15349\n",
      "Iteration 143, inertia 78775268535.44781\n",
      "Iteration 144, inertia 78774939838.79108\n",
      "Iteration 145, inertia 78774698535.69312\n",
      "Iteration 146, inertia 78774507597.30956\n",
      "Iteration 147, inertia 78774112562.27408\n",
      "Iteration 148, inertia 78773836377.46114\n",
      "Iteration 149, inertia 78773665744.33374\n",
      "Iteration 150, inertia 78773526649.13597\n",
      "Iteration 151, inertia 78773405919.78247\n",
      "Iteration 152, inertia 78773302566.6232\n",
      "Iteration 153, inertia 78773205994.09128\n",
      "Iteration 154, inertia 78773083473.96658\n",
      "Iteration 155, inertia 78772957140.87827\n",
      "Iteration 156, inertia 78772872335.80933\n",
      "Iteration 157, inertia 78772794019.90352\n",
      "Iteration 158, inertia 78772753949.61528\n",
      "Iteration 159, inertia 78772728708.38667\n",
      "Iteration 160, inertia 78772714737.08849\n",
      "Iteration 161, inertia 78772711128.56703\n",
      "Iteration 162, inertia 78772702278.91019\n",
      "Iteration 163, inertia 78772651930.7294\n",
      "Iteration 164, inertia 78772616736.74948\n",
      "Iteration 165, inertia 78772568363.94112\n",
      "Iteration 166, inertia 78772517296.72194\n",
      "Iteration 167, inertia 78772453064.15909\n",
      "Iteration 168, inertia 78772354664.54291\n",
      "Iteration 169, inertia 78772271047.55237\n",
      "Iteration 170, inertia 78772208657.83739\n",
      "Converged at iteration 170: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 119614971637.0\n",
      "Iteration 1, inertia 82728713063.64932\n",
      "Iteration 2, inertia 81016593497.72823\n",
      "Iteration 3, inertia 80364383294.2552\n",
      "Iteration 4, inertia 80003650920.7786\n",
      "Iteration 5, inertia 79764516555.73538\n",
      "Iteration 6, inertia 79569301313.67393\n",
      "Iteration 7, inertia 79411642446.55351\n",
      "Iteration 8, inertia 79296328315.43364\n",
      "Iteration 9, inertia 79208885298.9404\n",
      "Iteration 10, inertia 79142808594.1503\n",
      "Iteration 11, inertia 79088802655.40993\n",
      "Iteration 12, inertia 79040941940.22694\n",
      "Iteration 13, inertia 78996983699.71988\n",
      "Iteration 14, inertia 78962434259.35965\n",
      "Iteration 15, inertia 78935910048.0522\n",
      "Iteration 16, inertia 78911855499.01065\n",
      "Iteration 17, inertia 78891471106.46298\n",
      "Iteration 18, inertia 78874250703.82523\n",
      "Iteration 19, inertia 78859423931.10025\n",
      "Iteration 20, inertia 78846733975.44672\n",
      "Iteration 21, inertia 78833582932.53024\n",
      "Iteration 22, inertia 78822523904.07056\n",
      "Iteration 23, inertia 78813888032.44072\n",
      "Iteration 24, inertia 78804952474.78577\n",
      "Iteration 25, inertia 78795833122.96347\n",
      "Iteration 26, inertia 78786859409.78433\n",
      "Iteration 27, inertia 78777195841.22679\n",
      "Iteration 28, inertia 78768520672.8752\n",
      "Iteration 29, inertia 78761435523.42491\n",
      "Iteration 30, inertia 78755692257.89148\n",
      "Iteration 31, inertia 78750051663.99011\n",
      "Iteration 32, inertia 78744175989.10406\n",
      "Iteration 33, inertia 78739612848.52983\n",
      "Iteration 34, inertia 78735140432.11017\n",
      "Iteration 35, inertia 78731388257.7143\n",
      "Iteration 36, inertia 78728369958.71748\n",
      "Iteration 37, inertia 78725159250.87851\n",
      "Iteration 38, inertia 78722046658.7768\n",
      "Iteration 39, inertia 78719615256.64081\n",
      "Iteration 40, inertia 78717086737.67587\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 41, inertia 78714850946.73349\n",
      "Iteration 42, inertia 78712104072.2278\n",
      "Iteration 43, inertia 78709260030.5082\n",
      "Iteration 44, inertia 78707263259.81068\n",
      "Iteration 45, inertia 78705369372.15787\n",
      "Iteration 46, inertia 78703951731.0194\n",
      "Iteration 47, inertia 78702478249.25313\n",
      "Iteration 48, inertia 78701232751.82053\n",
      "Iteration 49, inertia 78700042509.86783\n",
      "Iteration 50, inertia 78698968128.28833\n",
      "Iteration 51, inertia 78697840494.24905\n",
      "Iteration 52, inertia 78696565591.40771\n",
      "Iteration 53, inertia 78695300546.27135\n",
      "Iteration 54, inertia 78694246667.62646\n",
      "Iteration 55, inertia 78693088576.85905\n",
      "Iteration 56, inertia 78692034854.22395\n",
      "Iteration 57, inertia 78690876202.23412\n",
      "Iteration 58, inertia 78689881718.77039\n",
      "Iteration 59, inertia 78688935637.3121\n",
      "Iteration 60, inertia 78688072635.31161\n",
      "Iteration 61, inertia 78687173102.02547\n",
      "Iteration 62, inertia 78686595192.76384\n",
      "Iteration 63, inertia 78686100425.40488\n",
      "Iteration 64, inertia 78685366507.45958\n",
      "Iteration 65, inertia 78684776581.29321\n",
      "Iteration 66, inertia 78684233871.77304\n",
      "Iteration 67, inertia 78683539254.13927\n",
      "Iteration 68, inertia 78682810601.73183\n",
      "Iteration 69, inertia 78682311705.43327\n",
      "Iteration 70, inertia 78682013499.78241\n",
      "Iteration 71, inertia 78681610670.42165\n",
      "Iteration 72, inertia 78681281241.28796\n",
      "Iteration 73, inertia 78681103574.3148\n",
      "Iteration 74, inertia 78680964099.92972\n",
      "Iteration 75, inertia 78680740418.76556\n",
      "Iteration 76, inertia 78680498618.47661\n",
      "Iteration 77, inertia 78680332828.42386\n",
      "Iteration 78, inertia 78680231147.97517\n",
      "Iteration 79, inertia 78680113563.50574\n",
      "Iteration 80, inertia 78680037984.414\n",
      "Iteration 81, inertia 78679985882.89008\n",
      "Iteration 82, inertia 78679968279.67464\n",
      "Iteration 83, inertia 78679959254.1955\n",
      "Iteration 84, inertia 78679952188.70767\n",
      "Iteration 85, inertia 78679936562.03146\n",
      "Iteration 86, inertia 78679903626.88138\n",
      "Iteration 87, inertia 78679871316.6491\n",
      "Iteration 88, inertia 78679851647.19087\n",
      "Iteration 89, inertia 78679826801.89677\n",
      "Iteration 90, inertia 78679822042.04231\n",
      "Converged at iteration 90: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 118972293388.0\n",
      "Iteration 1, inertia 82188126811.79532\n",
      "Iteration 2, inertia 80670822716.32162\n",
      "Iteration 3, inertia 80155239121.19035\n",
      "Iteration 4, inertia 79871596755.8926\n",
      "Iteration 5, inertia 79690549856.57864\n",
      "Iteration 6, inertia 79548686227.67874\n",
      "Iteration 7, inertia 79438108410.74777\n",
      "Iteration 8, inertia 79352882665.42252\n",
      "Iteration 9, inertia 79293596609.92778\n",
      "Iteration 10, inertia 79248366292.18532\n",
      "Iteration 11, inertia 79211018967.19093\n",
      "Iteration 12, inertia 79176729619.68828\n",
      "Iteration 13, inertia 79146163154.55908\n",
      "Iteration 14, inertia 79120113577.20018\n",
      "Iteration 15, inertia 79098680615.84486\n",
      "Iteration 16, inertia 79081709294.578\n",
      "Iteration 17, inertia 79065883966.13188\n",
      "Iteration 18, inertia 79051033223.1682\n",
      "Iteration 19, inertia 79036865874.7021\n",
      "Iteration 20, inertia 79024508935.25443\n",
      "Iteration 21, inertia 79013870217.03107\n",
      "Iteration 22, inertia 79004212446.2359\n",
      "Iteration 23, inertia 78995334849.93092\n",
      "Iteration 24, inertia 78985990699.90686\n",
      "Iteration 25, inertia 78975945968.7226\n",
      "Iteration 26, inertia 78965387728.2181\n",
      "Iteration 27, inertia 78955201251.78583\n",
      "Iteration 28, inertia 78946717232.64816\n",
      "Iteration 29, inertia 78938855561.22333\n",
      "Iteration 30, inertia 78930621540.84103\n",
      "Iteration 31, inertia 78923019114.40968\n",
      "Iteration 32, inertia 78915348095.46222\n",
      "Iteration 33, inertia 78907147701.25621\n",
      "Iteration 34, inertia 78900313907.1976\n",
      "Iteration 35, inertia 78894181417.16464\n",
      "Iteration 36, inertia 78886861527.23698\n",
      "Iteration 37, inertia 78880923980.40538\n",
      "Iteration 38, inertia 78875498871.50833\n",
      "Iteration 39, inertia 78870933016.3301\n",
      "Iteration 40, inertia 78866384062.71696\n",
      "Iteration 41, inertia 78861504010.9548\n",
      "Iteration 42, inertia 78856569484.96375\n",
      "Iteration 43, inertia 78852458782.93584\n",
      "Iteration 44, inertia 78848657701.52695\n",
      "Iteration 45, inertia 78845543656.34802\n",
      "Iteration 46, inertia 78843208281.92351\n",
      "Iteration 47, inertia 78841153420.0049\n",
      "Iteration 48, inertia 78839261309.48463\n",
      "Iteration 49, inertia 78837546327.86209\n",
      "Iteration 50, inertia 78836165041.97533\n",
      "Iteration 51, inertia 78835158555.51875\n",
      "Iteration 52, inertia 78834153359.7653\n",
      "Iteration 53, inertia 78833155303.33502\n",
      "Iteration 54, inertia 78832418070.9336\n",
      "Iteration 55, inertia 78831666590.23668\n",
      "Iteration 56, inertia 78831010717.90527\n",
      "Iteration 57, inertia 78830503785.91925\n",
      "Iteration 58, inertia 78829995826.08203\n",
      "Iteration 59, inertia 78829367631.60002\n",
      "Iteration 60, inertia 78828815674.26738\n",
      "Iteration 61, inertia 78828175834.14246\n",
      "Iteration 62, inertia 78827637275.55219\n",
      "Iteration 63, inertia 78827075164.4579\n",
      "Iteration 64, inertia 78826575459.70331\n",
      "Iteration 65, inertia 78826126917.04646\n",
      "Iteration 66, inertia 78825552506.55363\n",
      "Iteration 67, inertia 78824751820.57591\n",
      "Iteration 68, inertia 78824056306.02072\n",
      "Iteration 69, inertia 78823473930.9007\n",
      "Iteration 70, inertia 78822911773.51074\n",
      "Iteration 71, inertia 78822432899.80861\n",
      "Iteration 72, inertia 78821916067.64273\n",
      "Iteration 73, inertia 78821433458.26222\n",
      "Iteration 74, inertia 78820915979.75694\n",
      "Iteration 75, inertia 78820486959.4592\n",
      "Iteration 76, inertia 78820021506.88004\n",
      "Iteration 77, inertia 78819460778.48953\n",
      "Iteration 78, inertia 78819001087.91362\n",
      "Iteration 79, inertia 78818520765.81543\n",
      "Iteration 80, inertia 78818163389.44057\n",
      "Iteration 81, inertia 78817943040.4065\n",
      "Iteration 82, inertia 78817810701.19815\n",
      "Iteration 83, inertia 78817628438.19853\n",
      "Iteration 84, inertia 78817399656.93782\n",
      "Iteration 85, inertia 78817167768.503\n",
      "Iteration 86, inertia 78816791812.16316\n",
      "Iteration 87, inertia 78815920112.7343\n",
      "Iteration 88, inertia 78814543570.7578\n",
      "Iteration 89, inertia 78812862232.1266\n",
      "Iteration 90, inertia 78810607098.50464\n",
      "Iteration 91, inertia 78808119380.84242\n",
      "Iteration 92, inertia 78804496188.22276\n",
      "Iteration 93, inertia 78800579342.15309\n",
      "Iteration 94, inertia 78797078781.0519\n",
      "Iteration 95, inertia 78793218290.61919\n",
      "Iteration 96, inertia 78789542139.04263\n",
      "Iteration 97, inertia 78785198958.95142\n",
      "Iteration 98, inertia 78781774028.80115\n",
      "Iteration 99, inertia 78779120608.1757\n",
      "Iteration 100, inertia 78777693839.16177\n",
      "Iteration 101, inertia 78776646578.37918\n",
      "Iteration 102, inertia 78775825352.32649\n",
      "Iteration 103, inertia 78774977006.04391\n",
      "Iteration 104, inertia 78774472471.16032\n",
      "Iteration 105, inertia 78773953609.69125\n",
      "Iteration 106, inertia 78773628453.54086\n",
      "Iteration 107, inertia 78773367259.13008\n",
      "Iteration 108, inertia 78773099872.57635\n",
      "Iteration 109, inertia 78772885284.9588\n",
      "Iteration 110, inertia 78772681628.51482\n",
      "Iteration 111, inertia 78772588592.83136\n",
      "Iteration 112, inertia 78772505492.52129\n",
      "Iteration 113, inertia 78772401703.26181\n",
      "Iteration 114, inertia 78772351425.97992\n",
      "Iteration 115, inertia 78772280455.79105\n",
      "Iteration 116, inertia 78772226817.92223\n",
      "Iteration 117, inertia 78772203443.29204\n",
      "Iteration 118, inertia 78772185485.16516\n",
      "Iteration 119, inertia 78772181602.0955\n",
      "Converged at iteration 119: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 120592538275.0\n",
      "Iteration 1, inertia 82876148294.21486\n",
      "Iteration 2, inertia 81190266407.67877\n",
      "Iteration 3, inertia 80534760252.79736\n",
      "Iteration 4, inertia 80153846390.90817\n",
      "Iteration 5, inertia 79914589123.67468\n",
      "Iteration 6, inertia 79748699679.41312\n",
      "Iteration 7, inertia 79620380477.65097\n",
      "Iteration 8, inertia 79530191610.42007\n",
      "Iteration 9, inertia 79466541373.21439\n",
      "Iteration 10, inertia 79414395884.24126\n",
      "Iteration 11, inertia 79372499721.01532\n",
      "Iteration 12, inertia 79339075620.79785\n",
      "Iteration 13, inertia 79306603409.4366\n",
      "Iteration 14, inertia 79275506583.253\n",
      "Iteration 15, inertia 79249794729.69815\n",
      "Iteration 16, inertia 79226367899.10486\n",
      "Iteration 17, inertia 79201498941.46835\n",
      "Iteration 18, inertia 79173203728.41328\n",
      "Iteration 19, inertia 79139733818.9111\n",
      "Iteration 20, inertia 79103049127.49094\n",
      "Iteration 21, inertia 79073283246.38275\n",
      "Iteration 22, inertia 79049918145.0321\n",
      "Iteration 23, inertia 79029816560.1286\n",
      "Iteration 24, inertia 79014382470.28236\n",
      "Iteration 25, inertia 79000393262.17624\n",
      "Iteration 26, inertia 78987896313.56686\n",
      "Iteration 27, inertia 78976616170.06277\n",
      "Iteration 28, inertia 78966266643.12025\n",
      "Iteration 29, inertia 78956854789.84178\n",
      "Iteration 30, inertia 78947487062.07022\n",
      "Iteration 31, inertia 78938853304.37073\n",
      "Iteration 32, inertia 78930761284.37743\n",
      "Iteration 33, inertia 78922498957.01804\n",
      "Iteration 34, inertia 78916590299.94902\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 35, inertia 78912519742.54393\n",
      "Iteration 36, inertia 78909080976.3661\n",
      "Iteration 37, inertia 78906029846.70192\n",
      "Iteration 38, inertia 78903337237.04639\n",
      "Iteration 39, inertia 78901025231.02184\n",
      "Iteration 40, inertia 78899053737.95187\n",
      "Iteration 41, inertia 78897274756.23233\n",
      "Iteration 42, inertia 78895543044.0364\n",
      "Iteration 43, inertia 78893982624.0185\n",
      "Iteration 44, inertia 78892549335.54741\n",
      "Iteration 45, inertia 78891520316.35913\n",
      "Iteration 46, inertia 78890525537.86484\n",
      "Iteration 47, inertia 78889791781.66092\n",
      "Iteration 48, inertia 78888827500.92719\n",
      "Iteration 49, inertia 78887734967.45248\n",
      "Iteration 50, inertia 78886945214.96077\n",
      "Iteration 51, inertia 78886163875.31137\n",
      "Iteration 52, inertia 78885043235.15837\n",
      "Iteration 53, inertia 78883871959.64267\n",
      "Iteration 54, inertia 78882668087.80573\n",
      "Iteration 55, inertia 78881561832.76642\n",
      "Iteration 56, inertia 78880212491.80988\n",
      "Iteration 57, inertia 78878959313.16716\n",
      "Iteration 58, inertia 78877728084.88669\n",
      "Iteration 59, inertia 78876550542.18028\n",
      "Iteration 60, inertia 78875493626.74416\n",
      "Iteration 61, inertia 78874152098.14732\n",
      "Iteration 62, inertia 78872359326.7534\n",
      "Iteration 63, inertia 78870386470.92099\n",
      "Iteration 64, inertia 78868223501.52898\n",
      "Iteration 65, inertia 78866790729.23076\n",
      "Iteration 66, inertia 78865429384.23578\n",
      "Iteration 67, inertia 78864229223.30981\n",
      "Iteration 68, inertia 78863073615.91872\n",
      "Iteration 69, inertia 78861943676.14214\n",
      "Iteration 70, inertia 78860968505.20058\n",
      "Iteration 71, inertia 78859692449.7648\n",
      "Iteration 72, inertia 78858659784.45778\n",
      "Iteration 73, inertia 78857829201.13058\n",
      "Iteration 74, inertia 78857117280.58723\n",
      "Iteration 75, inertia 78856457032.66537\n",
      "Iteration 76, inertia 78855804230.03477\n",
      "Iteration 77, inertia 78855284847.31726\n",
      "Iteration 78, inertia 78854673648.87746\n",
      "Iteration 79, inertia 78854007795.4725\n",
      "Iteration 80, inertia 78853348858.95198\n",
      "Iteration 81, inertia 78852844593.62804\n",
      "Iteration 82, inertia 78852342664.80432\n",
      "Iteration 83, inertia 78852028893.4961\n",
      "Iteration 84, inertia 78851766701.7813\n",
      "Iteration 85, inertia 78851548286.46808\n",
      "Iteration 86, inertia 78851266419.98608\n",
      "Iteration 87, inertia 78850911060.91042\n",
      "Iteration 88, inertia 78850705039.1332\n",
      "Iteration 89, inertia 78850551938.2439\n",
      "Iteration 90, inertia 78850388285.71815\n",
      "Iteration 91, inertia 78850224319.68727\n",
      "Iteration 92, inertia 78850048482.11223\n",
      "Iteration 93, inertia 78849855195.8116\n",
      "Iteration 94, inertia 78849628954.90497\n",
      "Iteration 95, inertia 78849461049.59511\n",
      "Iteration 96, inertia 78849408383.06535\n",
      "Iteration 97, inertia 78849367763.8893\n",
      "Iteration 98, inertia 78849319977.6235\n",
      "Iteration 99, inertia 78849274337.39441\n",
      "Iteration 100, inertia 78849249375.83069\n",
      "Iteration 101, inertia 78849241800.4491\n",
      "Converged at iteration 101: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 7898.18it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   17.6s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 200 \n",
      "  Threshold value :  1000 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105430585567.0\n",
      "Iteration 1, inertia 74597926122.31078\n",
      "Iteration 2, inertia 73095730761.67975\n",
      "Iteration 3, inertia 72503088191.4011\n",
      "Iteration 4, inertia 72180203509.03314\n",
      "Iteration 5, inertia 71980581090.39279\n",
      "Iteration 6, inertia 71846243909.15489\n",
      "Iteration 7, inertia 71743956075.83485\n",
      "Iteration 8, inertia 71666396866.32993\n",
      "Iteration 9, inertia 71614390619.54474\n",
      "Iteration 10, inertia 71573414050.59389\n",
      "Iteration 11, inertia 71539033923.84377\n",
      "Iteration 12, inertia 71511175662.1173\n",
      "Iteration 13, inertia 71486266072.44925\n",
      "Iteration 14, inertia 71467572786.40009\n",
      "Iteration 15, inertia 71452961205.6079\n",
      "Iteration 16, inertia 71441043839.40796\n",
      "Iteration 17, inertia 71430557340.23642\n",
      "Iteration 18, inertia 71421148084.02153\n",
      "Iteration 19, inertia 71410165877.7706\n",
      "Iteration 20, inertia 71399713060.75328\n",
      "Iteration 21, inertia 71389872146.63603\n",
      "Iteration 22, inertia 71380323847.24527\n",
      "Iteration 23, inertia 71371248628.88022\n",
      "Iteration 24, inertia 71363945274.09872\n",
      "Iteration 25, inertia 71355610785.16174\n",
      "Iteration 26, inertia 71347980204.86238\n",
      "Iteration 27, inertia 71341376874.96805\n",
      "Iteration 28, inertia 71334781207.39574\n",
      "Iteration 29, inertia 71327360155.02846\n",
      "Iteration 30, inertia 71319949461.23145\n",
      "Iteration 31, inertia 71311111780.94887\n",
      "Iteration 32, inertia 71304593832.93404\n",
      "Iteration 33, inertia 71298276117.7942\n",
      "Iteration 34, inertia 71292459768.005\n",
      "Iteration 35, inertia 71287363074.78493\n",
      "Iteration 36, inertia 71283179990.8229\n",
      "Iteration 37, inertia 71279018217.13728\n",
      "Iteration 38, inertia 71276129763.39973\n",
      "Iteration 39, inertia 71273681717.715\n",
      "Iteration 40, inertia 71271905973.0568\n",
      "Iteration 41, inertia 71270311094.14272\n",
      "Iteration 42, inertia 71268741136.0258\n",
      "Iteration 43, inertia 71267589939.03307\n",
      "Iteration 44, inertia 71266407796.00505\n",
      "Iteration 45, inertia 71265415905.81482\n",
      "Iteration 46, inertia 71264332811.5058\n",
      "Iteration 47, inertia 71263194782.65317\n",
      "Iteration 48, inertia 71261856484.50912\n",
      "Iteration 49, inertia 71259976953.14752\n",
      "Iteration 50, inertia 71257380048.53516\n",
      "Iteration 51, inertia 71253848267.29527\n",
      "Iteration 52, inertia 71250797490.44296\n",
      "Iteration 53, inertia 71247814877.56435\n",
      "Iteration 54, inertia 71245517495.00958\n",
      "Iteration 55, inertia 71243543583.10162\n",
      "Iteration 56, inertia 71242141130.86104\n",
      "Iteration 57, inertia 71241262672.77872\n",
      "Iteration 58, inertia 71240584305.117\n",
      "Iteration 59, inertia 71239701600.59564\n",
      "Iteration 60, inertia 71239053998.38004\n",
      "Iteration 61, inertia 71238584136.06454\n",
      "Iteration 62, inertia 71238012963.4949\n",
      "Iteration 63, inertia 71237339159.16884\n",
      "Iteration 64, inertia 71236871350.16269\n",
      "Iteration 65, inertia 71236536931.3635\n",
      "Iteration 66, inertia 71236323867.86069\n",
      "Iteration 67, inertia 71236189159.51086\n",
      "Iteration 68, inertia 71236083785.1795\n",
      "Iteration 69, inertia 71235993090.70868\n",
      "Iteration 70, inertia 71235922773.90646\n",
      "Iteration 71, inertia 71235745251.0657\n",
      "Iteration 72, inertia 71235401328.47769\n",
      "Iteration 73, inertia 71234829530.0115\n",
      "Iteration 74, inertia 71234181445.55965\n",
      "Iteration 75, inertia 71233500196.39783\n",
      "Iteration 76, inertia 71232875576.30775\n",
      "Iteration 77, inertia 71232383374.70782\n",
      "Iteration 78, inertia 71231976660.89218\n",
      "Iteration 79, inertia 71231695039.19196\n",
      "Iteration 80, inertia 71231451739.30804\n",
      "Iteration 81, inertia 71231222531.23624\n",
      "Iteration 82, inertia 71231061235.16315\n",
      "Iteration 83, inertia 71230904703.73141\n",
      "Iteration 84, inertia 71230713999.83463\n",
      "Iteration 85, inertia 71230573682.21826\n",
      "Iteration 86, inertia 71230360525.43715\n",
      "Iteration 87, inertia 71230137476.42181\n",
      "Iteration 88, inertia 71230057275.38937\n",
      "Iteration 89, inertia 71230005648.61823\n",
      "Iteration 90, inertia 71229945291.06557\n",
      "Iteration 91, inertia 71229911158.44505\n",
      "Iteration 92, inertia 71229875728.8884\n",
      "Iteration 93, inertia 71229846946.24615\n",
      "Iteration 94, inertia 71229842036.30533\n",
      "Converged at iteration 94: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105095057073.0\n",
      "Iteration 1, inertia 74679409775.36818\n",
      "Iteration 2, inertia 73250674180.22617\n",
      "Iteration 3, inertia 72711032864.42203\n",
      "Iteration 4, inertia 72407185367.07016\n",
      "Iteration 5, inertia 72211461115.87466\n",
      "Iteration 6, inertia 72068042303.80086\n",
      "Iteration 7, inertia 71957983033.35742\n",
      "Iteration 8, inertia 71867208508.65231\n",
      "Iteration 9, inertia 71783011753.06128\n",
      "Iteration 10, inertia 71713722075.46387\n",
      "Iteration 11, inertia 71660979083.57274\n",
      "Iteration 12, inertia 71620300613.44989\n",
      "Iteration 13, inertia 71578701313.20769\n",
      "Iteration 14, inertia 71541272795.09369\n",
      "Iteration 15, inertia 71512179545.01398\n",
      "Iteration 16, inertia 71488696765.4799\n",
      "Iteration 17, inertia 71467624519.84425\n",
      "Iteration 18, inertia 71448246984.52814\n",
      "Iteration 19, inertia 71431265771.50938\n",
      "Iteration 20, inertia 71416146817.00998\n",
      "Iteration 21, inertia 71402243718.41115\n",
      "Iteration 22, inertia 71388952145.4636\n",
      "Iteration 23, inertia 71377068556.91153\n",
      "Iteration 24, inertia 71367670820.25092\n",
      "Iteration 25, inertia 71359369361.59006\n",
      "Iteration 26, inertia 71351602187.64761\n",
      "Iteration 27, inertia 71343899785.7991\n",
      "Iteration 28, inertia 71337090159.76775\n",
      "Iteration 29, inertia 71330108694.6375\n",
      "Iteration 30, inertia 71322930433.1989\n",
      "Iteration 31, inertia 71315536509.65341\n",
      "Iteration 32, inertia 71308627864.1665\n",
      "Iteration 33, inertia 71302087606.83821\n",
      "Iteration 34, inertia 71297066126.33298\n",
      "Iteration 35, inertia 71291502732.89671\n",
      "Iteration 36, inertia 71286174537.89572\n",
      "Iteration 37, inertia 71281014470.64352\n",
      "Iteration 38, inertia 71276898504.94916\n",
      "Iteration 39, inertia 71273446324.97229\n",
      "Iteration 40, inertia 71270278815.79326\n",
      "Iteration 41, inertia 71267380284.37837\n",
      "Iteration 42, inertia 71264449712.15778\n",
      "Iteration 43, inertia 71261924814.91547\n",
      "Iteration 44, inertia 71259560501.10118\n",
      "Iteration 45, inertia 71257338766.47778\n",
      "Iteration 46, inertia 71255310183.28885\n",
      "Iteration 47, inertia 71252575631.30888\n",
      "Iteration 48, inertia 71250497408.78493\n",
      "Iteration 49, inertia 71248771524.82722\n",
      "Iteration 50, inertia 71246969057.56769\n",
      "Iteration 51, inertia 71245318666.71448\n",
      "Iteration 52, inertia 71243804957.49088\n",
      "Iteration 53, inertia 71241944003.65605\n",
      "Iteration 54, inertia 71240730655.55754\n",
      "Iteration 55, inertia 71239645159.14015\n",
      "Iteration 56, inertia 71238442901.37425\n",
      "Iteration 57, inertia 71237155531.50581\n",
      "Iteration 58, inertia 71235837272.07356\n",
      "Iteration 59, inertia 71234180848.0291\n",
      "Iteration 60, inertia 71232794599.84927\n",
      "Iteration 61, inertia 71231827775.65886\n",
      "Iteration 62, inertia 71231178758.429\n",
      "Iteration 63, inertia 71230709498.98181\n",
      "Iteration 64, inertia 71230294633.92294\n",
      "Iteration 65, inertia 71229712689.49046\n",
      "Iteration 66, inertia 71228914392.61319\n",
      "Iteration 67, inertia 71228336058.95345\n",
      "Iteration 68, inertia 71227785591.20578\n",
      "Iteration 69, inertia 71227298389.01794\n",
      "Iteration 70, inertia 71226732979.6036\n",
      "Iteration 71, inertia 71225831350.65353\n",
      "Iteration 72, inertia 71224384947.22626\n",
      "Iteration 73, inertia 71223068879.5341\n",
      "Iteration 74, inertia 71222215688.33118\n",
      "Iteration 75, inertia 71221220153.69003\n",
      "Iteration 76, inertia 71220071263.44211\n",
      "Iteration 77, inertia 71218648294.71371\n",
      "Iteration 78, inertia 71217235024.63179\n",
      "Iteration 79, inertia 71215960083.51288\n",
      "Iteration 80, inertia 71214743672.0191\n",
      "Iteration 81, inertia 71213641891.3595\n",
      "Iteration 82, inertia 71212102522.21603\n",
      "Iteration 83, inertia 71210342188.56862\n",
      "Iteration 84, inertia 71208555684.24318\n",
      "Iteration 85, inertia 71207263313.84848\n",
      "Iteration 86, inertia 71205731701.73264\n",
      "Iteration 87, inertia 71203934405.5812\n",
      "Iteration 88, inertia 71201899162.06781\n",
      "Iteration 89, inertia 71199952950.43289\n",
      "Iteration 90, inertia 71197962533.42938\n",
      "Iteration 91, inertia 71196328873.66629\n",
      "Iteration 92, inertia 71194326367.71747\n",
      "Iteration 93, inertia 71192683622.25479\n",
      "Iteration 94, inertia 71191056490.37439\n",
      "Iteration 95, inertia 71189533828.57794\n",
      "Iteration 96, inertia 71187759828.17245\n",
      "Iteration 97, inertia 71186557495.18301\n",
      "Iteration 98, inertia 71185428885.02711\n",
      "Iteration 99, inertia 71184706169.53938\n",
      "Iteration 100, inertia 71183990637.3073\n",
      "Iteration 101, inertia 71183168130.5073\n",
      "Iteration 102, inertia 71182751253.2012\n",
      "Iteration 103, inertia 71182445219.11751\n",
      "Iteration 104, inertia 71182126022.44865\n",
      "Iteration 105, inertia 71181919330.52611\n",
      "Iteration 106, inertia 71181758932.198\n",
      "Iteration 107, inertia 71181666395.41817\n",
      "Iteration 108, inertia 71181628563.79402\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 109, inertia 71181583863.68939\n",
      "Iteration 110, inertia 71181563033.49275\n",
      "Iteration 111, inertia 71181543437.14912\n",
      "Iteration 112, inertia 71181531267.59341\n",
      "Iteration 113, inertia 71181518533.03326\n",
      "Iteration 114, inertia 71181494758.53964\n",
      "Iteration 115, inertia 71181472878.28885\n",
      "Iteration 116, inertia 71181466564.92245\n",
      "Iteration 117, inertia 71181455307.53772\n",
      "Iteration 118, inertia 71181449615.31494\n",
      "Iteration 119, inertia 71181439505.35878\n",
      "Iteration 120, inertia 71181435591.59218\n",
      "Converged at iteration 120: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105447851389.0\n",
      "Iteration 1, inertia 74969824709.42368\n",
      "Iteration 2, inertia 73370707050.4259\n",
      "Iteration 3, inertia 72718326400.35825\n",
      "Iteration 4, inertia 72367490813.9895\n",
      "Iteration 5, inertia 72138977615.86821\n",
      "Iteration 6, inertia 71982722511.6362\n",
      "Iteration 7, inertia 71865644544.17758\n",
      "Iteration 8, inertia 71774699999.76918\n",
      "Iteration 9, inertia 71702876542.11876\n",
      "Iteration 10, inertia 71642081775.54263\n",
      "Iteration 11, inertia 71590668017.77133\n",
      "Iteration 12, inertia 71548870652.80994\n",
      "Iteration 13, inertia 71511192757.42209\n",
      "Iteration 14, inertia 71477300907.84686\n",
      "Iteration 15, inertia 71447515761.56685\n",
      "Iteration 16, inertia 71421494591.49745\n",
      "Iteration 17, inertia 71396839669.15424\n",
      "Iteration 18, inertia 71373680836.74962\n",
      "Iteration 19, inertia 71352356513.64757\n",
      "Iteration 20, inertia 71334117225.6864\n",
      "Iteration 21, inertia 71314688585.85014\n",
      "Iteration 22, inertia 71298238580.21725\n",
      "Iteration 23, inertia 71284531622.6612\n",
      "Iteration 24, inertia 71271534010.7751\n",
      "Iteration 25, inertia 71256705803.25896\n",
      "Iteration 26, inertia 71240679230.50696\n",
      "Iteration 27, inertia 71229028814.78491\n",
      "Iteration 28, inertia 71222401375.43713\n",
      "Iteration 29, inertia 71217164104.55907\n",
      "Iteration 30, inertia 71212300931.56285\n",
      "Iteration 31, inertia 71208205331.10687\n",
      "Iteration 32, inertia 71204945043.23956\n",
      "Iteration 33, inertia 71200867613.79295\n",
      "Iteration 34, inertia 71197173269.78716\n",
      "Iteration 35, inertia 71194043682.41301\n",
      "Iteration 36, inertia 71191328467.3686\n",
      "Iteration 37, inertia 71188571295.54008\n",
      "Iteration 38, inertia 71185409383.81416\n",
      "Iteration 39, inertia 71182404198.31972\n",
      "Iteration 40, inertia 71179484512.08101\n",
      "Iteration 41, inertia 71175722265.01068\n",
      "Iteration 42, inertia 71171799162.39532\n",
      "Iteration 43, inertia 71168293242.10397\n",
      "Iteration 44, inertia 71165111294.34387\n",
      "Iteration 45, inertia 71162129528.5349\n",
      "Iteration 46, inertia 71159384308.97243\n",
      "Iteration 47, inertia 71157273377.47287\n",
      "Iteration 48, inertia 71155506647.57173\n",
      "Iteration 49, inertia 71153387047.15372\n",
      "Iteration 50, inertia 71151238511.7732\n",
      "Iteration 51, inertia 71148758826.60632\n",
      "Iteration 52, inertia 71146033924.72478\n",
      "Iteration 53, inertia 71143563913.44348\n",
      "Iteration 54, inertia 71141084564.95354\n",
      "Iteration 55, inertia 71138452924.44093\n",
      "Iteration 56, inertia 71134745579.60542\n",
      "Iteration 57, inertia 71130347143.79991\n",
      "Iteration 58, inertia 71125597409.67297\n",
      "Iteration 59, inertia 71120505082.39394\n",
      "Iteration 60, inertia 71115844992.67497\n",
      "Iteration 61, inertia 71112089885.72624\n",
      "Iteration 62, inertia 71108396020.2193\n",
      "Iteration 63, inertia 71105186393.3705\n",
      "Iteration 64, inertia 71102881721.64192\n",
      "Iteration 65, inertia 71100501809.06468\n",
      "Iteration 66, inertia 71098633438.92987\n",
      "Iteration 67, inertia 71096947784.32991\n",
      "Iteration 68, inertia 71095582347.18085\n",
      "Iteration 69, inertia 71094277180.02159\n",
      "Iteration 70, inertia 71092905415.94086\n",
      "Iteration 71, inertia 71091591196.38551\n",
      "Iteration 72, inertia 71090371675.20506\n",
      "Iteration 73, inertia 71089481636.25327\n",
      "Iteration 74, inertia 71088881831.58095\n",
      "Iteration 75, inertia 71088285258.0314\n",
      "Iteration 76, inertia 71087611045.15128\n",
      "Iteration 77, inertia 71087004318.87338\n",
      "Iteration 78, inertia 71086388830.08469\n",
      "Iteration 79, inertia 71085594211.6985\n",
      "Iteration 80, inertia 71084523366.71722\n",
      "Iteration 81, inertia 71083570014.33058\n",
      "Iteration 82, inertia 71082292316.59337\n",
      "Iteration 83, inertia 71080821370.57281\n",
      "Iteration 84, inertia 71079333802.10493\n",
      "Iteration 85, inertia 71077655448.2893\n",
      "Iteration 86, inertia 71076027430.74286\n",
      "Iteration 87, inertia 71074762472.40053\n",
      "Iteration 88, inertia 71073674062.36044\n",
      "Iteration 89, inertia 71072807282.13795\n",
      "Iteration 90, inertia 71071858544.60056\n",
      "Iteration 91, inertia 71071400074.53906\n",
      "Iteration 92, inertia 71071067008.28705\n",
      "Iteration 93, inertia 71070908608.55481\n",
      "Iteration 94, inertia 71070767376.32133\n",
      "Iteration 95, inertia 71070699245.2146\n",
      "Iteration 96, inertia 71070595012.5462\n",
      "Iteration 97, inertia 71070534459.69432\n",
      "Iteration 98, inertia 71070508033.90343\n",
      "Iteration 99, inertia 71070501025.15009\n",
      "Iteration 100, inertia 71070489271.86803\n",
      "Iteration 101, inertia 71070479393.64334\n",
      "Iteration 102, inertia 71070456002.57027\n",
      "Iteration 103, inertia 71070442315.42258\n",
      "Iteration 104, inertia 71070431278.3195\n",
      "Iteration 105, inertia 71070416863.55885\n",
      "Iteration 106, inertia 71070405450.74614\n",
      "Iteration 107, inertia 71070393041.6966\n",
      "Iteration 108, inertia 71070365567.09602\n",
      "Iteration 109, inertia 71070345427.65451\n",
      "Iteration 110, inertia 71070323959.09201\n",
      "Iteration 111, inertia 71070318046.94048\n",
      "Iteration 112, inertia 71070306653.19368\n",
      "Iteration 113, inertia 71070296431.07545\n",
      "Iteration 114, inertia 71070278758.5102\n",
      "Iteration 115, inertia 71070246961.34207\n",
      "Iteration 116, inertia 71070225531.89224\n",
      "Iteration 117, inertia 71070199186.72885\n",
      "Iteration 118, inertia 71070193667.19028\n",
      "Iteration 119, inertia 71070184505.61249\n",
      "Iteration 120, inertia 71070170248.5123\n",
      "Iteration 121, inertia 71070154322.31313\n",
      "Iteration 122, inertia 71070109847.9962\n",
      "Iteration 123, inertia 71070091115.37785\n",
      "Iteration 124, inertia 71070055285.13683\n",
      "Iteration 125, inertia 71070024356.33574\n",
      "Iteration 126, inertia 71069994831.65953\n",
      "Iteration 127, inertia 71069968575.27518\n",
      "Iteration 128, inertia 71069938829.51631\n",
      "Iteration 129, inertia 71069879323.7631\n",
      "Iteration 130, inertia 71069873013.9163\n",
      "Iteration 131, inertia 71069858002.96825\n",
      "Converged at iteration 131: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105027037774.0\n",
      "Iteration 1, inertia 74691963109.59583\n",
      "Iteration 2, inertia 73237369388.68747\n",
      "Iteration 3, inertia 72709904835.5371\n",
      "Iteration 4, inertia 72410693188.87863\n",
      "Iteration 5, inertia 72209004371.60579\n",
      "Iteration 6, inertia 72062513622.22247\n",
      "Iteration 7, inertia 71951626801.39877\n",
      "Iteration 8, inertia 71863245225.98285\n",
      "Iteration 9, inertia 71793793744.93698\n",
      "Iteration 10, inertia 71738710185.61536\n",
      "Iteration 11, inertia 71691314041.2333\n",
      "Iteration 12, inertia 71650109104.3208\n",
      "Iteration 13, inertia 71613195017.72565\n",
      "Iteration 14, inertia 71578150083.4672\n",
      "Iteration 15, inertia 71547833905.92056\n",
      "Iteration 16, inertia 71521707949.948\n",
      "Iteration 17, inertia 71501634614.18025\n",
      "Iteration 18, inertia 71484197156.81853\n",
      "Iteration 19, inertia 71468118998.52373\n",
      "Iteration 20, inertia 71451386356.62473\n",
      "Iteration 21, inertia 71435597586.07622\n",
      "Iteration 22, inertia 71420387797.2173\n",
      "Iteration 23, inertia 71405979017.00789\n",
      "Iteration 24, inertia 71390713419.66267\n",
      "Iteration 25, inertia 71374500226.13672\n",
      "Iteration 26, inertia 71361497556.45958\n",
      "Iteration 27, inertia 71351299014.20518\n",
      "Iteration 28, inertia 71341726100.8919\n",
      "Iteration 29, inertia 71331893633.9263\n",
      "Iteration 30, inertia 71322107109.74995\n",
      "Iteration 31, inertia 71313007842.74165\n",
      "Iteration 32, inertia 71304809526.88643\n",
      "Iteration 33, inertia 71296816066.92125\n",
      "Iteration 34, inertia 71289463989.8519\n",
      "Iteration 35, inertia 71283258542.68474\n",
      "Iteration 36, inertia 71278086126.4335\n",
      "Iteration 37, inertia 71273137541.84152\n",
      "Iteration 38, inertia 71268238616.31015\n",
      "Iteration 39, inertia 71263128580.05984\n",
      "Iteration 40, inertia 71257755288.10387\n",
      "Iteration 41, inertia 71251433084.00858\n",
      "Iteration 42, inertia 71246047142.18268\n",
      "Iteration 43, inertia 71242140897.72089\n",
      "Iteration 44, inertia 71237679761.4226\n",
      "Iteration 45, inertia 71233322704.40111\n",
      "Iteration 46, inertia 71229271898.74817\n",
      "Iteration 47, inertia 71225734796.49846\n",
      "Iteration 48, inertia 71222294693.76222\n",
      "Iteration 49, inertia 71218887721.12985\n",
      "Iteration 50, inertia 71215959572.43857\n",
      "Iteration 51, inertia 71212700867.58939\n",
      "Iteration 52, inertia 71210265049.57405\n",
      "Iteration 53, inertia 71208241883.15388\n",
      "Iteration 54, inertia 71205993349.54912\n",
      "Iteration 55, inertia 71203596753.84029\n",
      "Iteration 56, inertia 71200746568.05174\n",
      "Iteration 57, inertia 71198298745.1533\n",
      "Iteration 58, inertia 71195930720.8058\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 59, inertia 71193675959.01997\n",
      "Iteration 60, inertia 71191272859.30641\n",
      "Iteration 61, inertia 71188948316.34091\n",
      "Iteration 62, inertia 71186762142.00076\n",
      "Iteration 63, inertia 71184642727.47562\n",
      "Iteration 64, inertia 71182312824.30925\n",
      "Iteration 65, inertia 71179324099.3491\n",
      "Iteration 66, inertia 71176469371.18489\n",
      "Iteration 67, inertia 71173839750.73924\n",
      "Iteration 68, inertia 71171125209.82918\n",
      "Iteration 69, inertia 71168504618.38788\n",
      "Iteration 70, inertia 71166601501.65524\n",
      "Iteration 71, inertia 71165234429.60165\n",
      "Iteration 72, inertia 71164193378.69847\n",
      "Iteration 73, inertia 71162943055.27739\n",
      "Iteration 74, inertia 71161201075.53247\n",
      "Iteration 75, inertia 71159915769.6867\n",
      "Iteration 76, inertia 71159136109.98218\n",
      "Iteration 77, inertia 71158565164.44217\n",
      "Iteration 78, inertia 71158223712.14388\n",
      "Iteration 79, inertia 71157821939.11371\n",
      "Iteration 80, inertia 71157354647.9437\n",
      "Iteration 81, inertia 71156961736.54051\n",
      "Iteration 82, inertia 71156635968.67972\n",
      "Iteration 83, inertia 71156387570.56084\n",
      "Iteration 84, inertia 71156245205.9382\n",
      "Iteration 85, inertia 71156106045.46686\n",
      "Iteration 86, inertia 71155997930.3597\n",
      "Iteration 87, inertia 71155856869.99605\n",
      "Iteration 88, inertia 71155606907.48212\n",
      "Iteration 89, inertia 71155370571.45337\n",
      "Iteration 90, inertia 71155177566.62206\n",
      "Iteration 91, inertia 71154957405.83911\n",
      "Iteration 92, inertia 71154751008.08055\n",
      "Iteration 93, inertia 71154429443.48523\n",
      "Iteration 94, inertia 71153930385.41359\n",
      "Iteration 95, inertia 71153299687.86249\n",
      "Iteration 96, inertia 71152860343.11378\n",
      "Iteration 97, inertia 71152475813.1737\n",
      "Iteration 98, inertia 71152204661.42656\n",
      "Iteration 99, inertia 71152021068.0573\n",
      "Iteration 100, inertia 71151816155.27626\n",
      "Iteration 101, inertia 71151562809.93875\n",
      "Iteration 102, inertia 71151329911.80664\n",
      "Iteration 103, inertia 71150990123.30002\n",
      "Iteration 104, inertia 71150648271.27065\n",
      "Iteration 105, inertia 71150363920.94354\n",
      "Iteration 106, inertia 71150017348.44655\n",
      "Iteration 107, inertia 71149680374.11313\n",
      "Iteration 108, inertia 71149252652.36853\n",
      "Iteration 109, inertia 71149039134.25473\n",
      "Iteration 110, inertia 71148969988.01895\n",
      "Iteration 111, inertia 71148885071.14684\n",
      "Iteration 112, inertia 71148776401.56131\n",
      "Iteration 113, inertia 71148651905.58633\n",
      "Iteration 114, inertia 71148563460.8087\n",
      "Iteration 115, inertia 71148525470.81824\n",
      "Iteration 116, inertia 71148499846.80734\n",
      "Iteration 117, inertia 71148487324.49893\n",
      "Iteration 118, inertia 71148466237.74515\n",
      "Iteration 119, inertia 71148440310.48126\n",
      "Iteration 120, inertia 71148424311.42046\n",
      "Iteration 121, inertia 71148393879.31886\n",
      "Iteration 122, inertia 71148340669.77818\n",
      "Iteration 123, inertia 71148303867.58856\n",
      "Iteration 124, inertia 71148260295.43466\n",
      "Iteration 125, inertia 71148182708.73857\n",
      "Iteration 126, inertia 71148055329.91759\n",
      "Iteration 127, inertia 71147923046.35378\n",
      "Iteration 128, inertia 71147792927.17578\n",
      "Iteration 129, inertia 71147753574.62436\n",
      "Iteration 130, inertia 71147744384.38284\n",
      "Converged at iteration 130: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105690947971.0\n",
      "Iteration 1, inertia 74647877789.34097\n",
      "Iteration 2, inertia 73127199967.43585\n",
      "Iteration 3, inertia 72575170715.50447\n",
      "Iteration 4, inertia 72266557525.42693\n",
      "Iteration 5, inertia 72059685395.26544\n",
      "Iteration 6, inertia 71919336574.48213\n",
      "Iteration 7, inertia 71821781298.6482\n",
      "Iteration 8, inertia 71750703522.7955\n",
      "Iteration 9, inertia 71692353819.79749\n",
      "Iteration 10, inertia 71643428211.99442\n",
      "Iteration 11, inertia 71598564063.50905\n",
      "Iteration 12, inertia 71562326194.17451\n",
      "Iteration 13, inertia 71530987857.45671\n",
      "Iteration 14, inertia 71502334283.1841\n",
      "Iteration 15, inertia 71477998341.61221\n",
      "Iteration 16, inertia 71456633367.08205\n",
      "Iteration 17, inertia 71433143121.64261\n",
      "Iteration 18, inertia 71407990562.179\n",
      "Iteration 19, inertia 71384420328.22914\n",
      "Iteration 20, inertia 71361614106.91803\n",
      "Iteration 21, inertia 71343825306.92\n",
      "Iteration 22, inertia 71325764283.15868\n",
      "Iteration 23, inertia 71309976916.61568\n",
      "Iteration 24, inertia 71297250209.29642\n",
      "Iteration 25, inertia 71287593926.20914\n",
      "Iteration 26, inertia 71278410761.44733\n",
      "Iteration 27, inertia 71270722974.67374\n",
      "Iteration 28, inertia 71264496737.34576\n",
      "Iteration 29, inertia 71258677222.56108\n",
      "Iteration 30, inertia 71253443630.0017\n",
      "Iteration 31, inertia 71248715203.49013\n",
      "Iteration 32, inertia 71244485038.10196\n",
      "Iteration 33, inertia 71240230982.73952\n",
      "Iteration 34, inertia 71236198708.00111\n",
      "Iteration 35, inertia 71232160503.16135\n",
      "Iteration 36, inertia 71228109287.17287\n",
      "Iteration 37, inertia 71224134453.74883\n",
      "Iteration 38, inertia 71220409658.264\n",
      "Iteration 39, inertia 71216613303.56216\n",
      "Iteration 40, inertia 71213912129.83093\n",
      "Iteration 41, inertia 71211863523.0661\n",
      "Iteration 42, inertia 71208523885.49774\n",
      "Iteration 43, inertia 71205569970.95428\n",
      "Iteration 44, inertia 71202898631.30304\n",
      "Iteration 45, inertia 71200592392.56813\n",
      "Iteration 46, inertia 71198802089.44098\n",
      "Iteration 47, inertia 71197568863.01874\n",
      "Iteration 48, inertia 71196697697.94803\n",
      "Iteration 49, inertia 71195829897.3854\n",
      "Iteration 50, inertia 71195077706.0531\n",
      "Iteration 51, inertia 71194414006.39398\n",
      "Iteration 52, inertia 71193465549.50722\n",
      "Iteration 53, inertia 71192592113.85793\n",
      "Iteration 54, inertia 71191748887.32112\n",
      "Iteration 55, inertia 71191097942.84624\n",
      "Iteration 56, inertia 71190736384.01497\n",
      "Iteration 57, inertia 71190514655.49895\n",
      "Iteration 58, inertia 71190100089.37381\n",
      "Iteration 59, inertia 71189577664.36511\n",
      "Iteration 60, inertia 71189086306.45093\n",
      "Iteration 61, inertia 71188435531.97192\n",
      "Iteration 62, inertia 71187773310.66283\n",
      "Iteration 63, inertia 71187154061.81958\n",
      "Iteration 64, inertia 71186667320.39407\n",
      "Iteration 65, inertia 71186206633.21841\n",
      "Iteration 66, inertia 71185692153.80312\n",
      "Iteration 67, inertia 71185284356.11916\n",
      "Iteration 68, inertia 71184882949.45363\n",
      "Iteration 69, inertia 71184615984.52336\n",
      "Iteration 70, inertia 71184510248.02382\n",
      "Iteration 71, inertia 71184442580.85939\n",
      "Iteration 72, inertia 71184380805.8163\n",
      "Iteration 73, inertia 71184339187.04448\n",
      "Iteration 74, inertia 71184306483.28957\n",
      "Iteration 75, inertia 71184250870.0776\n",
      "Iteration 76, inertia 71184090111.9193\n",
      "Iteration 77, inertia 71184018181.54807\n",
      "Iteration 78, inertia 71183927536.11398\n",
      "Iteration 79, inertia 71183806270.96098\n",
      "Iteration 80, inertia 71183580743.92166\n",
      "Iteration 81, inertia 71183143012.5492\n",
      "Iteration 82, inertia 71182796216.92186\n",
      "Iteration 83, inertia 71182225948.87451\n",
      "Iteration 84, inertia 71181625217.6964\n",
      "Iteration 85, inertia 71181114743.30559\n",
      "Iteration 86, inertia 71180845993.51012\n",
      "Iteration 87, inertia 71180672486.19522\n",
      "Iteration 88, inertia 71180571150.8045\n",
      "Iteration 89, inertia 71180493687.02718\n",
      "Iteration 90, inertia 71180284785.13416\n",
      "Iteration 91, inertia 71180181990.27194\n",
      "Iteration 92, inertia 71180170624.88939\n",
      "Converged at iteration 92: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 103788861679.0\n",
      "Iteration 1, inertia 74385672248.28203\n",
      "Iteration 2, inertia 73025509337.94203\n",
      "Iteration 3, inertia 72530724681.34428\n",
      "Iteration 4, inertia 72262601597.96725\n",
      "Iteration 5, inertia 72085430144.76581\n",
      "Iteration 6, inertia 71963314956.33904\n",
      "Iteration 7, inertia 71861339242.89993\n",
      "Iteration 8, inertia 71771521824.19759\n",
      "Iteration 9, inertia 71699058412.4888\n",
      "Iteration 10, inertia 71644521895.89984\n",
      "Iteration 11, inertia 71596745210.87813\n",
      "Iteration 12, inertia 71555588195.85799\n",
      "Iteration 13, inertia 71521476953.67946\n",
      "Iteration 14, inertia 71491755045.92307\n",
      "Iteration 15, inertia 71461243174.88533\n",
      "Iteration 16, inertia 71432876422.44614\n",
      "Iteration 17, inertia 71407424622.85712\n",
      "Iteration 18, inertia 71386471801.54512\n",
      "Iteration 19, inertia 71368794642.59384\n",
      "Iteration 20, inertia 71352213649.16264\n",
      "Iteration 21, inertia 71335863849.08224\n",
      "Iteration 22, inertia 71321901052.8358\n",
      "Iteration 23, inertia 71311923358.83913\n",
      "Iteration 24, inertia 71302538560.47733\n",
      "Iteration 25, inertia 71294515455.19327\n",
      "Iteration 26, inertia 71287127434.97961\n",
      "Iteration 27, inertia 71279371393.72244\n",
      "Iteration 28, inertia 71272706148.31155\n",
      "Iteration 29, inertia 71267647212.71378\n",
      "Iteration 30, inertia 71262579998.36371\n",
      "Iteration 31, inertia 71256454131.64449\n",
      "Iteration 32, inertia 71251267021.88347\n",
      "Iteration 33, inertia 71245744479.76071\n",
      "Iteration 34, inertia 71241019343.4476\n",
      "Iteration 35, inertia 71236717097.97832\n",
      "Iteration 36, inertia 71232467341.23091\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 37, inertia 71228080848.07625\n",
      "Iteration 38, inertia 71223281902.26584\n",
      "Iteration 39, inertia 71217279178.1787\n",
      "Iteration 40, inertia 71209056050.34738\n",
      "Iteration 41, inertia 71201725520.71422\n",
      "Iteration 42, inertia 71194103199.18745\n",
      "Iteration 43, inertia 71188814292.85745\n",
      "Iteration 44, inertia 71185487822.12968\n",
      "Iteration 45, inertia 71182868481.4939\n",
      "Iteration 46, inertia 71180078278.6546\n",
      "Iteration 47, inertia 71177435239.27348\n",
      "Iteration 48, inertia 71174976011.95544\n",
      "Iteration 49, inertia 71171858813.72762\n",
      "Iteration 50, inertia 71168512414.87299\n",
      "Iteration 51, inertia 71165061896.23283\n",
      "Iteration 52, inertia 71161876186.52805\n",
      "Iteration 53, inertia 71159213208.65031\n",
      "Iteration 54, inertia 71156718400.66827\n",
      "Iteration 55, inertia 71154462090.00677\n",
      "Iteration 56, inertia 71152287408.2409\n",
      "Iteration 57, inertia 71150693643.82835\n",
      "Iteration 58, inertia 71149475008.08575\n",
      "Iteration 59, inertia 71148352546.44928\n",
      "Iteration 60, inertia 71147165186.85062\n",
      "Iteration 61, inertia 71146003698.72664\n",
      "Iteration 62, inertia 71145071660.88559\n",
      "Iteration 63, inertia 71144129030.57436\n",
      "Iteration 64, inertia 71143296200.6843\n",
      "Iteration 65, inertia 71142454081.27753\n",
      "Iteration 66, inertia 71141720930.54346\n",
      "Iteration 67, inertia 71140901922.16248\n",
      "Iteration 68, inertia 71140015284.75462\n",
      "Iteration 69, inertia 71138890675.30176\n",
      "Iteration 70, inertia 71137820222.59047\n",
      "Iteration 71, inertia 71136394615.06555\n",
      "Iteration 72, inertia 71133607410.33519\n",
      "Iteration 73, inertia 71129993886.01242\n",
      "Iteration 74, inertia 71126707004.04108\n",
      "Iteration 75, inertia 71123882359.30597\n",
      "Iteration 76, inertia 71122116750.88928\n",
      "Iteration 77, inertia 71120227351.27563\n",
      "Iteration 78, inertia 71119076203.25565\n",
      "Iteration 79, inertia 71118093957.4047\n",
      "Iteration 80, inertia 71117394404.5375\n",
      "Iteration 81, inertia 71116793672.80447\n",
      "Iteration 82, inertia 71116260377.1072\n",
      "Iteration 83, inertia 71115749465.5268\n",
      "Iteration 84, inertia 71115235925.75256\n",
      "Iteration 85, inertia 71114868365.09358\n",
      "Iteration 86, inertia 71114525123.80312\n",
      "Iteration 87, inertia 71114306655.39583\n",
      "Iteration 88, inertia 71114026256.7053\n",
      "Iteration 89, inertia 71113763108.51514\n",
      "Iteration 90, inertia 71113346013.15678\n",
      "Iteration 91, inertia 71112916963.65352\n",
      "Iteration 92, inertia 71112623596.38165\n",
      "Iteration 93, inertia 71112343004.88475\n",
      "Iteration 94, inertia 71112203280.09201\n",
      "Iteration 95, inertia 71112047231.93198\n",
      "Iteration 96, inertia 71111867560.98755\n",
      "Iteration 97, inertia 71111706199.82144\n",
      "Iteration 98, inertia 71111505619.92809\n",
      "Iteration 99, inertia 71111366519.10011\n",
      "Iteration 100, inertia 71111186234.17818\n",
      "Iteration 101, inertia 71110871440.05382\n",
      "Iteration 102, inertia 71110570282.71587\n",
      "Iteration 103, inertia 71110233211.52185\n",
      "Iteration 104, inertia 71109869757.38806\n",
      "Iteration 105, inertia 71109358447.37971\n",
      "Iteration 106, inertia 71108706527.66937\n",
      "Iteration 107, inertia 71107979079.53165\n",
      "Iteration 108, inertia 71107500030.15077\n",
      "Iteration 109, inertia 71107004971.0942\n",
      "Iteration 110, inertia 71106622558.89604\n",
      "Iteration 111, inertia 71106288713.46725\n",
      "Iteration 112, inertia 71105946707.32487\n",
      "Iteration 113, inertia 71105528262.8316\n",
      "Iteration 114, inertia 71105086253.356\n",
      "Iteration 115, inertia 71104757556.78868\n",
      "Iteration 116, inertia 71104544682.99023\n",
      "Iteration 117, inertia 71104340849.90628\n",
      "Iteration 118, inertia 71104232688.62332\n",
      "Iteration 119, inertia 71104163314.26062\n",
      "Iteration 120, inertia 71104114617.887\n",
      "Iteration 121, inertia 71104020570.38034\n",
      "Iteration 122, inertia 71103900589.42583\n",
      "Iteration 123, inertia 71103802280.10008\n",
      "Iteration 124, inertia 71103732100.8661\n",
      "Iteration 125, inertia 71103679115.83702\n",
      "Iteration 126, inertia 71103661912.09665\n",
      "Iteration 127, inertia 71103654181.74225\n",
      "Iteration 128, inertia 71103645181.0126\n",
      "Converged at iteration 128: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 104484972856.0\n",
      "Iteration 1, inertia 74704973752.04631\n",
      "Iteration 2, inertia 73190963872.46582\n",
      "Iteration 3, inertia 72608195353.4176\n",
      "Iteration 4, inertia 72303664927.5741\n",
      "Iteration 5, inertia 72114184195.51456\n",
      "Iteration 6, inertia 71978024356.04066\n",
      "Iteration 7, inertia 71880225808.64952\n",
      "Iteration 8, inertia 71806864454.8301\n",
      "Iteration 9, inertia 71744320421.56012\n",
      "Iteration 10, inertia 71685173211.01892\n",
      "Iteration 11, inertia 71634700578.83846\n",
      "Iteration 12, inertia 71592696990.63432\n",
      "Iteration 13, inertia 71554339802.44708\n",
      "Iteration 14, inertia 71518983282.34549\n",
      "Iteration 15, inertia 71486048456.65193\n",
      "Iteration 16, inertia 71454327330.46785\n",
      "Iteration 17, inertia 71425412075.57706\n",
      "Iteration 18, inertia 71399049602.96324\n",
      "Iteration 19, inertia 71378050583.94505\n",
      "Iteration 20, inertia 71359704508.8176\n",
      "Iteration 21, inertia 71343327496.34233\n",
      "Iteration 22, inertia 71327517388.27335\n",
      "Iteration 23, inertia 71311712278.59311\n",
      "Iteration 24, inertia 71297731957.25552\n",
      "Iteration 25, inertia 71284568071.40523\n",
      "Iteration 26, inertia 71273150644.56001\n",
      "Iteration 27, inertia 71262036866.7271\n",
      "Iteration 28, inertia 71249686393.1903\n",
      "Iteration 29, inertia 71238791577.46454\n",
      "Iteration 30, inertia 71231015569.20056\n",
      "Iteration 31, inertia 71224131875.15012\n",
      "Iteration 32, inertia 71218139018.4621\n",
      "Iteration 33, inertia 71213096063.00365\n",
      "Iteration 34, inertia 71208569883.80768\n",
      "Iteration 35, inertia 71204182828.66457\n",
      "Iteration 36, inertia 71200534554.88324\n",
      "Iteration 37, inertia 71197603659.79184\n",
      "Iteration 38, inertia 71194887771.45259\n",
      "Iteration 39, inertia 71192373615.73732\n",
      "Iteration 40, inertia 71190011036.78114\n",
      "Iteration 41, inertia 71186768390.85068\n",
      "Iteration 42, inertia 71183287802.97145\n",
      "Iteration 43, inertia 71180902903.08328\n",
      "Iteration 44, inertia 71178758422.00572\n",
      "Iteration 45, inertia 71176967014.37405\n",
      "Iteration 46, inertia 71175589441.62643\n",
      "Iteration 47, inertia 71173948117.58833\n",
      "Iteration 48, inertia 71172041462.77744\n",
      "Iteration 49, inertia 71170021341.13126\n",
      "Iteration 50, inertia 71167887841.69266\n",
      "Iteration 51, inertia 71165667310.0579\n",
      "Iteration 52, inertia 71163920069.62437\n",
      "Iteration 53, inertia 71162186584.57144\n",
      "Iteration 54, inertia 71160509291.56166\n",
      "Iteration 55, inertia 71159516221.80463\n",
      "Iteration 56, inertia 71158655079.51224\n",
      "Iteration 57, inertia 71157905468.31798\n",
      "Iteration 58, inertia 71157117815.54263\n",
      "Iteration 59, inertia 71156444762.1133\n",
      "Iteration 60, inertia 71155764972.41943\n",
      "Iteration 61, inertia 71155017855.91498\n",
      "Iteration 62, inertia 71154438902.24457\n",
      "Iteration 63, inertia 71153798845.13565\n",
      "Iteration 64, inertia 71153206489.04413\n",
      "Iteration 65, inertia 71152722697.54794\n",
      "Iteration 66, inertia 71152267154.04507\n",
      "Iteration 67, inertia 71151939921.21709\n",
      "Iteration 68, inertia 71151661219.69623\n",
      "Iteration 69, inertia 71151472234.96033\n",
      "Iteration 70, inertia 71151352220.733\n",
      "Iteration 71, inertia 71151131920.19257\n",
      "Iteration 72, inertia 71150959296.06993\n",
      "Iteration 73, inertia 71150800184.01682\n",
      "Iteration 74, inertia 71150665974.15895\n",
      "Iteration 75, inertia 71150536558.03687\n",
      "Iteration 76, inertia 71150412085.83852\n",
      "Iteration 77, inertia 71150281163.4908\n",
      "Iteration 78, inertia 71150128498.34882\n",
      "Iteration 79, inertia 71149987923.75511\n",
      "Iteration 80, inertia 71149833431.2468\n",
      "Iteration 81, inertia 71149727861.36679\n",
      "Iteration 82, inertia 71149647127.42203\n",
      "Iteration 83, inertia 71149605513.64651\n",
      "Iteration 84, inertia 71149533161.89883\n",
      "Iteration 85, inertia 71149459803.98161\n",
      "Iteration 86, inertia 71149419244.04129\n",
      "Iteration 87, inertia 71149389424.10458\n",
      "Iteration 88, inertia 71149378337.41675\n",
      "Converged at iteration 88: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 104967887653.0\n",
      "Iteration 1, inertia 74643461127.15407\n",
      "Iteration 2, inertia 73162212175.70854\n",
      "Iteration 3, inertia 72612152151.64543\n",
      "Iteration 4, inertia 72296138722.45067\n",
      "Iteration 5, inertia 72097822595.65938\n",
      "Iteration 6, inertia 71970040566.6688\n",
      "Iteration 7, inertia 71870928647.37738\n",
      "Iteration 8, inertia 71786118042.74802\n",
      "Iteration 9, inertia 71722084921.34131\n",
      "Iteration 10, inertia 71673181035.43234\n",
      "Iteration 11, inertia 71632820556.15776\n",
      "Iteration 12, inertia 71597181273.16824\n",
      "Iteration 13, inertia 71568695044.73401\n",
      "Iteration 14, inertia 71546173708.0037\n",
      "Iteration 15, inertia 71525756101.39474\n",
      "Iteration 16, inertia 71504857219.10812\n",
      "Iteration 17, inertia 71483552857.67888\n",
      "Iteration 18, inertia 71461626815.36185\n",
      "Iteration 19, inertia 71443360131.12817\n",
      "Iteration 20, inertia 71426405833.20343\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 21, inertia 71410222936.4107\n",
      "Iteration 22, inertia 71398057141.98746\n",
      "Iteration 23, inertia 71388666781.50119\n",
      "Iteration 24, inertia 71380727394.68721\n",
      "Iteration 25, inertia 71372637436.52399\n",
      "Iteration 26, inertia 71365668507.3177\n",
      "Iteration 27, inertia 71359021298.34654\n",
      "Iteration 28, inertia 71352667684.98195\n",
      "Iteration 29, inertia 71347001659.81223\n",
      "Iteration 30, inertia 71341844832.441\n",
      "Iteration 31, inertia 71336894451.3884\n",
      "Iteration 32, inertia 71331930861.08333\n",
      "Iteration 33, inertia 71326319627.12943\n",
      "Iteration 34, inertia 71320166297.40959\n",
      "Iteration 35, inertia 71313947107.72714\n",
      "Iteration 36, inertia 71307258777.86726\n",
      "Iteration 37, inertia 71300381330.80142\n",
      "Iteration 38, inertia 71294479201.92928\n",
      "Iteration 39, inertia 71289710744.27472\n",
      "Iteration 40, inertia 71285388183.02937\n",
      "Iteration 41, inertia 71281007082.88972\n",
      "Iteration 42, inertia 71276116703.37286\n",
      "Iteration 43, inertia 71271367339.48793\n",
      "Iteration 44, inertia 71266779218.986\n",
      "Iteration 45, inertia 71261611088.29437\n",
      "Iteration 46, inertia 71256483734.18077\n",
      "Iteration 47, inertia 71251482981.6323\n",
      "Iteration 48, inertia 71247200452.14185\n",
      "Iteration 49, inertia 71243363151.58983\n",
      "Iteration 50, inertia 71239215691.12563\n",
      "Iteration 51, inertia 71234985421.21568\n",
      "Iteration 52, inertia 71230534348.63753\n",
      "Iteration 53, inertia 71226147532.29993\n",
      "Iteration 54, inertia 71222630973.42093\n",
      "Iteration 55, inertia 71220372082.01689\n",
      "Iteration 56, inertia 71217683955.58632\n",
      "Iteration 57, inertia 71214641752.38712\n",
      "Iteration 58, inertia 71211944103.22276\n",
      "Iteration 59, inertia 71209192003.956\n",
      "Iteration 60, inertia 71206867743.80336\n",
      "Iteration 61, inertia 71204388766.2678\n",
      "Iteration 62, inertia 71202572155.6207\n",
      "Iteration 63, inertia 71200741040.23634\n",
      "Iteration 64, inertia 71199551566.96628\n",
      "Iteration 65, inertia 71198506933.79047\n",
      "Iteration 66, inertia 71197383570.42934\n",
      "Iteration 67, inertia 71196208430.99841\n",
      "Iteration 68, inertia 71195148931.0567\n",
      "Iteration 69, inertia 71194161297.04327\n",
      "Iteration 70, inertia 71192979481.83\n",
      "Iteration 71, inertia 71191655566.19904\n",
      "Iteration 72, inertia 71190284143.97331\n",
      "Iteration 73, inertia 71189181503.565\n",
      "Iteration 74, inertia 71188447985.5982\n",
      "Iteration 75, inertia 71187443833.67238\n",
      "Iteration 76, inertia 71186528492.93724\n",
      "Iteration 77, inertia 71185612402.25081\n",
      "Iteration 78, inertia 71184850764.90573\n",
      "Iteration 79, inertia 71184183336.51642\n",
      "Iteration 80, inertia 71183682086.19359\n",
      "Iteration 81, inertia 71183293722.31407\n",
      "Iteration 82, inertia 71182829116.85452\n",
      "Iteration 83, inertia 71182441094.77527\n",
      "Iteration 84, inertia 71181753106.92293\n",
      "Iteration 85, inertia 71181075087.33408\n",
      "Iteration 86, inertia 71180346487.8964\n",
      "Iteration 87, inertia 71179670828.59781\n",
      "Iteration 88, inertia 71179191903.36713\n",
      "Iteration 89, inertia 71178754835.4928\n",
      "Iteration 90, inertia 71178459801.58766\n",
      "Iteration 91, inertia 71178113138.2911\n",
      "Iteration 92, inertia 71177465643.59863\n",
      "Iteration 93, inertia 71176931532.19693\n",
      "Iteration 94, inertia 71176457896.50693\n",
      "Iteration 95, inertia 71175925632.90585\n",
      "Iteration 96, inertia 71175279677.8008\n",
      "Iteration 97, inertia 71174732327.43991\n",
      "Iteration 98, inertia 71173954502.4386\n",
      "Iteration 99, inertia 71173129112.30783\n",
      "Iteration 100, inertia 71172616848.564\n",
      "Iteration 101, inertia 71172157972.40231\n",
      "Iteration 102, inertia 71171432612.32295\n",
      "Iteration 103, inertia 71170850932.54921\n",
      "Iteration 104, inertia 71169853482.7144\n",
      "Iteration 105, inertia 71168986731.0305\n",
      "Iteration 106, inertia 71168551748.41095\n",
      "Iteration 107, inertia 71168011405.29697\n",
      "Iteration 108, inertia 71167432279.12117\n",
      "Iteration 109, inertia 71167271078.7513\n",
      "Iteration 110, inertia 71167029642.62704\n",
      "Iteration 111, inertia 71166911884.15437\n",
      "Iteration 112, inertia 71166842362.201\n",
      "Iteration 113, inertia 71166820097.24472\n",
      "Iteration 114, inertia 71166798353.76706\n",
      "Iteration 115, inertia 71166776433.1083\n",
      "Iteration 116, inertia 71166741504.65121\n",
      "Iteration 117, inertia 71166706846.33948\n",
      "Iteration 118, inertia 71166657869.61066\n",
      "Iteration 119, inertia 71166635005.12308\n",
      "Iteration 120, inertia 71166618642.8035\n",
      "Iteration 121, inertia 71166606113.146\n",
      "Converged at iteration 121: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105352689903.0\n",
      "Iteration 1, inertia 74941714774.47035\n",
      "Iteration 2, inertia 73525103130.84154\n",
      "Iteration 3, inertia 72911926668.0219\n",
      "Iteration 4, inertia 72563738968.27246\n",
      "Iteration 5, inertia 72354509269.33327\n",
      "Iteration 6, inertia 72209882446.06808\n",
      "Iteration 7, inertia 72097986671.41765\n",
      "Iteration 8, inertia 71991657390.84096\n",
      "Iteration 9, inertia 71896221330.46962\n",
      "Iteration 10, inertia 71820216977.33258\n",
      "Iteration 11, inertia 71755581558.62926\n",
      "Iteration 12, inertia 71702332960.7564\n",
      "Iteration 13, inertia 71657664478.1325\n",
      "Iteration 14, inertia 71616178142.42477\n",
      "Iteration 15, inertia 71580136726.19449\n",
      "Iteration 16, inertia 71551667832.89418\n",
      "Iteration 17, inertia 71525311294.23962\n",
      "Iteration 18, inertia 71503715545.11314\n",
      "Iteration 19, inertia 71483494263.29944\n",
      "Iteration 20, inertia 71464786323.26799\n",
      "Iteration 21, inertia 71446573855.4282\n",
      "Iteration 22, inertia 71427873246.38968\n",
      "Iteration 23, inertia 71409840634.76875\n",
      "Iteration 24, inertia 71395354287.89522\n",
      "Iteration 25, inertia 71381479340.52844\n",
      "Iteration 26, inertia 71367064420.15623\n",
      "Iteration 27, inertia 71354088614.1062\n",
      "Iteration 28, inertia 71342004051.59586\n",
      "Iteration 29, inertia 71331582894.2576\n",
      "Iteration 30, inertia 71322412660.59741\n",
      "Iteration 31, inertia 71314750962.63425\n",
      "Iteration 32, inertia 71309135266.77863\n",
      "Iteration 33, inertia 71304596853.9968\n",
      "Iteration 34, inertia 71300136472.27562\n",
      "Iteration 35, inertia 71295802144.6569\n",
      "Iteration 36, inertia 71291967085.7149\n",
      "Iteration 37, inertia 71288031871.68646\n",
      "Iteration 38, inertia 71284341298.93188\n",
      "Iteration 39, inertia 71281205162.50882\n",
      "Iteration 40, inertia 71278776636.20663\n",
      "Iteration 41, inertia 71276680009.0195\n",
      "Iteration 42, inertia 71274547815.81326\n",
      "Iteration 43, inertia 71272691880.04393\n",
      "Iteration 44, inertia 71270905165.5068\n",
      "Iteration 45, inertia 71269207329.22226\n",
      "Iteration 46, inertia 71267378889.78827\n",
      "Iteration 47, inertia 71265596564.09537\n",
      "Iteration 48, inertia 71263457687.189\n",
      "Iteration 49, inertia 71261842377.9726\n",
      "Iteration 50, inertia 71260272463.77435\n",
      "Iteration 51, inertia 71259128349.18158\n",
      "Iteration 52, inertia 71257896925.60335\n",
      "Iteration 53, inertia 71256577959.76953\n",
      "Iteration 54, inertia 71255463173.37454\n",
      "Iteration 55, inertia 71254502462.85927\n",
      "Iteration 56, inertia 71253758872.50735\n",
      "Iteration 57, inertia 71253234549.38132\n",
      "Iteration 58, inertia 71252533574.82901\n",
      "Iteration 59, inertia 71251966279.59921\n",
      "Iteration 60, inertia 71251445145.19221\n",
      "Iteration 61, inertia 71251051615.1437\n",
      "Iteration 62, inertia 71250535973.46045\n",
      "Iteration 63, inertia 71250052903.50146\n",
      "Iteration 64, inertia 71249669473.89949\n",
      "Iteration 65, inertia 71249267935.41606\n",
      "Iteration 66, inertia 71249001834.25375\n",
      "Iteration 67, inertia 71248768568.41571\n",
      "Iteration 68, inertia 71248547887.4677\n",
      "Iteration 69, inertia 71248539461.97975\n",
      "Iteration 70, inertia 71248532252.28024\n",
      "Iteration 71, inertia 71248521298.01004\n",
      "Iteration 72, inertia 71248498744.27003\n",
      "Iteration 73, inertia 71248473223.88432\n",
      "Iteration 74, inertia 71248462107.06006\n",
      "Iteration 75, inertia 71248452143.67503\n",
      "Iteration 76, inertia 71248441406.59985\n",
      "Iteration 77, inertia 71248430529.89418\n",
      "Converged at iteration 77: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105731841415.0\n",
      "Iteration 1, inertia 75009335990.37785\n",
      "Iteration 2, inertia 73388579944.34573\n",
      "Iteration 3, inertia 72799897664.74225\n",
      "Iteration 4, inertia 72478378191.84004\n",
      "Iteration 5, inertia 72263095172.82819\n",
      "Iteration 6, inertia 72112678309.69716\n",
      "Iteration 7, inertia 72003376707.48428\n",
      "Iteration 8, inertia 71923236245.69513\n",
      "Iteration 9, inertia 71857573849.56462\n",
      "Iteration 10, inertia 71799500778.49234\n",
      "Iteration 11, inertia 71745657982.6578\n",
      "Iteration 12, inertia 71696255809.06125\n",
      "Iteration 13, inertia 71655820113.96193\n",
      "Iteration 14, inertia 71619249493.43655\n",
      "Iteration 15, inertia 71588162666.35971\n",
      "Iteration 16, inertia 71559704250.33078\n",
      "Iteration 17, inertia 71537148965.31433\n",
      "Iteration 18, inertia 71514062693.81088\n",
      "Iteration 19, inertia 71490354909.59747\n",
      "Iteration 20, inertia 71470381335.6499\n",
      "Iteration 21, inertia 71452473707.65776\n",
      "Iteration 22, inertia 71437145746.0967\n",
      "Iteration 23, inertia 71423286594.27106\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 24, inertia 71411433681.75078\n",
      "Iteration 25, inertia 71401292928.27353\n",
      "Iteration 26, inertia 71392069770.94559\n",
      "Iteration 27, inertia 71384062059.7968\n",
      "Iteration 28, inertia 71375246196.19362\n",
      "Iteration 29, inertia 71368738519.98352\n",
      "Iteration 30, inertia 71363108590.7544\n",
      "Iteration 31, inertia 71357071079.88431\n",
      "Iteration 32, inertia 71349460212.96342\n",
      "Iteration 33, inertia 71341505572.29446\n",
      "Iteration 34, inertia 71334885883.37633\n",
      "Iteration 35, inertia 71328733850.19228\n",
      "Iteration 36, inertia 71324913480.8864\n",
      "Iteration 37, inertia 71322438193.15845\n",
      "Iteration 38, inertia 71320316664.29002\n",
      "Iteration 39, inertia 71318548006.92316\n",
      "Iteration 40, inertia 71317135013.18271\n",
      "Iteration 41, inertia 71315631975.75113\n",
      "Iteration 42, inertia 71314440513.5999\n",
      "Iteration 43, inertia 71313203348.65277\n",
      "Iteration 44, inertia 71311996284.81062\n",
      "Iteration 45, inertia 71310682104.4098\n",
      "Iteration 46, inertia 71309430911.33978\n",
      "Iteration 47, inertia 71308132872.62756\n",
      "Iteration 48, inertia 71306983500.05113\n",
      "Iteration 49, inertia 71305986631.25009\n",
      "Iteration 50, inertia 71305288007.61052\n",
      "Iteration 51, inertia 71304726511.33383\n",
      "Iteration 52, inertia 71304243766.17162\n",
      "Iteration 53, inertia 71303952391.85329\n",
      "Iteration 54, inertia 71303727696.48694\n",
      "Iteration 55, inertia 71303572075.78578\n",
      "Iteration 56, inertia 71303290516.56104\n",
      "Iteration 57, inertia 71303105648.96866\n",
      "Iteration 58, inertia 71302982890.6948\n",
      "Iteration 59, inertia 71302917820.8294\n",
      "Iteration 60, inertia 71302884576.1664\n",
      "Iteration 61, inertia 71302849720.46013\n",
      "Iteration 62, inertia 71302824860.04527\n",
      "Iteration 63, inertia 71302811847.5287\n",
      "Iteration 64, inertia 71302806241.25894\n",
      "Iteration 65, inertia 71302779014.52126\n",
      "Iteration 66, inertia 71302767028.67497\n",
      "Iteration 67, inertia 71302748780.66957\n",
      "Iteration 68, inertia 71302730346.39165\n",
      "Iteration 69, inertia 71302711985.32407\n",
      "Converged at iteration 69: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 7864.57it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    3.9s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 200 \n",
      "  Threshold value :  1250 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105430585567.0\n",
      "Iteration 1, inertia 74597926122.31078\n",
      "Iteration 2, inertia 73095730761.67975\n",
      "Iteration 3, inertia 72503088191.4011\n",
      "Iteration 4, inertia 72180203509.03314\n",
      "Iteration 5, inertia 71980581090.39279\n",
      "Iteration 6, inertia 71846243909.15488\n",
      "Iteration 7, inertia 71743956075.83485\n",
      "Iteration 8, inertia 71666396866.32993\n",
      "Iteration 9, inertia 71614390619.54474\n",
      "Iteration 10, inertia 71573414050.59389\n",
      "Iteration 11, inertia 71539033923.84377\n",
      "Iteration 12, inertia 71511175662.1173\n",
      "Iteration 13, inertia 71486266072.44925\n",
      "Iteration 14, inertia 71467572786.40009\n",
      "Iteration 15, inertia 71452961205.6079\n",
      "Iteration 16, inertia 71441043839.40796\n",
      "Iteration 17, inertia 71430557340.23643\n",
      "Iteration 18, inertia 71421148084.02153\n",
      "Iteration 19, inertia 71410165877.7706\n",
      "Iteration 20, inertia 71399713060.75328\n",
      "Iteration 21, inertia 71389872146.63602\n",
      "Iteration 22, inertia 71380323847.24525\n",
      "Iteration 23, inertia 71371248628.88022\n",
      "Iteration 24, inertia 71363945274.09872\n",
      "Iteration 25, inertia 71355610785.16174\n",
      "Iteration 26, inertia 71347980204.86238\n",
      "Iteration 27, inertia 71341376874.96805\n",
      "Iteration 28, inertia 71334781207.39575\n",
      "Iteration 29, inertia 71327360155.02847\n",
      "Iteration 30, inertia 71319949461.23143\n",
      "Iteration 31, inertia 71311111780.94887\n",
      "Iteration 32, inertia 71304593832.93404\n",
      "Iteration 33, inertia 71298276117.7942\n",
      "Iteration 34, inertia 71292459768.005\n",
      "Iteration 35, inertia 71287363074.78493\n",
      "Iteration 36, inertia 71283179990.82289\n",
      "Iteration 37, inertia 71279018217.13728\n",
      "Iteration 38, inertia 71276129763.39973\n",
      "Iteration 39, inertia 71273681717.715\n",
      "Iteration 40, inertia 71271905973.0568\n",
      "Iteration 41, inertia 71270311094.1427\n",
      "Iteration 42, inertia 71268741136.02579\n",
      "Iteration 43, inertia 71267589939.03307\n",
      "Iteration 44, inertia 71266407796.00505\n",
      "Iteration 45, inertia 71265415905.81482\n",
      "Iteration 46, inertia 71264332811.50578\n",
      "Iteration 47, inertia 71263194782.65315\n",
      "Iteration 48, inertia 71261856484.50912\n",
      "Iteration 49, inertia 71259976953.14752\n",
      "Iteration 50, inertia 71257380048.53516\n",
      "Iteration 51, inertia 71253848267.29527\n",
      "Iteration 52, inertia 71250797490.44296\n",
      "Iteration 53, inertia 71247814877.56435\n",
      "Iteration 54, inertia 71245517495.00958\n",
      "Iteration 55, inertia 71243543583.10161\n",
      "Iteration 56, inertia 71242141130.86104\n",
      "Iteration 57, inertia 71241262672.77872\n",
      "Iteration 58, inertia 71240584305.117\n",
      "Iteration 59, inertia 71239701600.59564\n",
      "Iteration 60, inertia 71239053998.38004\n",
      "Iteration 61, inertia 71238584136.06454\n",
      "Iteration 62, inertia 71238012963.4949\n",
      "Iteration 63, inertia 71237339159.16884\n",
      "Iteration 64, inertia 71236871350.16269\n",
      "Iteration 65, inertia 71236536931.3635\n",
      "Iteration 66, inertia 71236323867.86069\n",
      "Iteration 67, inertia 71236189159.51086\n",
      "Iteration 68, inertia 71236083785.1795\n",
      "Iteration 69, inertia 71235993090.70868\n",
      "Iteration 70, inertia 71235922773.90646\n",
      "Iteration 71, inertia 71235745251.0657\n",
      "Iteration 72, inertia 71235401328.47769\n",
      "Iteration 73, inertia 71234829530.0115\n",
      "Iteration 74, inertia 71234181445.55965\n",
      "Iteration 75, inertia 71233500196.39783\n",
      "Iteration 76, inertia 71232875576.30775\n",
      "Iteration 77, inertia 71232383374.70781\n",
      "Iteration 78, inertia 71231976660.89218\n",
      "Iteration 79, inertia 71231695039.19194\n",
      "Iteration 80, inertia 71231451739.30804\n",
      "Iteration 81, inertia 71231222531.23624\n",
      "Iteration 82, inertia 71231061235.16315\n",
      "Iteration 83, inertia 71230904703.73141\n",
      "Iteration 84, inertia 71230713999.83464\n",
      "Iteration 85, inertia 71230573682.21826\n",
      "Iteration 86, inertia 71230360525.43715\n",
      "Iteration 87, inertia 71230137476.42181\n",
      "Iteration 88, inertia 71230057275.38937\n",
      "Iteration 89, inertia 71230005648.61823\n",
      "Iteration 90, inertia 71229945291.06555\n",
      "Iteration 91, inertia 71229911158.44505\n",
      "Iteration 92, inertia 71229875728.8884\n",
      "Iteration 93, inertia 71229846946.24615\n",
      "Iteration 94, inertia 71229842036.30533\n",
      "Converged at iteration 94: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105095057073.0\n",
      "Iteration 1, inertia 74679409775.36818\n",
      "Iteration 2, inertia 73250674180.22617\n",
      "Iteration 3, inertia 72711032864.42203\n",
      "Iteration 4, inertia 72407185367.07016\n",
      "Iteration 5, inertia 72211461115.87466\n",
      "Iteration 6, inertia 72068042303.80086\n",
      "Iteration 7, inertia 71957983033.35744\n",
      "Iteration 8, inertia 71867208508.65231\n",
      "Iteration 9, inertia 71783011753.06126\n",
      "Iteration 10, inertia 71713722075.46387\n",
      "Iteration 11, inertia 71660979083.57275\n",
      "Iteration 12, inertia 71620300613.44989\n",
      "Iteration 13, inertia 71578701313.20769\n",
      "Iteration 14, inertia 71541272795.09369\n",
      "Iteration 15, inertia 71512179545.01398\n",
      "Iteration 16, inertia 71488696765.4799\n",
      "Iteration 17, inertia 71467624519.84425\n",
      "Iteration 18, inertia 71448246984.52814\n",
      "Iteration 19, inertia 71431265771.50938\n",
      "Iteration 20, inertia 71416146817.00998\n",
      "Iteration 21, inertia 71402243718.41115\n",
      "Iteration 22, inertia 71388952145.4636\n",
      "Iteration 23, inertia 71377068556.91153\n",
      "Iteration 24, inertia 71367670820.25093\n",
      "Iteration 25, inertia 71359369361.59006\n",
      "Iteration 26, inertia 71351602187.6476\n",
      "Iteration 27, inertia 71343899785.7991\n",
      "Iteration 28, inertia 71337090159.76775\n",
      "Iteration 29, inertia 71330108694.6375\n",
      "Iteration 30, inertia 71322930433.1989\n",
      "Iteration 31, inertia 71315536509.65341\n",
      "Iteration 32, inertia 71308627864.1665\n",
      "Iteration 33, inertia 71302087606.83821\n",
      "Iteration 34, inertia 71297066126.33298\n",
      "Iteration 35, inertia 71291502732.89671\n",
      "Iteration 36, inertia 71286174537.89572\n",
      "Iteration 37, inertia 71281014470.64352\n",
      "Iteration 38, inertia 71276898504.94916\n",
      "Iteration 39, inertia 71273446324.97229\n",
      "Iteration 40, inertia 71270278815.79326\n",
      "Iteration 41, inertia 71267380284.37836\n",
      "Iteration 42, inertia 71264449712.15778\n",
      "Iteration 43, inertia 71261924814.91547\n",
      "Iteration 44, inertia 71259560501.10118\n",
      "Iteration 45, inertia 71257338766.47778\n",
      "Iteration 46, inertia 71255310183.28885\n",
      "Iteration 47, inertia 71252575631.30888\n",
      "Iteration 48, inertia 71250497408.78493\n",
      "Iteration 49, inertia 71248771524.82721\n",
      "Iteration 50, inertia 71246969057.56769\n",
      "Iteration 51, inertia 71245318666.71448\n",
      "Iteration 52, inertia 71243804957.49088\n",
      "Iteration 53, inertia 71241944003.65607\n",
      "Iteration 54, inertia 71240730655.55754\n",
      "Iteration 55, inertia 71239645159.14015\n",
      "Iteration 56, inertia 71238442901.37427\n",
      "Iteration 57, inertia 71237155531.50581\n",
      "Iteration 58, inertia 71235837272.07355\n",
      "Iteration 59, inertia 71234180848.02908\n",
      "Iteration 60, inertia 71232794599.84927\n",
      "Iteration 61, inertia 71231827775.65884\n",
      "Iteration 62, inertia 71231178758.429\n",
      "Iteration 63, inertia 71230709498.98181\n",
      "Iteration 64, inertia 71230294633.92294\n",
      "Iteration 65, inertia 71229712689.49046\n",
      "Iteration 66, inertia 71228914392.61319\n",
      "Iteration 67, inertia 71228336058.95345\n",
      "Iteration 68, inertia 71227785591.20578\n",
      "Iteration 69, inertia 71227298389.01794\n",
      "Iteration 70, inertia 71226732979.6036\n",
      "Iteration 71, inertia 71225831350.65355\n",
      "Iteration 72, inertia 71224384947.22626\n",
      "Iteration 73, inertia 71223068879.5341\n",
      "Iteration 74, inertia 71222215688.33118\n",
      "Iteration 75, inertia 71221220153.69003\n",
      "Iteration 76, inertia 71220071263.4421\n",
      "Iteration 77, inertia 71218648294.71371\n",
      "Iteration 78, inertia 71217235024.63179\n",
      "Iteration 79, inertia 71215960083.5129\n",
      "Iteration 80, inertia 71214743672.01912\n",
      "Iteration 81, inertia 71213641891.3595\n",
      "Iteration 82, inertia 71212102522.21603\n",
      "Iteration 83, inertia 71210342188.56863\n",
      "Iteration 84, inertia 71208555684.2432\n",
      "Iteration 85, inertia 71207263313.84848\n",
      "Iteration 86, inertia 71205731701.73264\n",
      "Iteration 87, inertia 71203934405.5812\n",
      "Iteration 88, inertia 71201899162.06781\n",
      "Iteration 89, inertia 71199952950.43289\n",
      "Iteration 90, inertia 71197962533.42938\n",
      "Iteration 91, inertia 71196328873.66629\n",
      "Iteration 92, inertia 71194326367.71747\n",
      "Iteration 93, inertia 71192683622.25479\n",
      "Iteration 94, inertia 71191056490.3744\n",
      "Iteration 95, inertia 71189533828.57794\n",
      "Iteration 96, inertia 71187759828.17245\n",
      "Iteration 97, inertia 71186557495.18301\n",
      "Iteration 98, inertia 71185428885.02711\n",
      "Iteration 99, inertia 71184706169.53938\n",
      "Iteration 100, inertia 71183990637.3073\n",
      "Iteration 101, inertia 71183168130.5073\n",
      "Iteration 102, inertia 71182751253.2012\n",
      "Iteration 103, inertia 71182445219.11751\n",
      "Iteration 104, inertia 71182126022.44865\n",
      "Iteration 105, inertia 71181919330.52611\n",
      "Iteration 106, inertia 71181758932.198\n",
      "Iteration 107, inertia 71181666395.41815\n",
      "Iteration 108, inertia 71181628563.79402\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 109, inertia 71181583863.68939\n",
      "Iteration 110, inertia 71181563033.49275\n",
      "Iteration 111, inertia 71181543437.14912\n",
      "Iteration 112, inertia 71181531267.59341\n",
      "Iteration 113, inertia 71181518533.03326\n",
      "Iteration 114, inertia 71181494758.53963\n",
      "Iteration 115, inertia 71181472878.28885\n",
      "Iteration 116, inertia 71181466564.92245\n",
      "Iteration 117, inertia 71181455307.53772\n",
      "Iteration 118, inertia 71181449615.31494\n",
      "Iteration 119, inertia 71181439505.35878\n",
      "Iteration 120, inertia 71181435591.5922\n",
      "Converged at iteration 120: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105447851389.0\n",
      "Iteration 1, inertia 74969824709.42368\n",
      "Iteration 2, inertia 73370707050.4259\n",
      "Iteration 3, inertia 72718326400.35825\n",
      "Iteration 4, inertia 72367490813.9895\n",
      "Iteration 5, inertia 72138977615.86821\n",
      "Iteration 6, inertia 71982722511.6362\n",
      "Iteration 7, inertia 71865644544.17758\n",
      "Iteration 8, inertia 71774699999.76918\n",
      "Iteration 9, inertia 71702876542.11876\n",
      "Iteration 10, inertia 71642081775.54263\n",
      "Iteration 11, inertia 71590668017.77133\n",
      "Iteration 12, inertia 71548870652.80995\n",
      "Iteration 13, inertia 71511192757.42209\n",
      "Iteration 14, inertia 71477300907.84686\n",
      "Iteration 15, inertia 71447515761.56685\n",
      "Iteration 16, inertia 71421494591.49747\n",
      "Iteration 17, inertia 71396839669.15425\n",
      "Iteration 18, inertia 71373680836.74962\n",
      "Iteration 19, inertia 71352356513.64757\n",
      "Iteration 20, inertia 71334117225.6864\n",
      "Iteration 21, inertia 71314688585.85014\n",
      "Iteration 22, inertia 71298238580.21725\n",
      "Iteration 23, inertia 71284531622.6612\n",
      "Iteration 24, inertia 71271534010.7751\n",
      "Iteration 25, inertia 71256705803.25896\n",
      "Iteration 26, inertia 71240679230.50696\n",
      "Iteration 27, inertia 71229028814.78491\n",
      "Iteration 28, inertia 71222401375.43713\n",
      "Iteration 29, inertia 71217164104.55908\n",
      "Iteration 30, inertia 71212300931.56285\n",
      "Iteration 31, inertia 71208205331.10687\n",
      "Iteration 32, inertia 71204945043.23956\n",
      "Iteration 33, inertia 71200867613.79295\n",
      "Iteration 34, inertia 71197173269.78716\n",
      "Iteration 35, inertia 71194043682.41301\n",
      "Iteration 36, inertia 71191328467.3686\n",
      "Iteration 37, inertia 71188571295.54008\n",
      "Iteration 38, inertia 71185409383.81415\n",
      "Iteration 39, inertia 71182404198.31972\n",
      "Iteration 40, inertia 71179484512.08101\n",
      "Iteration 41, inertia 71175722265.01068\n",
      "Iteration 42, inertia 71171799162.39532\n",
      "Iteration 43, inertia 71168293242.10397\n",
      "Iteration 44, inertia 71165111294.34387\n",
      "Iteration 45, inertia 71162129528.5349\n",
      "Iteration 46, inertia 71159384308.97243\n",
      "Iteration 47, inertia 71157273377.47287\n",
      "Iteration 48, inertia 71155506647.57173\n",
      "Iteration 49, inertia 71153387047.15372\n",
      "Iteration 50, inertia 71151238511.7732\n",
      "Iteration 51, inertia 71148758826.60632\n",
      "Iteration 52, inertia 71146033924.72478\n",
      "Iteration 53, inertia 71143563913.44348\n",
      "Iteration 54, inertia 71141084564.95354\n",
      "Iteration 55, inertia 71138452924.44093\n",
      "Iteration 56, inertia 71134745579.60542\n",
      "Iteration 57, inertia 71130347143.79991\n",
      "Iteration 58, inertia 71125597409.67297\n",
      "Iteration 59, inertia 71120505082.39394\n",
      "Iteration 60, inertia 71115844992.67497\n",
      "Iteration 61, inertia 71112089885.72624\n",
      "Iteration 62, inertia 71108396020.21931\n",
      "Iteration 63, inertia 71105186393.3705\n",
      "Iteration 64, inertia 71102881721.64194\n",
      "Iteration 65, inertia 71100501809.06468\n",
      "Iteration 66, inertia 71098633438.92987\n",
      "Iteration 67, inertia 71096947784.32991\n",
      "Iteration 68, inertia 71095582347.18085\n",
      "Iteration 69, inertia 71094277180.02159\n",
      "Iteration 70, inertia 71092905415.94086\n",
      "Iteration 71, inertia 71091591196.38551\n",
      "Iteration 72, inertia 71090371675.20506\n",
      "Iteration 73, inertia 71089481636.25327\n",
      "Iteration 74, inertia 71088881831.58095\n",
      "Iteration 75, inertia 71088285258.0314\n",
      "Iteration 76, inertia 71087611045.15128\n",
      "Iteration 77, inertia 71087004318.87338\n",
      "Iteration 78, inertia 71086388830.08469\n",
      "Iteration 79, inertia 71085594211.6985\n",
      "Iteration 80, inertia 71084523366.71722\n",
      "Iteration 81, inertia 71083570014.33058\n",
      "Iteration 82, inertia 71082292316.59337\n",
      "Iteration 83, inertia 71080821370.57281\n",
      "Iteration 84, inertia 71079333802.10493\n",
      "Iteration 85, inertia 71077655448.2893\n",
      "Iteration 86, inertia 71076027430.74286\n",
      "Iteration 87, inertia 71074762472.40053\n",
      "Iteration 88, inertia 71073674062.36044\n",
      "Iteration 89, inertia 71072807282.13795\n",
      "Iteration 90, inertia 71071858544.60056\n",
      "Iteration 91, inertia 71071400074.53906\n",
      "Iteration 92, inertia 71071067008.28703\n",
      "Iteration 93, inertia 71070908608.55481\n",
      "Iteration 94, inertia 71070767376.32133\n",
      "Iteration 95, inertia 71070699245.2146\n",
      "Iteration 96, inertia 71070595012.54617\n",
      "Iteration 97, inertia 71070534459.69432\n",
      "Iteration 98, inertia 71070508033.90343\n",
      "Iteration 99, inertia 71070501025.15009\n",
      "Iteration 100, inertia 71070489271.86803\n",
      "Iteration 101, inertia 71070479393.64336\n",
      "Iteration 102, inertia 71070456002.57027\n",
      "Iteration 103, inertia 71070442315.42258\n",
      "Iteration 104, inertia 71070431278.3195\n",
      "Iteration 105, inertia 71070416863.55885\n",
      "Iteration 106, inertia 71070405450.74614\n",
      "Iteration 107, inertia 71070393041.6966\n",
      "Iteration 108, inertia 71070365567.09602\n",
      "Iteration 109, inertia 71070345427.65451\n",
      "Iteration 110, inertia 71070323959.09201\n",
      "Iteration 111, inertia 71070318046.94048\n",
      "Iteration 112, inertia 71070306653.19368\n",
      "Iteration 113, inertia 71070296431.07545\n",
      "Iteration 114, inertia 71070278758.5102\n",
      "Iteration 115, inertia 71070246961.34206\n",
      "Iteration 116, inertia 71070225531.89224\n",
      "Iteration 117, inertia 71070199186.72885\n",
      "Iteration 118, inertia 71070193667.19028\n",
      "Iteration 119, inertia 71070184505.61249\n",
      "Iteration 120, inertia 71070170248.5123\n",
      "Iteration 121, inertia 71070154322.31314\n",
      "Iteration 122, inertia 71070109847.9962\n",
      "Iteration 123, inertia 71070091115.37785\n",
      "Iteration 124, inertia 71070055285.13684\n",
      "Iteration 125, inertia 71070024356.33572\n",
      "Iteration 126, inertia 71069994831.65953\n",
      "Iteration 127, inertia 71069968575.27518\n",
      "Iteration 128, inertia 71069938829.51631\n",
      "Iteration 129, inertia 71069879323.7631\n",
      "Iteration 130, inertia 71069873013.9163\n",
      "Iteration 131, inertia 71069858002.96825\n",
      "Converged at iteration 131: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105027037774.0\n",
      "Iteration 1, inertia 74691963109.59583\n",
      "Iteration 2, inertia 73237369388.68747\n",
      "Iteration 3, inertia 72709904835.5371\n",
      "Iteration 4, inertia 72410693188.87862\n",
      "Iteration 5, inertia 72209004371.60579\n",
      "Iteration 6, inertia 72062513622.22247\n",
      "Iteration 7, inertia 71951626801.39877\n",
      "Iteration 8, inertia 71863245225.98285\n",
      "Iteration 9, inertia 71793793744.93698\n",
      "Iteration 10, inertia 71738710185.61536\n",
      "Iteration 11, inertia 71691314041.2333\n",
      "Iteration 12, inertia 71650109104.3208\n",
      "Iteration 13, inertia 71613195017.72563\n",
      "Iteration 14, inertia 71578150083.4672\n",
      "Iteration 15, inertia 71547833905.92056\n",
      "Iteration 16, inertia 71521707949.948\n",
      "Iteration 17, inertia 71501634614.18025\n",
      "Iteration 18, inertia 71484197156.81853\n",
      "Iteration 19, inertia 71468118998.52373\n",
      "Iteration 20, inertia 71451386356.62473\n",
      "Iteration 21, inertia 71435597586.07622\n",
      "Iteration 22, inertia 71420387797.2173\n",
      "Iteration 23, inertia 71405979017.00787\n",
      "Iteration 24, inertia 71390713419.66267\n",
      "Iteration 25, inertia 71374500226.13672\n",
      "Iteration 26, inertia 71361497556.45958\n",
      "Iteration 27, inertia 71351299014.20518\n",
      "Iteration 28, inertia 71341726100.89192\n",
      "Iteration 29, inertia 71331893633.92628\n",
      "Iteration 30, inertia 71322107109.74995\n",
      "Iteration 31, inertia 71313007842.74165\n",
      "Iteration 32, inertia 71304809526.88644\n",
      "Iteration 33, inertia 71296816066.92126\n",
      "Iteration 34, inertia 71289463989.8519\n",
      "Iteration 35, inertia 71283258542.68474\n",
      "Iteration 36, inertia 71278086126.4335\n",
      "Iteration 37, inertia 71273137541.84152\n",
      "Iteration 38, inertia 71268238616.31015\n",
      "Iteration 39, inertia 71263128580.05984\n",
      "Iteration 40, inertia 71257755288.10387\n",
      "Iteration 41, inertia 71251433084.00858\n",
      "Iteration 42, inertia 71246047142.18268\n",
      "Iteration 43, inertia 71242140897.72089\n",
      "Iteration 44, inertia 71237679761.4226\n",
      "Iteration 45, inertia 71233322704.40111\n",
      "Iteration 46, inertia 71229271898.74817\n",
      "Iteration 47, inertia 71225734796.49846\n",
      "Iteration 48, inertia 71222294693.76222\n",
      "Iteration 49, inertia 71218887721.12985\n",
      "Iteration 50, inertia 71215959572.43857\n",
      "Iteration 51, inertia 71212700867.58939\n",
      "Iteration 52, inertia 71210265049.57405\n",
      "Iteration 53, inertia 71208241883.1539\n",
      "Iteration 54, inertia 71205993349.54912\n",
      "Iteration 55, inertia 71203596753.84029\n",
      "Iteration 56, inertia 71200746568.05174\n",
      "Iteration 57, inertia 71198298745.1533\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 58, inertia 71195930720.8058\n",
      "Iteration 59, inertia 71193675959.01997\n",
      "Iteration 60, inertia 71191272859.3064\n",
      "Iteration 61, inertia 71188948316.34091\n",
      "Iteration 62, inertia 71186762142.00076\n",
      "Iteration 63, inertia 71184642727.47562\n",
      "Iteration 64, inertia 71182312824.30925\n",
      "Iteration 65, inertia 71179324099.3491\n",
      "Iteration 66, inertia 71176469371.18489\n",
      "Iteration 67, inertia 71173839750.73924\n",
      "Iteration 68, inertia 71171125209.82918\n",
      "Iteration 69, inertia 71168504618.38788\n",
      "Iteration 70, inertia 71166601501.65524\n",
      "Iteration 71, inertia 71165234429.60165\n",
      "Iteration 72, inertia 71164193378.69847\n",
      "Iteration 73, inertia 71162943055.27739\n",
      "Iteration 74, inertia 71161201075.53247\n",
      "Iteration 75, inertia 71159915769.6867\n",
      "Iteration 76, inertia 71159136109.98218\n",
      "Iteration 77, inertia 71158565164.44217\n",
      "Iteration 78, inertia 71158223712.14386\n",
      "Iteration 79, inertia 71157821939.11371\n",
      "Iteration 80, inertia 71157354647.9437\n",
      "Iteration 81, inertia 71156961736.54053\n",
      "Iteration 82, inertia 71156635968.67972\n",
      "Iteration 83, inertia 71156387570.56084\n",
      "Iteration 84, inertia 71156245205.93822\n",
      "Iteration 85, inertia 71156106045.46686\n",
      "Iteration 86, inertia 71155997930.3597\n",
      "Iteration 87, inertia 71155856869.99605\n",
      "Iteration 88, inertia 71155606907.48212\n",
      "Iteration 89, inertia 71155370571.45337\n",
      "Iteration 90, inertia 71155177566.62206\n",
      "Iteration 91, inertia 71154957405.83911\n",
      "Iteration 92, inertia 71154751008.08055\n",
      "Iteration 93, inertia 71154429443.48521\n",
      "Iteration 94, inertia 71153930385.41359\n",
      "Iteration 95, inertia 71153299687.86249\n",
      "Iteration 96, inertia 71152860343.11377\n",
      "Iteration 97, inertia 71152475813.1737\n",
      "Iteration 98, inertia 71152204661.42656\n",
      "Iteration 99, inertia 71152021068.05731\n",
      "Iteration 100, inertia 71151816155.27626\n",
      "Iteration 101, inertia 71151562809.93875\n",
      "Iteration 102, inertia 71151329911.80664\n",
      "Iteration 103, inertia 71150990123.30002\n",
      "Iteration 104, inertia 71150648271.27066\n",
      "Iteration 105, inertia 71150363920.94354\n",
      "Iteration 106, inertia 71150017348.44655\n",
      "Iteration 107, inertia 71149680374.11313\n",
      "Iteration 108, inertia 71149252652.36853\n",
      "Iteration 109, inertia 71149039134.25473\n",
      "Iteration 110, inertia 71148969988.01897\n",
      "Iteration 111, inertia 71148885071.14684\n",
      "Iteration 112, inertia 71148776401.56131\n",
      "Iteration 113, inertia 71148651905.58633\n",
      "Iteration 114, inertia 71148563460.80872\n",
      "Iteration 115, inertia 71148525470.81827\n",
      "Iteration 116, inertia 71148499846.80734\n",
      "Iteration 117, inertia 71148487324.49895\n",
      "Iteration 118, inertia 71148466237.74515\n",
      "Iteration 119, inertia 71148440310.48126\n",
      "Iteration 120, inertia 71148424311.42046\n",
      "Iteration 121, inertia 71148393879.31886\n",
      "Iteration 122, inertia 71148340669.77818\n",
      "Iteration 123, inertia 71148303867.58856\n",
      "Iteration 124, inertia 71148260295.43466\n",
      "Iteration 125, inertia 71148182708.73857\n",
      "Iteration 126, inertia 71148055329.9176\n",
      "Iteration 127, inertia 71147923046.35378\n",
      "Iteration 128, inertia 71147792927.17578\n",
      "Iteration 129, inertia 71147753574.62436\n",
      "Iteration 130, inertia 71147744384.38284\n",
      "Converged at iteration 130: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105690947971.0\n",
      "Iteration 1, inertia 74647877789.34097\n",
      "Iteration 2, inertia 73127199967.43585\n",
      "Iteration 3, inertia 72575170715.50447\n",
      "Iteration 4, inertia 72266557525.42693\n",
      "Iteration 5, inertia 72059685395.26544\n",
      "Iteration 6, inertia 71919336574.48213\n",
      "Iteration 7, inertia 71821781298.64818\n",
      "Iteration 8, inertia 71750703522.7955\n",
      "Iteration 9, inertia 71692353819.79749\n",
      "Iteration 10, inertia 71643428211.99442\n",
      "Iteration 11, inertia 71598564063.50905\n",
      "Iteration 12, inertia 71562326194.17451\n",
      "Iteration 13, inertia 71530987857.45673\n",
      "Iteration 14, inertia 71502334283.1841\n",
      "Iteration 15, inertia 71477998341.61221\n",
      "Iteration 16, inertia 71456633367.08205\n",
      "Iteration 17, inertia 71433143121.64261\n",
      "Iteration 18, inertia 71407990562.179\n",
      "Iteration 19, inertia 71384420328.22913\n",
      "Iteration 20, inertia 71361614106.91803\n",
      "Iteration 21, inertia 71343825306.92\n",
      "Iteration 22, inertia 71325764283.15868\n",
      "Iteration 23, inertia 71309976916.61568\n",
      "Iteration 24, inertia 71297250209.29642\n",
      "Iteration 25, inertia 71287593926.20914\n",
      "Iteration 26, inertia 71278410761.44733\n",
      "Iteration 27, inertia 71270722974.67374\n",
      "Iteration 28, inertia 71264496737.34576\n",
      "Iteration 29, inertia 71258677222.56108\n",
      "Iteration 30, inertia 71253443630.0017\n",
      "Iteration 31, inertia 71248715203.49013\n",
      "Iteration 32, inertia 71244485038.10196\n",
      "Iteration 33, inertia 71240230982.73952\n",
      "Iteration 34, inertia 71236198708.0011\n",
      "Iteration 35, inertia 71232160503.16135\n",
      "Iteration 36, inertia 71228109287.17287\n",
      "Iteration 37, inertia 71224134453.74883\n",
      "Iteration 38, inertia 71220409658.26399\n",
      "Iteration 39, inertia 71216613303.56216\n",
      "Iteration 40, inertia 71213912129.83093\n",
      "Iteration 41, inertia 71211863523.0661\n",
      "Iteration 42, inertia 71208523885.49774\n",
      "Iteration 43, inertia 71205569970.95428\n",
      "Iteration 44, inertia 71202898631.30302\n",
      "Iteration 45, inertia 71200592392.56813\n",
      "Iteration 46, inertia 71198802089.441\n",
      "Iteration 47, inertia 71197568863.01874\n",
      "Iteration 48, inertia 71196697697.94803\n",
      "Iteration 49, inertia 71195829897.3854\n",
      "Iteration 50, inertia 71195077706.0531\n",
      "Iteration 51, inertia 71194414006.39398\n",
      "Iteration 52, inertia 71193465549.5072\n",
      "Iteration 53, inertia 71192592113.85791\n",
      "Iteration 54, inertia 71191748887.3211\n",
      "Iteration 55, inertia 71191097942.84624\n",
      "Iteration 56, inertia 71190736384.01495\n",
      "Iteration 57, inertia 71190514655.49895\n",
      "Iteration 58, inertia 71190100089.37381\n",
      "Iteration 59, inertia 71189577664.36511\n",
      "Iteration 60, inertia 71189086306.45093\n",
      "Iteration 61, inertia 71188435531.97192\n",
      "Iteration 62, inertia 71187773310.66283\n",
      "Iteration 63, inertia 71187154061.81958\n",
      "Iteration 64, inertia 71186667320.39407\n",
      "Iteration 65, inertia 71186206633.2184\n",
      "Iteration 66, inertia 71185692153.8031\n",
      "Iteration 67, inertia 71185284356.11914\n",
      "Iteration 68, inertia 71184882949.45363\n",
      "Iteration 69, inertia 71184615984.52335\n",
      "Iteration 70, inertia 71184510248.02382\n",
      "Iteration 71, inertia 71184442580.8594\n",
      "Iteration 72, inertia 71184380805.8163\n",
      "Iteration 73, inertia 71184339187.0445\n",
      "Iteration 74, inertia 71184306483.28957\n",
      "Iteration 75, inertia 71184250870.0776\n",
      "Iteration 76, inertia 71184090111.9193\n",
      "Iteration 77, inertia 71184018181.54807\n",
      "Iteration 78, inertia 71183927536.11398\n",
      "Iteration 79, inertia 71183806270.96098\n",
      "Iteration 80, inertia 71183580743.92168\n",
      "Iteration 81, inertia 71183143012.5492\n",
      "Iteration 82, inertia 71182796216.92186\n",
      "Iteration 83, inertia 71182225948.87453\n",
      "Iteration 84, inertia 71181625217.6964\n",
      "Iteration 85, inertia 71181114743.30559\n",
      "Iteration 86, inertia 71180845993.51012\n",
      "Iteration 87, inertia 71180672486.19522\n",
      "Iteration 88, inertia 71180571150.8045\n",
      "Iteration 89, inertia 71180493687.02718\n",
      "Iteration 90, inertia 71180284785.13416\n",
      "Iteration 91, inertia 71180181990.27194\n",
      "Iteration 92, inertia 71180170624.88939\n",
      "Converged at iteration 92: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 103788861679.0\n",
      "Iteration 1, inertia 74385672248.28203\n",
      "Iteration 2, inertia 73025509337.94203\n",
      "Iteration 3, inertia 72530724681.34428\n",
      "Iteration 4, inertia 72262601597.96725\n",
      "Iteration 5, inertia 72085430144.76581\n",
      "Iteration 6, inertia 71963314956.33904\n",
      "Iteration 7, inertia 71861339242.89993\n",
      "Iteration 8, inertia 71771521824.19759\n",
      "Iteration 9, inertia 71699058412.4888\n",
      "Iteration 10, inertia 71644521895.89984\n",
      "Iteration 11, inertia 71596745210.87813\n",
      "Iteration 12, inertia 71555588195.85799\n",
      "Iteration 13, inertia 71521476953.67946\n",
      "Iteration 14, inertia 71491755045.92305\n",
      "Iteration 15, inertia 71461243174.88533\n",
      "Iteration 16, inertia 71432876422.44614\n",
      "Iteration 17, inertia 71407424622.85715\n",
      "Iteration 18, inertia 71386471801.54512\n",
      "Iteration 19, inertia 71368794642.59383\n",
      "Iteration 20, inertia 71352213649.16264\n",
      "Iteration 21, inertia 71335863849.08224\n",
      "Iteration 22, inertia 71321901052.8358\n",
      "Iteration 23, inertia 71311923358.83913\n",
      "Iteration 24, inertia 71302538560.47733\n",
      "Iteration 25, inertia 71294515455.19327\n",
      "Iteration 26, inertia 71287127434.97961\n",
      "Iteration 27, inertia 71279371393.72244\n",
      "Iteration 28, inertia 71272706148.31155\n",
      "Iteration 29, inertia 71267647212.71378\n",
      "Iteration 30, inertia 71262579998.36371\n",
      "Iteration 31, inertia 71256454131.64449\n",
      "Iteration 32, inertia 71251267021.88347\n",
      "Iteration 33, inertia 71245744479.76071\n",
      "Iteration 34, inertia 71241019343.4476\n",
      "Iteration 35, inertia 71236717097.97832\n",
      "Iteration 36, inertia 71232467341.23091\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 37, inertia 71228080848.07625\n",
      "Iteration 38, inertia 71223281902.26584\n",
      "Iteration 39, inertia 71217279178.1787\n",
      "Iteration 40, inertia 71209056050.34738\n",
      "Iteration 41, inertia 71201725520.71422\n",
      "Iteration 42, inertia 71194103199.18745\n",
      "Iteration 43, inertia 71188814292.85745\n",
      "Iteration 44, inertia 71185487822.12968\n",
      "Iteration 45, inertia 71182868481.4939\n",
      "Iteration 46, inertia 71180078278.6546\n",
      "Iteration 47, inertia 71177435239.27348\n",
      "Iteration 48, inertia 71174976011.95546\n",
      "Iteration 49, inertia 71171858813.72762\n",
      "Iteration 50, inertia 71168512414.87299\n",
      "Iteration 51, inertia 71165061896.23283\n",
      "Iteration 52, inertia 71161876186.52805\n",
      "Iteration 53, inertia 71159213208.6503\n",
      "Iteration 54, inertia 71156718400.66827\n",
      "Iteration 55, inertia 71154462090.00677\n",
      "Iteration 56, inertia 71152287408.2409\n",
      "Iteration 57, inertia 71150693643.82834\n",
      "Iteration 58, inertia 71149475008.08575\n",
      "Iteration 59, inertia 71148352546.44928\n",
      "Iteration 60, inertia 71147165186.8506\n",
      "Iteration 61, inertia 71146003698.72664\n",
      "Iteration 62, inertia 71145071660.8856\n",
      "Iteration 63, inertia 71144129030.57436\n",
      "Iteration 64, inertia 71143296200.68428\n",
      "Iteration 65, inertia 71142454081.27753\n",
      "Iteration 66, inertia 71141720930.54344\n",
      "Iteration 67, inertia 71140901922.16246\n",
      "Iteration 68, inertia 71140015284.75462\n",
      "Iteration 69, inertia 71138890675.30174\n",
      "Iteration 70, inertia 71137820222.59047\n",
      "Iteration 71, inertia 71136394615.06555\n",
      "Iteration 72, inertia 71133607410.33519\n",
      "Iteration 73, inertia 71129993886.01242\n",
      "Iteration 74, inertia 71126707004.04108\n",
      "Iteration 75, inertia 71123882359.30597\n",
      "Iteration 76, inertia 71122116750.88928\n",
      "Iteration 77, inertia 71120227351.27563\n",
      "Iteration 78, inertia 71119076203.25565\n",
      "Iteration 79, inertia 71118093957.4047\n",
      "Iteration 80, inertia 71117394404.5375\n",
      "Iteration 81, inertia 71116793672.80447\n",
      "Iteration 82, inertia 71116260377.10721\n",
      "Iteration 83, inertia 71115749465.52681\n",
      "Iteration 84, inertia 71115235925.75256\n",
      "Iteration 85, inertia 71114868365.09358\n",
      "Iteration 86, inertia 71114525123.80312\n",
      "Iteration 87, inertia 71114306655.39583\n",
      "Iteration 88, inertia 71114026256.7053\n",
      "Iteration 89, inertia 71113763108.51514\n",
      "Iteration 90, inertia 71113346013.15678\n",
      "Iteration 91, inertia 71112916963.65352\n",
      "Iteration 92, inertia 71112623596.38165\n",
      "Iteration 93, inertia 71112343004.88475\n",
      "Iteration 94, inertia 71112203280.09201\n",
      "Iteration 95, inertia 71112047231.93198\n",
      "Iteration 96, inertia 71111867560.98756\n",
      "Iteration 97, inertia 71111706199.82144\n",
      "Iteration 98, inertia 71111505619.92809\n",
      "Iteration 99, inertia 71111366519.10011\n",
      "Iteration 100, inertia 71111186234.17816\n",
      "Iteration 101, inertia 71110871440.05382\n",
      "Iteration 102, inertia 71110570282.71587\n",
      "Iteration 103, inertia 71110233211.52185\n",
      "Iteration 104, inertia 71109869757.38805\n",
      "Iteration 105, inertia 71109358447.37971\n",
      "Iteration 106, inertia 71108706527.66937\n",
      "Iteration 107, inertia 71107979079.53165\n",
      "Iteration 108, inertia 71107500030.15077\n",
      "Iteration 109, inertia 71107004971.0942\n",
      "Iteration 110, inertia 71106622558.89604\n",
      "Iteration 111, inertia 71106288713.46725\n",
      "Iteration 112, inertia 71105946707.32487\n",
      "Iteration 113, inertia 71105528262.8316\n",
      "Iteration 114, inertia 71105086253.356\n",
      "Iteration 115, inertia 71104757556.78867\n",
      "Iteration 116, inertia 71104544682.99023\n",
      "Iteration 117, inertia 71104340849.90628\n",
      "Iteration 118, inertia 71104232688.62332\n",
      "Iteration 119, inertia 71104163314.26062\n",
      "Iteration 120, inertia 71104114617.887\n",
      "Iteration 121, inertia 71104020570.38034\n",
      "Iteration 122, inertia 71103900589.42583\n",
      "Iteration 123, inertia 71103802280.10007\n",
      "Iteration 124, inertia 71103732100.8661\n",
      "Iteration 125, inertia 71103679115.83702\n",
      "Iteration 126, inertia 71103661912.09665\n",
      "Iteration 127, inertia 71103654181.74225\n",
      "Iteration 128, inertia 71103645181.0126\n",
      "Converged at iteration 128: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 104484972856.0\n",
      "Iteration 1, inertia 74704973752.04631\n",
      "Iteration 2, inertia 73190963872.46582\n",
      "Iteration 3, inertia 72608195353.4176\n",
      "Iteration 4, inertia 72303664927.5741\n",
      "Iteration 5, inertia 72114184195.51457\n",
      "Iteration 6, inertia 71978024356.04066\n",
      "Iteration 7, inertia 71880225808.6495\n",
      "Iteration 8, inertia 71806864454.8301\n",
      "Iteration 9, inertia 71744320421.56012\n",
      "Iteration 10, inertia 71685173211.01894\n",
      "Iteration 11, inertia 71634700578.83846\n",
      "Iteration 12, inertia 71592696990.63432\n",
      "Iteration 13, inertia 71554339802.44708\n",
      "Iteration 14, inertia 71518983282.34549\n",
      "Iteration 15, inertia 71486048456.65193\n",
      "Iteration 16, inertia 71454327330.46786\n",
      "Iteration 17, inertia 71425412075.57706\n",
      "Iteration 18, inertia 71399049602.96324\n",
      "Iteration 19, inertia 71378050583.94505\n",
      "Iteration 20, inertia 71359704508.8176\n",
      "Iteration 21, inertia 71343327496.34233\n",
      "Iteration 22, inertia 71327517388.27335\n",
      "Iteration 23, inertia 71311712278.59311\n",
      "Iteration 24, inertia 71297731957.25552\n",
      "Iteration 25, inertia 71284568071.40523\n",
      "Iteration 26, inertia 71273150644.56\n",
      "Iteration 27, inertia 71262036866.72708\n",
      "Iteration 28, inertia 71249686393.1903\n",
      "Iteration 29, inertia 71238791577.46457\n",
      "Iteration 30, inertia 71231015569.20056\n",
      "Iteration 31, inertia 71224131875.15012\n",
      "Iteration 32, inertia 71218139018.4621\n",
      "Iteration 33, inertia 71213096063.00365\n",
      "Iteration 34, inertia 71208569883.80768\n",
      "Iteration 35, inertia 71204182828.66457\n",
      "Iteration 36, inertia 71200534554.88324\n",
      "Iteration 37, inertia 71197603659.79184\n",
      "Iteration 38, inertia 71194887771.45259\n",
      "Iteration 39, inertia 71192373615.7373\n",
      "Iteration 40, inertia 71190011036.78114\n",
      "Iteration 41, inertia 71186768390.85068\n",
      "Iteration 42, inertia 71183287802.97145\n",
      "Iteration 43, inertia 71180902903.08328\n",
      "Iteration 44, inertia 71178758422.00572\n",
      "Iteration 45, inertia 71176967014.37405\n",
      "Iteration 46, inertia 71175589441.62642\n",
      "Iteration 47, inertia 71173948117.58833\n",
      "Iteration 48, inertia 71172041462.77744\n",
      "Iteration 49, inertia 71170021341.13124\n",
      "Iteration 50, inertia 71167887841.69266\n",
      "Iteration 51, inertia 71165667310.0579\n",
      "Iteration 52, inertia 71163920069.62437\n",
      "Iteration 53, inertia 71162186584.57144\n",
      "Iteration 54, inertia 71160509291.56168\n",
      "Iteration 55, inertia 71159516221.80463\n",
      "Iteration 56, inertia 71158655079.51224\n",
      "Iteration 57, inertia 71157905468.31798\n",
      "Iteration 58, inertia 71157117815.54263\n",
      "Iteration 59, inertia 71156444762.1133\n",
      "Iteration 60, inertia 71155764972.41943\n",
      "Iteration 61, inertia 71155017855.91498\n",
      "Iteration 62, inertia 71154438902.24457\n",
      "Iteration 63, inertia 71153798845.13565\n",
      "Iteration 64, inertia 71153206489.04413\n",
      "Iteration 65, inertia 71152722697.54794\n",
      "Iteration 66, inertia 71152267154.04507\n",
      "Iteration 67, inertia 71151939921.21709\n",
      "Iteration 68, inertia 71151661219.69624\n",
      "Iteration 69, inertia 71151472234.96031\n",
      "Iteration 70, inertia 71151352220.733\n",
      "Iteration 71, inertia 71151131920.19257\n",
      "Iteration 72, inertia 71150959296.06995\n",
      "Iteration 73, inertia 71150800184.01682\n",
      "Iteration 74, inertia 71150665974.15895\n",
      "Iteration 75, inertia 71150536558.03687\n",
      "Iteration 76, inertia 71150412085.83852\n",
      "Iteration 77, inertia 71150281163.4908\n",
      "Iteration 78, inertia 71150128498.3488\n",
      "Iteration 79, inertia 71149987923.75511\n",
      "Iteration 80, inertia 71149833431.2468\n",
      "Iteration 81, inertia 71149727861.36679\n",
      "Iteration 82, inertia 71149647127.42203\n",
      "Iteration 83, inertia 71149605513.64651\n",
      "Iteration 84, inertia 71149533161.89883\n",
      "Iteration 85, inertia 71149459803.98161\n",
      "Iteration 86, inertia 71149419244.04129\n",
      "Iteration 87, inertia 71149389424.10458\n",
      "Iteration 88, inertia 71149378337.41675\n",
      "Converged at iteration 88: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 104967887653.0\n",
      "Iteration 1, inertia 74643461127.15407\n",
      "Iteration 2, inertia 73162212175.70854\n",
      "Iteration 3, inertia 72612152151.64543\n",
      "Iteration 4, inertia 72296138722.45065\n",
      "Iteration 5, inertia 72097822595.65936\n",
      "Iteration 6, inertia 71970040566.6688\n",
      "Iteration 7, inertia 71870928647.3774\n",
      "Iteration 8, inertia 71786118042.74802\n",
      "Iteration 9, inertia 71722084921.34131\n",
      "Iteration 10, inertia 71673181035.43234\n",
      "Iteration 11, inertia 71632820556.15776\n",
      "Iteration 12, inertia 71597181273.16824\n",
      "Iteration 13, inertia 71568695044.73401\n",
      "Iteration 14, inertia 71546173708.0037\n",
      "Iteration 15, inertia 71525756101.39476\n",
      "Iteration 16, inertia 71504857219.10812\n",
      "Iteration 17, inertia 71483552857.67888\n",
      "Iteration 18, inertia 71461626815.36185\n",
      "Iteration 19, inertia 71443360131.12817\n",
      "Iteration 20, inertia 71426405833.20341\n",
      "Iteration 21, inertia 71410222936.4107\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 22, inertia 71398057141.98747\n",
      "Iteration 23, inertia 71388666781.50119\n",
      "Iteration 24, inertia 71380727394.6872\n",
      "Iteration 25, inertia 71372637436.52399\n",
      "Iteration 26, inertia 71365668507.3177\n",
      "Iteration 27, inertia 71359021298.34654\n",
      "Iteration 28, inertia 71352667684.98195\n",
      "Iteration 29, inertia 71347001659.81223\n",
      "Iteration 30, inertia 71341844832.441\n",
      "Iteration 31, inertia 71336894451.38841\n",
      "Iteration 32, inertia 71331930861.08333\n",
      "Iteration 33, inertia 71326319627.12943\n",
      "Iteration 34, inertia 71320166297.40959\n",
      "Iteration 35, inertia 71313947107.72714\n",
      "Iteration 36, inertia 71307258777.86726\n",
      "Iteration 37, inertia 71300381330.80142\n",
      "Iteration 38, inertia 71294479201.92928\n",
      "Iteration 39, inertia 71289710744.2747\n",
      "Iteration 40, inertia 71285388183.02937\n",
      "Iteration 41, inertia 71281007082.88971\n",
      "Iteration 42, inertia 71276116703.37286\n",
      "Iteration 43, inertia 71271367339.48793\n",
      "Iteration 44, inertia 71266779218.986\n",
      "Iteration 45, inertia 71261611088.29437\n",
      "Iteration 46, inertia 71256483734.18077\n",
      "Iteration 47, inertia 71251482981.6323\n",
      "Iteration 48, inertia 71247200452.14183\n",
      "Iteration 49, inertia 71243363151.58983\n",
      "Iteration 50, inertia 71239215691.12563\n",
      "Iteration 51, inertia 71234985421.21568\n",
      "Iteration 52, inertia 71230534348.63751\n",
      "Iteration 53, inertia 71226147532.29993\n",
      "Iteration 54, inertia 71222630973.42093\n",
      "Iteration 55, inertia 71220372082.01689\n",
      "Iteration 56, inertia 71217683955.58632\n",
      "Iteration 57, inertia 71214641752.38712\n",
      "Iteration 58, inertia 71211944103.22278\n",
      "Iteration 59, inertia 71209192003.956\n",
      "Iteration 60, inertia 71206867743.80336\n",
      "Iteration 61, inertia 71204388766.2678\n",
      "Iteration 62, inertia 71202572155.6207\n",
      "Iteration 63, inertia 71200741040.23633\n",
      "Iteration 64, inertia 71199551566.96628\n",
      "Iteration 65, inertia 71198506933.79048\n",
      "Iteration 66, inertia 71197383570.42934\n",
      "Iteration 67, inertia 71196208430.99841\n",
      "Iteration 68, inertia 71195148931.0567\n",
      "Iteration 69, inertia 71194161297.04327\n",
      "Iteration 70, inertia 71192979481.83\n",
      "Iteration 71, inertia 71191655566.19904\n",
      "Iteration 72, inertia 71190284143.97331\n",
      "Iteration 73, inertia 71189181503.565\n",
      "Iteration 74, inertia 71188447985.5982\n",
      "Iteration 75, inertia 71187443833.67238\n",
      "Iteration 76, inertia 71186528492.93724\n",
      "Iteration 77, inertia 71185612402.25081\n",
      "Iteration 78, inertia 71184850764.90573\n",
      "Iteration 79, inertia 71184183336.51642\n",
      "Iteration 80, inertia 71183682086.19359\n",
      "Iteration 81, inertia 71183293722.31407\n",
      "Iteration 82, inertia 71182829116.85452\n",
      "Iteration 83, inertia 71182441094.77527\n",
      "Iteration 84, inertia 71181753106.92291\n",
      "Iteration 85, inertia 71181075087.33408\n",
      "Iteration 86, inertia 71180346487.8964\n",
      "Iteration 87, inertia 71179670828.59781\n",
      "Iteration 88, inertia 71179191903.36713\n",
      "Iteration 89, inertia 71178754835.49278\n",
      "Iteration 90, inertia 71178459801.58766\n",
      "Iteration 91, inertia 71178113138.2911\n",
      "Iteration 92, inertia 71177465643.59863\n",
      "Iteration 93, inertia 71176931532.19695\n",
      "Iteration 94, inertia 71176457896.50693\n",
      "Iteration 95, inertia 71175925632.90585\n",
      "Iteration 96, inertia 71175279677.80081\n",
      "Iteration 97, inertia 71174732327.43991\n",
      "Iteration 98, inertia 71173954502.4386\n",
      "Iteration 99, inertia 71173129112.30783\n",
      "Iteration 100, inertia 71172616848.564\n",
      "Iteration 101, inertia 71172157972.40231\n",
      "Iteration 102, inertia 71171432612.32295\n",
      "Iteration 103, inertia 71170850932.54921\n",
      "Iteration 104, inertia 71169853482.7144\n",
      "Iteration 105, inertia 71168986731.0305\n",
      "Iteration 106, inertia 71168551748.41095\n",
      "Iteration 107, inertia 71168011405.29697\n",
      "Iteration 108, inertia 71167432279.12117\n",
      "Iteration 109, inertia 71167271078.75131\n",
      "Iteration 110, inertia 71167029642.62703\n",
      "Iteration 111, inertia 71166911884.15436\n",
      "Iteration 112, inertia 71166842362.201\n",
      "Iteration 113, inertia 71166820097.24472\n",
      "Iteration 114, inertia 71166798353.76706\n",
      "Iteration 115, inertia 71166776433.1083\n",
      "Iteration 116, inertia 71166741504.65121\n",
      "Iteration 117, inertia 71166706846.33948\n",
      "Iteration 118, inertia 71166657869.61066\n",
      "Iteration 119, inertia 71166635005.12308\n",
      "Iteration 120, inertia 71166618642.80348\n",
      "Iteration 121, inertia 71166606113.146\n",
      "Converged at iteration 121: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105352689903.0\n",
      "Iteration 1, inertia 74941714774.47035\n",
      "Iteration 2, inertia 73525103130.84154\n",
      "Iteration 3, inertia 72911926668.0219\n",
      "Iteration 4, inertia 72563738968.27246\n",
      "Iteration 5, inertia 72354509269.33327\n",
      "Iteration 6, inertia 72209882446.06808\n",
      "Iteration 7, inertia 72097986671.41765\n",
      "Iteration 8, inertia 71991657390.84096\n",
      "Iteration 9, inertia 71896221330.46962\n",
      "Iteration 10, inertia 71820216977.33258\n",
      "Iteration 11, inertia 71755581558.62926\n",
      "Iteration 12, inertia 71702332960.7564\n",
      "Iteration 13, inertia 71657664478.1325\n",
      "Iteration 14, inertia 71616178142.42477\n",
      "Iteration 15, inertia 71580136726.19449\n",
      "Iteration 16, inertia 71551667832.89418\n",
      "Iteration 17, inertia 71525311294.23962\n",
      "Iteration 18, inertia 71503715545.11314\n",
      "Iteration 19, inertia 71483494263.29944\n",
      "Iteration 20, inertia 71464786323.268\n",
      "Iteration 21, inertia 71446573855.4282\n",
      "Iteration 22, inertia 71427873246.38968\n",
      "Iteration 23, inertia 71409840634.76875\n",
      "Iteration 24, inertia 71395354287.89522\n",
      "Iteration 25, inertia 71381479340.52844\n",
      "Iteration 26, inertia 71367064420.15623\n",
      "Iteration 27, inertia 71354088614.10622\n",
      "Iteration 28, inertia 71342004051.59586\n",
      "Iteration 29, inertia 71331582894.2576\n",
      "Iteration 30, inertia 71322412660.59741\n",
      "Iteration 31, inertia 71314750962.63425\n",
      "Iteration 32, inertia 71309135266.77863\n",
      "Iteration 33, inertia 71304596853.99678\n",
      "Iteration 34, inertia 71300136472.27562\n",
      "Iteration 35, inertia 71295802144.6569\n",
      "Iteration 36, inertia 71291967085.7149\n",
      "Iteration 37, inertia 71288031871.68646\n",
      "Iteration 38, inertia 71284341298.93188\n",
      "Iteration 39, inertia 71281205162.50882\n",
      "Iteration 40, inertia 71278776636.20663\n",
      "Iteration 41, inertia 71276680009.0195\n",
      "Iteration 42, inertia 71274547815.81326\n",
      "Iteration 43, inertia 71272691880.04393\n",
      "Iteration 44, inertia 71270905165.5068\n",
      "Iteration 45, inertia 71269207329.22226\n",
      "Iteration 46, inertia 71267378889.78827\n",
      "Iteration 47, inertia 71265596564.09537\n",
      "Iteration 48, inertia 71263457687.189\n",
      "Iteration 49, inertia 71261842377.9726\n",
      "Iteration 50, inertia 71260272463.77435\n",
      "Iteration 51, inertia 71259128349.18158\n",
      "Iteration 52, inertia 71257896925.60335\n",
      "Iteration 53, inertia 71256577959.76953\n",
      "Iteration 54, inertia 71255463173.37454\n",
      "Iteration 55, inertia 71254502462.85927\n",
      "Iteration 56, inertia 71253758872.50735\n",
      "Iteration 57, inertia 71253234549.38132\n",
      "Iteration 58, inertia 71252533574.829\n",
      "Iteration 59, inertia 71251966279.5992\n",
      "Iteration 60, inertia 71251445145.19221\n",
      "Iteration 61, inertia 71251051615.1437\n",
      "Iteration 62, inertia 71250535973.46045\n",
      "Iteration 63, inertia 71250052903.50146\n",
      "Iteration 64, inertia 71249669473.89949\n",
      "Iteration 65, inertia 71249267935.41606\n",
      "Iteration 66, inertia 71249001834.25375\n",
      "Iteration 67, inertia 71248768568.41573\n",
      "Iteration 68, inertia 71248547887.46768\n",
      "Iteration 69, inertia 71248539461.97975\n",
      "Iteration 70, inertia 71248532252.28026\n",
      "Iteration 71, inertia 71248521298.01004\n",
      "Iteration 72, inertia 71248498744.27003\n",
      "Iteration 73, inertia 71248473223.88432\n",
      "Iteration 74, inertia 71248462107.06004\n",
      "Iteration 75, inertia 71248452143.67503\n",
      "Iteration 76, inertia 71248441406.59985\n",
      "Iteration 77, inertia 71248430529.89418\n",
      "Converged at iteration 77: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105731841415.0\n",
      "Iteration 1, inertia 75009335990.37785\n",
      "Iteration 2, inertia 73388579944.34573\n",
      "Iteration 3, inertia 72799897664.74225\n",
      "Iteration 4, inertia 72478378191.84004\n",
      "Iteration 5, inertia 72263095172.82817\n",
      "Iteration 6, inertia 72112678309.69716\n",
      "Iteration 7, inertia 72003376707.4843\n",
      "Iteration 8, inertia 71923236245.69513\n",
      "Iteration 9, inertia 71857573849.56462\n",
      "Iteration 10, inertia 71799500778.49232\n",
      "Iteration 11, inertia 71745657982.6578\n",
      "Iteration 12, inertia 71696255809.06125\n",
      "Iteration 13, inertia 71655820113.96193\n",
      "Iteration 14, inertia 71619249493.43655\n",
      "Iteration 15, inertia 71588162666.35971\n",
      "Iteration 16, inertia 71559704250.33078\n",
      "Iteration 17, inertia 71537148965.31433\n",
      "Iteration 18, inertia 71514062693.81088\n",
      "Iteration 19, inertia 71490354909.59746\n",
      "Iteration 20, inertia 71470381335.6499\n",
      "Iteration 21, inertia 71452473707.65776\n",
      "Iteration 22, inertia 71437145746.0967\n",
      "Iteration 23, inertia 71423286594.27106\n",
      "Iteration 24, inertia 71411433681.75078\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 25, inertia 71401292928.27353\n",
      "Iteration 26, inertia 71392069770.94562\n",
      "Iteration 27, inertia 71384062059.79678\n",
      "Iteration 28, inertia 71375246196.19362\n",
      "Iteration 29, inertia 71368738519.98352\n",
      "Iteration 30, inertia 71363108590.7544\n",
      "Iteration 31, inertia 71357071079.8843\n",
      "Iteration 32, inertia 71349460212.96342\n",
      "Iteration 33, inertia 71341505572.29446\n",
      "Iteration 34, inertia 71334885883.37633\n",
      "Iteration 35, inertia 71328733850.19228\n",
      "Iteration 36, inertia 71324913480.8864\n",
      "Iteration 37, inertia 71322438193.15845\n",
      "Iteration 38, inertia 71320316664.29001\n",
      "Iteration 39, inertia 71318548006.92317\n",
      "Iteration 40, inertia 71317135013.18271\n",
      "Iteration 41, inertia 71315631975.75113\n",
      "Iteration 42, inertia 71314440513.59988\n",
      "Iteration 43, inertia 71313203348.65279\n",
      "Iteration 44, inertia 71311996284.81062\n",
      "Iteration 45, inertia 71310682104.4098\n",
      "Iteration 46, inertia 71309430911.33978\n",
      "Iteration 47, inertia 71308132872.62756\n",
      "Iteration 48, inertia 71306983500.05113\n",
      "Iteration 49, inertia 71305986631.2501\n",
      "Iteration 50, inertia 71305288007.61052\n",
      "Iteration 51, inertia 71304726511.33383\n",
      "Iteration 52, inertia 71304243766.1716\n",
      "Iteration 53, inertia 71303952391.85329\n",
      "Iteration 54, inertia 71303727696.48694\n",
      "Iteration 55, inertia 71303572075.78578\n",
      "Iteration 56, inertia 71303290516.56104\n",
      "Iteration 57, inertia 71303105648.96866\n",
      "Iteration 58, inertia 71302982890.6948\n",
      "Iteration 59, inertia 71302917820.8294\n",
      "Iteration 60, inertia 71302884576.1664\n",
      "Iteration 61, inertia 71302849720.46013\n",
      "Iteration 62, inertia 71302824860.04527\n",
      "Iteration 63, inertia 71302811847.5287\n",
      "Iteration 64, inertia 71302806241.25893\n",
      "Iteration 65, inertia 71302779014.52124\n",
      "Iteration 66, inertia 71302767028.67497\n",
      "Iteration 67, inertia 71302748780.66957\n",
      "Iteration 68, inertia 71302730346.39165\n",
      "Iteration 69, inertia 71302711985.32407\n",
      "Converged at iteration 69: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 8540.16it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    9.9s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 200 \n",
      "  Threshold value :  1500 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105430585567.0\n",
      "Iteration 1, inertia 74597926122.31078\n",
      "Iteration 2, inertia 73095730761.67975\n",
      "Iteration 3, inertia 72503088191.4011\n",
      "Iteration 4, inertia 72180203509.03314\n",
      "Iteration 5, inertia 71980581090.39279\n",
      "Iteration 6, inertia 71846243909.15489\n",
      "Iteration 7, inertia 71743956075.83485\n",
      "Iteration 8, inertia 71666396866.32993\n",
      "Iteration 9, inertia 71614390619.54474\n",
      "Iteration 10, inertia 71573414050.59389\n",
      "Iteration 11, inertia 71539033923.84377\n",
      "Iteration 12, inertia 71511175662.1173\n",
      "Iteration 13, inertia 71486266072.44925\n",
      "Iteration 14, inertia 71467572786.40009\n",
      "Iteration 15, inertia 71452961205.6079\n",
      "Iteration 16, inertia 71441043839.40796\n",
      "Iteration 17, inertia 71430557340.23642\n",
      "Iteration 18, inertia 71421148084.02153\n",
      "Iteration 19, inertia 71410165877.7706\n",
      "Iteration 20, inertia 71399713060.75328\n",
      "Iteration 21, inertia 71389872146.63603\n",
      "Iteration 22, inertia 71380323847.24525\n",
      "Iteration 23, inertia 71371248628.8802\n",
      "Iteration 24, inertia 71363945274.09872\n",
      "Iteration 25, inertia 71355610785.16174\n",
      "Iteration 26, inertia 71347980204.86238\n",
      "Iteration 27, inertia 71341376874.96805\n",
      "Iteration 28, inertia 71334781207.39574\n",
      "Iteration 29, inertia 71327360155.02846\n",
      "Iteration 30, inertia 71319949461.23143\n",
      "Iteration 31, inertia 71311111780.94887\n",
      "Iteration 32, inertia 71304593832.93404\n",
      "Iteration 33, inertia 71298276117.7942\n",
      "Iteration 34, inertia 71292459768.005\n",
      "Iteration 35, inertia 71287363074.78493\n",
      "Iteration 36, inertia 71283179990.8229\n",
      "Iteration 37, inertia 71279018217.13728\n",
      "Iteration 38, inertia 71276129763.39973\n",
      "Iteration 39, inertia 71273681717.715\n",
      "Iteration 40, inertia 71271905973.05681\n",
      "Iteration 41, inertia 71270311094.1427\n",
      "Iteration 42, inertia 71268741136.02579\n",
      "Iteration 43, inertia 71267589939.03307\n",
      "Iteration 44, inertia 71266407796.00505\n",
      "Iteration 45, inertia 71265415905.81482\n",
      "Iteration 46, inertia 71264332811.50578\n",
      "Iteration 47, inertia 71263194782.65317\n",
      "Iteration 48, inertia 71261856484.50912\n",
      "Iteration 49, inertia 71259976953.14752\n",
      "Iteration 50, inertia 71257380048.53516\n",
      "Iteration 51, inertia 71253848267.29527\n",
      "Iteration 52, inertia 71250797490.44296\n",
      "Iteration 53, inertia 71247814877.56435\n",
      "Iteration 54, inertia 71245517495.00958\n",
      "Iteration 55, inertia 71243543583.10161\n",
      "Iteration 56, inertia 71242141130.86105\n",
      "Iteration 57, inertia 71241262672.77872\n",
      "Iteration 58, inertia 71240584305.117\n",
      "Iteration 59, inertia 71239701600.59564\n",
      "Iteration 60, inertia 71239053998.38004\n",
      "Iteration 61, inertia 71238584136.06454\n",
      "Iteration 62, inertia 71238012963.4949\n",
      "Iteration 63, inertia 71237339159.16884\n",
      "Iteration 64, inertia 71236871350.16269\n",
      "Iteration 65, inertia 71236536931.3635\n",
      "Iteration 66, inertia 71236323867.86069\n",
      "Iteration 67, inertia 71236189159.51086\n",
      "Iteration 68, inertia 71236083785.1795\n",
      "Iteration 69, inertia 71235993090.70868\n",
      "Iteration 70, inertia 71235922773.90646\n",
      "Iteration 71, inertia 71235745251.06573\n",
      "Iteration 72, inertia 71235401328.47769\n",
      "Iteration 73, inertia 71234829530.0115\n",
      "Iteration 74, inertia 71234181445.55965\n",
      "Iteration 75, inertia 71233500196.39783\n",
      "Iteration 76, inertia 71232875576.30775\n",
      "Iteration 77, inertia 71232383374.70781\n",
      "Iteration 78, inertia 71231976660.89218\n",
      "Iteration 79, inertia 71231695039.19196\n",
      "Iteration 80, inertia 71231451739.30803\n",
      "Iteration 81, inertia 71231222531.23624\n",
      "Iteration 82, inertia 71231061235.16313\n",
      "Iteration 83, inertia 71230904703.73141\n",
      "Iteration 84, inertia 71230713999.83464\n",
      "Iteration 85, inertia 71230573682.21826\n",
      "Iteration 86, inertia 71230360525.43715\n",
      "Iteration 87, inertia 71230137476.42181\n",
      "Iteration 88, inertia 71230057275.38937\n",
      "Iteration 89, inertia 71230005648.61823\n",
      "Iteration 90, inertia 71229945291.06555\n",
      "Iteration 91, inertia 71229911158.44505\n",
      "Iteration 92, inertia 71229875728.8884\n",
      "Iteration 93, inertia 71229846946.24615\n",
      "Iteration 94, inertia 71229842036.30533\n",
      "Converged at iteration 94: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105095057073.0\n",
      "Iteration 1, inertia 74679409775.3682\n",
      "Iteration 2, inertia 73250674180.22617\n",
      "Iteration 3, inertia 72711032864.42204\n",
      "Iteration 4, inertia 72407185367.07016\n",
      "Iteration 5, inertia 72211461115.87466\n",
      "Iteration 6, inertia 72068042303.80086\n",
      "Iteration 7, inertia 71957983033.35742\n",
      "Iteration 8, inertia 71867208508.6523\n",
      "Iteration 9, inertia 71783011753.06128\n",
      "Iteration 10, inertia 71713722075.46387\n",
      "Iteration 11, inertia 71660979083.57275\n",
      "Iteration 12, inertia 71620300613.44989\n",
      "Iteration 13, inertia 71578701313.20767\n",
      "Iteration 14, inertia 71541272795.09369\n",
      "Iteration 15, inertia 71512179545.01398\n",
      "Iteration 16, inertia 71488696765.4799\n",
      "Iteration 17, inertia 71467624519.84425\n",
      "Iteration 18, inertia 71448246984.52814\n",
      "Iteration 19, inertia 71431265771.50938\n",
      "Iteration 20, inertia 71416146817.00998\n",
      "Iteration 21, inertia 71402243718.41115\n",
      "Iteration 22, inertia 71388952145.4636\n",
      "Iteration 23, inertia 71377068556.91153\n",
      "Iteration 24, inertia 71367670820.25093\n",
      "Iteration 25, inertia 71359369361.59006\n",
      "Iteration 26, inertia 71351602187.6476\n",
      "Iteration 27, inertia 71343899785.7991\n",
      "Iteration 28, inertia 71337090159.76775\n",
      "Iteration 29, inertia 71330108694.6375\n",
      "Iteration 30, inertia 71322930433.1989\n",
      "Iteration 31, inertia 71315536509.65341\n",
      "Iteration 32, inertia 71308627864.1665\n",
      "Iteration 33, inertia 71302087606.83821\n",
      "Iteration 34, inertia 71297066126.33298\n",
      "Iteration 35, inertia 71291502732.89671\n",
      "Iteration 36, inertia 71286174537.89572\n",
      "Iteration 37, inertia 71281014470.64352\n",
      "Iteration 38, inertia 71276898504.94916\n",
      "Iteration 39, inertia 71273446324.97229\n",
      "Iteration 40, inertia 71270278815.79326\n",
      "Iteration 41, inertia 71267380284.37836\n",
      "Iteration 42, inertia 71264449712.15778\n",
      "Iteration 43, inertia 71261924814.91547\n",
      "Iteration 44, inertia 71259560501.10118\n",
      "Iteration 45, inertia 71257338766.47778\n",
      "Iteration 46, inertia 71255310183.28885\n",
      "Iteration 47, inertia 71252575631.30888\n",
      "Iteration 48, inertia 71250497408.78493\n",
      "Iteration 49, inertia 71248771524.82721\n",
      "Iteration 50, inertia 71246969057.56769\n",
      "Iteration 51, inertia 71245318666.71448\n",
      "Iteration 52, inertia 71243804957.49088\n",
      "Iteration 53, inertia 71241944003.65607\n",
      "Iteration 54, inertia 71240730655.55754\n",
      "Iteration 55, inertia 71239645159.14015\n",
      "Iteration 56, inertia 71238442901.37425\n",
      "Iteration 57, inertia 71237155531.50581\n",
      "Iteration 58, inertia 71235837272.07356\n",
      "Iteration 59, inertia 71234180848.0291\n",
      "Iteration 60, inertia 71232794599.84927\n",
      "Iteration 61, inertia 71231827775.65884\n",
      "Iteration 62, inertia 71231178758.429\n",
      "Iteration 63, inertia 71230709498.98181\n",
      "Iteration 64, inertia 71230294633.92294\n",
      "Iteration 65, inertia 71229712689.49046\n",
      "Iteration 66, inertia 71228914392.61319\n",
      "Iteration 67, inertia 71228336058.95346\n",
      "Iteration 68, inertia 71227785591.20578\n",
      "Iteration 69, inertia 71227298389.01794\n",
      "Iteration 70, inertia 71226732979.6036\n",
      "Iteration 71, inertia 71225831350.65355\n",
      "Iteration 72, inertia 71224384947.22626\n",
      "Iteration 73, inertia 71223068879.5341\n",
      "Iteration 74, inertia 71222215688.33118\n",
      "Iteration 75, inertia 71221220153.69003\n",
      "Iteration 76, inertia 71220071263.44211\n",
      "Iteration 77, inertia 71218648294.71371\n",
      "Iteration 78, inertia 71217235024.63179\n",
      "Iteration 79, inertia 71215960083.51288\n",
      "Iteration 80, inertia 71214743672.01912\n",
      "Iteration 81, inertia 71213641891.35948\n",
      "Iteration 82, inertia 71212102522.21603\n",
      "Iteration 83, inertia 71210342188.56862\n",
      "Iteration 84, inertia 71208555684.2432\n",
      "Iteration 85, inertia 71207263313.84848\n",
      "Iteration 86, inertia 71205731701.73264\n",
      "Iteration 87, inertia 71203934405.5812\n",
      "Iteration 88, inertia 71201899162.06783\n",
      "Iteration 89, inertia 71199952950.43289\n",
      "Iteration 90, inertia 71197962533.42938\n",
      "Iteration 91, inertia 71196328873.66629\n",
      "Iteration 92, inertia 71194326367.71747\n",
      "Iteration 93, inertia 71192683622.25479\n",
      "Iteration 94, inertia 71191056490.3744\n",
      "Iteration 95, inertia 71189533828.57794\n",
      "Iteration 96, inertia 71187759828.17245\n",
      "Iteration 97, inertia 71186557495.18301\n",
      "Iteration 98, inertia 71185428885.02711\n",
      "Iteration 99, inertia 71184706169.53938\n",
      "Iteration 100, inertia 71183990637.3073\n",
      "Iteration 101, inertia 71183168130.50728\n",
      "Iteration 102, inertia 71182751253.2012\n",
      "Iteration 103, inertia 71182445219.11751\n",
      "Iteration 104, inertia 71182126022.44865\n",
      "Iteration 105, inertia 71181919330.52611\n",
      "Iteration 106, inertia 71181758932.198\n",
      "Iteration 107, inertia 71181666395.41817\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 108, inertia 71181628563.79402\n",
      "Iteration 109, inertia 71181583863.68939\n",
      "Iteration 110, inertia 71181563033.49275\n",
      "Iteration 111, inertia 71181543437.14912\n",
      "Iteration 112, inertia 71181531267.59341\n",
      "Iteration 113, inertia 71181518533.03326\n",
      "Iteration 114, inertia 71181494758.53963\n",
      "Iteration 115, inertia 71181472878.28885\n",
      "Iteration 116, inertia 71181466564.92245\n",
      "Iteration 117, inertia 71181455307.53772\n",
      "Iteration 118, inertia 71181449615.31493\n",
      "Iteration 119, inertia 71181439505.35878\n",
      "Iteration 120, inertia 71181435591.59218\n",
      "Converged at iteration 120: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105447851389.0\n",
      "Iteration 1, inertia 74969824709.42368\n",
      "Iteration 2, inertia 73370707050.4259\n",
      "Iteration 3, inertia 72718326400.35825\n",
      "Iteration 4, inertia 72367490813.9895\n",
      "Iteration 5, inertia 72138977615.86821\n",
      "Iteration 6, inertia 71982722511.6362\n",
      "Iteration 7, inertia 71865644544.17758\n",
      "Iteration 8, inertia 71774699999.76918\n",
      "Iteration 9, inertia 71702876542.11876\n",
      "Iteration 10, inertia 71642081775.54263\n",
      "Iteration 11, inertia 71590668017.77133\n",
      "Iteration 12, inertia 71548870652.80994\n",
      "Iteration 13, inertia 71511192757.42209\n",
      "Iteration 14, inertia 71477300907.84686\n",
      "Iteration 15, inertia 71447515761.56685\n",
      "Iteration 16, inertia 71421494591.49747\n",
      "Iteration 17, inertia 71396839669.15424\n",
      "Iteration 18, inertia 71373680836.74962\n",
      "Iteration 19, inertia 71352356513.64758\n",
      "Iteration 20, inertia 71334117225.6864\n",
      "Iteration 21, inertia 71314688585.85014\n",
      "Iteration 22, inertia 71298238580.21725\n",
      "Iteration 23, inertia 71284531622.6612\n",
      "Iteration 24, inertia 71271534010.7751\n",
      "Iteration 25, inertia 71256705803.25896\n",
      "Iteration 26, inertia 71240679230.50696\n",
      "Iteration 27, inertia 71229028814.78491\n",
      "Iteration 28, inertia 71222401375.43713\n",
      "Iteration 29, inertia 71217164104.55907\n",
      "Iteration 30, inertia 71212300931.56284\n",
      "Iteration 31, inertia 71208205331.10687\n",
      "Iteration 32, inertia 71204945043.23956\n",
      "Iteration 33, inertia 71200867613.79295\n",
      "Iteration 34, inertia 71197173269.78716\n",
      "Iteration 35, inertia 71194043682.413\n",
      "Iteration 36, inertia 71191328467.3686\n",
      "Iteration 37, inertia 71188571295.54008\n",
      "Iteration 38, inertia 71185409383.81416\n",
      "Iteration 39, inertia 71182404198.31972\n",
      "Iteration 40, inertia 71179484512.08101\n",
      "Iteration 41, inertia 71175722265.01068\n",
      "Iteration 42, inertia 71171799162.39532\n",
      "Iteration 43, inertia 71168293242.10397\n",
      "Iteration 44, inertia 71165111294.34387\n",
      "Iteration 45, inertia 71162129528.53488\n",
      "Iteration 46, inertia 71159384308.97243\n",
      "Iteration 47, inertia 71157273377.47287\n",
      "Iteration 48, inertia 71155506647.57173\n",
      "Iteration 49, inertia 71153387047.15372\n",
      "Iteration 50, inertia 71151238511.7732\n",
      "Iteration 51, inertia 71148758826.60632\n",
      "Iteration 52, inertia 71146033924.72478\n",
      "Iteration 53, inertia 71143563913.44348\n",
      "Iteration 54, inertia 71141084564.95354\n",
      "Iteration 55, inertia 71138452924.44093\n",
      "Iteration 56, inertia 71134745579.60542\n",
      "Iteration 57, inertia 71130347143.79991\n",
      "Iteration 58, inertia 71125597409.67297\n",
      "Iteration 59, inertia 71120505082.39394\n",
      "Iteration 60, inertia 71115844992.675\n",
      "Iteration 61, inertia 71112089885.72624\n",
      "Iteration 62, inertia 71108396020.21928\n",
      "Iteration 63, inertia 71105186393.3705\n",
      "Iteration 64, inertia 71102881721.64192\n",
      "Iteration 65, inertia 71100501809.06468\n",
      "Iteration 66, inertia 71098633438.92987\n",
      "Iteration 67, inertia 71096947784.32991\n",
      "Iteration 68, inertia 71095582347.18085\n",
      "Iteration 69, inertia 71094277180.02159\n",
      "Iteration 70, inertia 71092905415.94086\n",
      "Iteration 71, inertia 71091591196.38551\n",
      "Iteration 72, inertia 71090371675.20506\n",
      "Iteration 73, inertia 71089481636.25327\n",
      "Iteration 74, inertia 71088881831.58096\n",
      "Iteration 75, inertia 71088285258.0314\n",
      "Iteration 76, inertia 71087611045.15128\n",
      "Iteration 77, inertia 71087004318.87338\n",
      "Iteration 78, inertia 71086388830.08469\n",
      "Iteration 79, inertia 71085594211.6985\n",
      "Iteration 80, inertia 71084523366.71722\n",
      "Iteration 81, inertia 71083570014.33058\n",
      "Iteration 82, inertia 71082292316.59337\n",
      "Iteration 83, inertia 71080821370.57281\n",
      "Iteration 84, inertia 71079333802.10493\n",
      "Iteration 85, inertia 71077655448.2893\n",
      "Iteration 86, inertia 71076027430.74286\n",
      "Iteration 87, inertia 71074762472.40053\n",
      "Iteration 88, inertia 71073674062.36044\n",
      "Iteration 89, inertia 71072807282.13795\n",
      "Iteration 90, inertia 71071858544.60056\n",
      "Iteration 91, inertia 71071400074.53906\n",
      "Iteration 92, inertia 71071067008.28703\n",
      "Iteration 93, inertia 71070908608.55481\n",
      "Iteration 94, inertia 71070767376.32133\n",
      "Iteration 95, inertia 71070699245.2146\n",
      "Iteration 96, inertia 71070595012.54617\n",
      "Iteration 97, inertia 71070534459.69432\n",
      "Iteration 98, inertia 71070508033.90343\n",
      "Iteration 99, inertia 71070501025.15009\n",
      "Iteration 100, inertia 71070489271.86803\n",
      "Iteration 101, inertia 71070479393.64336\n",
      "Iteration 102, inertia 71070456002.57027\n",
      "Iteration 103, inertia 71070442315.42258\n",
      "Iteration 104, inertia 71070431278.3195\n",
      "Iteration 105, inertia 71070416863.55885\n",
      "Iteration 106, inertia 71070405450.74615\n",
      "Iteration 107, inertia 71070393041.6966\n",
      "Iteration 108, inertia 71070365567.09602\n",
      "Iteration 109, inertia 71070345427.65451\n",
      "Iteration 110, inertia 71070323959.09201\n",
      "Iteration 111, inertia 71070318046.94048\n",
      "Iteration 112, inertia 71070306653.19368\n",
      "Iteration 113, inertia 71070296431.07545\n",
      "Iteration 114, inertia 71070278758.5102\n",
      "Iteration 115, inertia 71070246961.34207\n",
      "Iteration 116, inertia 71070225531.89223\n",
      "Iteration 117, inertia 71070199186.72887\n",
      "Iteration 118, inertia 71070193667.19028\n",
      "Iteration 119, inertia 71070184505.61249\n",
      "Iteration 120, inertia 71070170248.5123\n",
      "Iteration 121, inertia 71070154322.31313\n",
      "Iteration 122, inertia 71070109847.9962\n",
      "Iteration 123, inertia 71070091115.37785\n",
      "Iteration 124, inertia 71070055285.13683\n",
      "Iteration 125, inertia 71070024356.33574\n",
      "Iteration 126, inertia 71069994831.65953\n",
      "Iteration 127, inertia 71069968575.27518\n",
      "Iteration 128, inertia 71069938829.51631\n",
      "Iteration 129, inertia 71069879323.7631\n",
      "Iteration 130, inertia 71069873013.9163\n",
      "Iteration 131, inertia 71069858002.96825\n",
      "Converged at iteration 131: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105027037774.0\n",
      "Iteration 1, inertia 74691963109.59583\n",
      "Iteration 2, inertia 73237369388.68747\n",
      "Iteration 3, inertia 72709904835.5371\n",
      "Iteration 4, inertia 72410693188.87863\n",
      "Iteration 5, inertia 72209004371.60579\n",
      "Iteration 6, inertia 72062513622.22247\n",
      "Iteration 7, inertia 71951626801.39877\n",
      "Iteration 8, inertia 71863245225.98285\n",
      "Iteration 9, inertia 71793793744.93698\n",
      "Iteration 10, inertia 71738710185.61536\n",
      "Iteration 11, inertia 71691314041.2333\n",
      "Iteration 12, inertia 71650109104.3208\n",
      "Iteration 13, inertia 71613195017.72563\n",
      "Iteration 14, inertia 71578150083.4672\n",
      "Iteration 15, inertia 71547833905.92056\n",
      "Iteration 16, inertia 71521707949.94801\n",
      "Iteration 17, inertia 71501634614.18025\n",
      "Iteration 18, inertia 71484197156.81853\n",
      "Iteration 19, inertia 71468118998.52373\n",
      "Iteration 20, inertia 71451386356.62473\n",
      "Iteration 21, inertia 71435597586.07622\n",
      "Iteration 22, inertia 71420387797.2173\n",
      "Iteration 23, inertia 71405979017.00787\n",
      "Iteration 24, inertia 71390713419.66267\n",
      "Iteration 25, inertia 71374500226.13672\n",
      "Iteration 26, inertia 71361497556.45958\n",
      "Iteration 27, inertia 71351299014.20518\n",
      "Iteration 28, inertia 71341726100.89192\n",
      "Iteration 29, inertia 71331893633.9263\n",
      "Iteration 30, inertia 71322107109.74995\n",
      "Iteration 31, inertia 71313007842.74165\n",
      "Iteration 32, inertia 71304809526.88643\n",
      "Iteration 33, inertia 71296816066.92126\n",
      "Iteration 34, inertia 71289463989.8519\n",
      "Iteration 35, inertia 71283258542.68472\n",
      "Iteration 36, inertia 71278086126.4335\n",
      "Iteration 37, inertia 71273137541.84152\n",
      "Iteration 38, inertia 71268238616.31015\n",
      "Iteration 39, inertia 71263128580.05984\n",
      "Iteration 40, inertia 71257755288.10387\n",
      "Iteration 41, inertia 71251433084.00858\n",
      "Iteration 42, inertia 71246047142.18268\n",
      "Iteration 43, inertia 71242140897.72089\n",
      "Iteration 44, inertia 71237679761.4226\n",
      "Iteration 45, inertia 71233322704.40111\n",
      "Iteration 46, inertia 71229271898.74817\n",
      "Iteration 47, inertia 71225734796.49846\n",
      "Iteration 48, inertia 71222294693.76222\n",
      "Iteration 49, inertia 71218887721.12985\n",
      "Iteration 50, inertia 71215959572.43858\n",
      "Iteration 51, inertia 71212700867.58939\n",
      "Iteration 52, inertia 71210265049.57407\n",
      "Iteration 53, inertia 71208241883.1539\n",
      "Iteration 54, inertia 71205993349.54912\n",
      "Iteration 55, inertia 71203596753.84027\n",
      "Iteration 56, inertia 71200746568.05174\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 57, inertia 71198298745.15332\n",
      "Iteration 58, inertia 71195930720.8058\n",
      "Iteration 59, inertia 71193675959.01997\n",
      "Iteration 60, inertia 71191272859.3064\n",
      "Iteration 61, inertia 71188948316.34091\n",
      "Iteration 62, inertia 71186762142.00076\n",
      "Iteration 63, inertia 71184642727.47562\n",
      "Iteration 64, inertia 71182312824.30927\n",
      "Iteration 65, inertia 71179324099.3491\n",
      "Iteration 66, inertia 71176469371.18489\n",
      "Iteration 67, inertia 71173839750.73924\n",
      "Iteration 68, inertia 71171125209.82918\n",
      "Iteration 69, inertia 71168504618.38788\n",
      "Iteration 70, inertia 71166601501.65524\n",
      "Iteration 71, inertia 71165234429.60165\n",
      "Iteration 72, inertia 71164193378.69847\n",
      "Iteration 73, inertia 71162943055.27739\n",
      "Iteration 74, inertia 71161201075.53247\n",
      "Iteration 75, inertia 71159915769.6867\n",
      "Iteration 76, inertia 71159136109.98218\n",
      "Iteration 77, inertia 71158565164.44215\n",
      "Iteration 78, inertia 71158223712.14386\n",
      "Iteration 79, inertia 71157821939.11371\n",
      "Iteration 80, inertia 71157354647.9437\n",
      "Iteration 81, inertia 71156961736.54051\n",
      "Iteration 82, inertia 71156635968.67972\n",
      "Iteration 83, inertia 71156387570.56084\n",
      "Iteration 84, inertia 71156245205.93822\n",
      "Iteration 85, inertia 71156106045.46686\n",
      "Iteration 86, inertia 71155997930.3597\n",
      "Iteration 87, inertia 71155856869.99605\n",
      "Iteration 88, inertia 71155606907.48212\n",
      "Iteration 89, inertia 71155370571.45337\n",
      "Iteration 90, inertia 71155177566.62204\n",
      "Iteration 91, inertia 71154957405.83911\n",
      "Iteration 92, inertia 71154751008.08054\n",
      "Iteration 93, inertia 71154429443.48523\n",
      "Iteration 94, inertia 71153930385.41359\n",
      "Iteration 95, inertia 71153299687.86249\n",
      "Iteration 96, inertia 71152860343.11378\n",
      "Iteration 97, inertia 71152475813.1737\n",
      "Iteration 98, inertia 71152204661.42656\n",
      "Iteration 99, inertia 71152021068.0573\n",
      "Iteration 100, inertia 71151816155.27626\n",
      "Iteration 101, inertia 71151562809.93875\n",
      "Iteration 102, inertia 71151329911.80664\n",
      "Iteration 103, inertia 71150990123.30002\n",
      "Iteration 104, inertia 71150648271.27065\n",
      "Iteration 105, inertia 71150363920.94354\n",
      "Iteration 106, inertia 71150017348.44655\n",
      "Iteration 107, inertia 71149680374.11313\n",
      "Iteration 108, inertia 71149252652.36853\n",
      "Iteration 109, inertia 71149039134.25473\n",
      "Iteration 110, inertia 71148969988.01897\n",
      "Iteration 111, inertia 71148885071.14684\n",
      "Iteration 112, inertia 71148776401.56131\n",
      "Iteration 113, inertia 71148651905.58633\n",
      "Iteration 114, inertia 71148563460.8087\n",
      "Iteration 115, inertia 71148525470.81827\n",
      "Iteration 116, inertia 71148499846.80734\n",
      "Iteration 117, inertia 71148487324.49893\n",
      "Iteration 118, inertia 71148466237.74515\n",
      "Iteration 119, inertia 71148440310.48126\n",
      "Iteration 120, inertia 71148424311.42046\n",
      "Iteration 121, inertia 71148393879.31886\n",
      "Iteration 122, inertia 71148340669.77818\n",
      "Iteration 123, inertia 71148303867.58856\n",
      "Iteration 124, inertia 71148260295.43466\n",
      "Iteration 125, inertia 71148182708.73857\n",
      "Iteration 126, inertia 71148055329.9176\n",
      "Iteration 127, inertia 71147923046.35378\n",
      "Iteration 128, inertia 71147792927.17578\n",
      "Iteration 129, inertia 71147753574.62436\n",
      "Iteration 130, inertia 71147744384.38284\n",
      "Converged at iteration 130: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105690947971.0\n",
      "Iteration 1, inertia 74647877789.34097\n",
      "Iteration 2, inertia 73127199967.43585\n",
      "Iteration 3, inertia 72575170715.50447\n",
      "Iteration 4, inertia 72266557525.42693\n",
      "Iteration 5, inertia 72059685395.26544\n",
      "Iteration 6, inertia 71919336574.48213\n",
      "Iteration 7, inertia 71821781298.6482\n",
      "Iteration 8, inertia 71750703522.79552\n",
      "Iteration 9, inertia 71692353819.79749\n",
      "Iteration 10, inertia 71643428211.99443\n",
      "Iteration 11, inertia 71598564063.50905\n",
      "Iteration 12, inertia 71562326194.17451\n",
      "Iteration 13, inertia 71530987857.45673\n",
      "Iteration 14, inertia 71502334283.1841\n",
      "Iteration 15, inertia 71477998341.61221\n",
      "Iteration 16, inertia 71456633367.08205\n",
      "Iteration 17, inertia 71433143121.64261\n",
      "Iteration 18, inertia 71407990562.179\n",
      "Iteration 19, inertia 71384420328.22913\n",
      "Iteration 20, inertia 71361614106.91803\n",
      "Iteration 21, inertia 71343825306.92\n",
      "Iteration 22, inertia 71325764283.15868\n",
      "Iteration 23, inertia 71309976916.61568\n",
      "Iteration 24, inertia 71297250209.29642\n",
      "Iteration 25, inertia 71287593926.20914\n",
      "Iteration 26, inertia 71278410761.44733\n",
      "Iteration 27, inertia 71270722974.67374\n",
      "Iteration 28, inertia 71264496737.34576\n",
      "Iteration 29, inertia 71258677222.56108\n",
      "Iteration 30, inertia 71253443630.0017\n",
      "Iteration 31, inertia 71248715203.49013\n",
      "Iteration 32, inertia 71244485038.10196\n",
      "Iteration 33, inertia 71240230982.73952\n",
      "Iteration 34, inertia 71236198708.00111\n",
      "Iteration 35, inertia 71232160503.16135\n",
      "Iteration 36, inertia 71228109287.17287\n",
      "Iteration 37, inertia 71224134453.74883\n",
      "Iteration 38, inertia 71220409658.26399\n",
      "Iteration 39, inertia 71216613303.56216\n",
      "Iteration 40, inertia 71213912129.83093\n",
      "Iteration 41, inertia 71211863523.06612\n",
      "Iteration 42, inertia 71208523885.49774\n",
      "Iteration 43, inertia 71205569970.95428\n",
      "Iteration 44, inertia 71202898631.30302\n",
      "Iteration 45, inertia 71200592392.56813\n",
      "Iteration 46, inertia 71198802089.441\n",
      "Iteration 47, inertia 71197568863.01874\n",
      "Iteration 48, inertia 71196697697.94803\n",
      "Iteration 49, inertia 71195829897.3854\n",
      "Iteration 50, inertia 71195077706.0531\n",
      "Iteration 51, inertia 71194414006.39398\n",
      "Iteration 52, inertia 71193465549.5072\n",
      "Iteration 53, inertia 71192592113.85793\n",
      "Iteration 54, inertia 71191748887.32112\n",
      "Iteration 55, inertia 71191097942.84624\n",
      "Iteration 56, inertia 71190736384.01495\n",
      "Iteration 57, inertia 71190514655.49895\n",
      "Iteration 58, inertia 71190100089.37381\n",
      "Iteration 59, inertia 71189577664.36511\n",
      "Iteration 60, inertia 71189086306.45093\n",
      "Iteration 61, inertia 71188435531.97192\n",
      "Iteration 62, inertia 71187773310.66283\n",
      "Iteration 63, inertia 71187154061.81958\n",
      "Iteration 64, inertia 71186667320.39407\n",
      "Iteration 65, inertia 71186206633.2184\n",
      "Iteration 66, inertia 71185692153.8031\n",
      "Iteration 67, inertia 71185284356.11916\n",
      "Iteration 68, inertia 71184882949.45364\n",
      "Iteration 69, inertia 71184615984.52336\n",
      "Iteration 70, inertia 71184510248.02382\n",
      "Iteration 71, inertia 71184442580.8594\n",
      "Iteration 72, inertia 71184380805.8163\n",
      "Iteration 73, inertia 71184339187.0445\n",
      "Iteration 74, inertia 71184306483.28957\n",
      "Iteration 75, inertia 71184250870.0776\n",
      "Iteration 76, inertia 71184090111.9193\n",
      "Iteration 77, inertia 71184018181.54805\n",
      "Iteration 78, inertia 71183927536.11398\n",
      "Iteration 79, inertia 71183806270.96098\n",
      "Iteration 80, inertia 71183580743.92168\n",
      "Iteration 81, inertia 71183143012.5492\n",
      "Iteration 82, inertia 71182796216.92186\n",
      "Iteration 83, inertia 71182225948.87451\n",
      "Iteration 84, inertia 71181625217.6964\n",
      "Iteration 85, inertia 71181114743.30559\n",
      "Iteration 86, inertia 71180845993.51012\n",
      "Iteration 87, inertia 71180672486.19522\n",
      "Iteration 88, inertia 71180571150.8045\n",
      "Iteration 89, inertia 71180493687.02718\n",
      "Iteration 90, inertia 71180284785.13414\n",
      "Iteration 91, inertia 71180181990.27194\n",
      "Iteration 92, inertia 71180170624.88939\n",
      "Converged at iteration 92: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 103788861679.0\n",
      "Iteration 1, inertia 74385672248.28203\n",
      "Iteration 2, inertia 73025509337.94203\n",
      "Iteration 3, inertia 72530724681.34428\n",
      "Iteration 4, inertia 72262601597.96725\n",
      "Iteration 5, inertia 72085430144.76581\n",
      "Iteration 6, inertia 71963314956.33904\n",
      "Iteration 7, inertia 71861339242.89993\n",
      "Iteration 8, inertia 71771521824.19759\n",
      "Iteration 9, inertia 71699058412.4888\n",
      "Iteration 10, inertia 71644521895.89984\n",
      "Iteration 11, inertia 71596745210.87813\n",
      "Iteration 12, inertia 71555588195.85799\n",
      "Iteration 13, inertia 71521476953.67944\n",
      "Iteration 14, inertia 71491755045.92305\n",
      "Iteration 15, inertia 71461243174.88535\n",
      "Iteration 16, inertia 71432876422.44614\n",
      "Iteration 17, inertia 71407424622.85713\n",
      "Iteration 18, inertia 71386471801.54512\n",
      "Iteration 19, inertia 71368794642.59383\n",
      "Iteration 20, inertia 71352213649.16264\n",
      "Iteration 21, inertia 71335863849.08224\n",
      "Iteration 22, inertia 71321901052.8358\n",
      "Iteration 23, inertia 71311923358.83913\n",
      "Iteration 24, inertia 71302538560.47733\n",
      "Iteration 25, inertia 71294515455.19327\n",
      "Iteration 26, inertia 71287127434.97961\n",
      "Iteration 27, inertia 71279371393.72244\n",
      "Iteration 28, inertia 71272706148.31155\n",
      "Iteration 29, inertia 71267647212.71378\n",
      "Iteration 30, inertia 71262579998.36371\n",
      "Iteration 31, inertia 71256454131.64449\n",
      "Iteration 32, inertia 71251267021.88347\n",
      "Iteration 33, inertia 71245744479.76071\n",
      "Iteration 34, inertia 71241019343.4476\n",
      "Iteration 35, inertia 71236717097.9783\n",
      "Iteration 36, inertia 71232467341.23091\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 37, inertia 71228080848.07625\n",
      "Iteration 38, inertia 71223281902.26584\n",
      "Iteration 39, inertia 71217279178.1787\n",
      "Iteration 40, inertia 71209056050.34738\n",
      "Iteration 41, inertia 71201725520.71422\n",
      "Iteration 42, inertia 71194103199.18744\n",
      "Iteration 43, inertia 71188814292.85745\n",
      "Iteration 44, inertia 71185487822.12968\n",
      "Iteration 45, inertia 71182868481.4939\n",
      "Iteration 46, inertia 71180078278.6546\n",
      "Iteration 47, inertia 71177435239.27347\n",
      "Iteration 48, inertia 71174976011.95546\n",
      "Iteration 49, inertia 71171858813.72762\n",
      "Iteration 50, inertia 71168512414.87299\n",
      "Iteration 51, inertia 71165061896.23283\n",
      "Iteration 52, inertia 71161876186.52805\n",
      "Iteration 53, inertia 71159213208.6503\n",
      "Iteration 54, inertia 71156718400.66827\n",
      "Iteration 55, inertia 71154462090.00677\n",
      "Iteration 56, inertia 71152287408.2409\n",
      "Iteration 57, inertia 71150693643.82835\n",
      "Iteration 58, inertia 71149475008.08575\n",
      "Iteration 59, inertia 71148352546.44928\n",
      "Iteration 60, inertia 71147165186.85062\n",
      "Iteration 61, inertia 71146003698.72664\n",
      "Iteration 62, inertia 71145071660.8856\n",
      "Iteration 63, inertia 71144129030.57436\n",
      "Iteration 64, inertia 71143296200.68428\n",
      "Iteration 65, inertia 71142454081.27751\n",
      "Iteration 66, inertia 71141720930.54346\n",
      "Iteration 67, inertia 71140901922.16248\n",
      "Iteration 68, inertia 71140015284.75462\n",
      "Iteration 69, inertia 71138890675.30174\n",
      "Iteration 70, inertia 71137820222.59047\n",
      "Iteration 71, inertia 71136394615.06555\n",
      "Iteration 72, inertia 71133607410.33519\n",
      "Iteration 73, inertia 71129993886.01242\n",
      "Iteration 74, inertia 71126707004.04108\n",
      "Iteration 75, inertia 71123882359.30597\n",
      "Iteration 76, inertia 71122116750.88928\n",
      "Iteration 77, inertia 71120227351.27563\n",
      "Iteration 78, inertia 71119076203.25565\n",
      "Iteration 79, inertia 71118093957.4047\n",
      "Iteration 80, inertia 71117394404.5375\n",
      "Iteration 81, inertia 71116793672.80447\n",
      "Iteration 82, inertia 71116260377.1072\n",
      "Iteration 83, inertia 71115749465.52681\n",
      "Iteration 84, inertia 71115235925.75256\n",
      "Iteration 85, inertia 71114868365.09358\n",
      "Iteration 86, inertia 71114525123.80312\n",
      "Iteration 87, inertia 71114306655.39583\n",
      "Iteration 88, inertia 71114026256.7053\n",
      "Iteration 89, inertia 71113763108.51514\n",
      "Iteration 90, inertia 71113346013.1568\n",
      "Iteration 91, inertia 71112916963.65352\n",
      "Iteration 92, inertia 71112623596.38165\n",
      "Iteration 93, inertia 71112343004.88475\n",
      "Iteration 94, inertia 71112203280.09201\n",
      "Iteration 95, inertia 71112047231.93198\n",
      "Iteration 96, inertia 71111867560.98755\n",
      "Iteration 97, inertia 71111706199.82144\n",
      "Iteration 98, inertia 71111505619.92809\n",
      "Iteration 99, inertia 71111366519.10011\n",
      "Iteration 100, inertia 71111186234.17818\n",
      "Iteration 101, inertia 71110871440.05382\n",
      "Iteration 102, inertia 71110570282.71588\n",
      "Iteration 103, inertia 71110233211.52185\n",
      "Iteration 104, inertia 71109869757.38805\n",
      "Iteration 105, inertia 71109358447.37971\n",
      "Iteration 106, inertia 71108706527.66937\n",
      "Iteration 107, inertia 71107979079.53165\n",
      "Iteration 108, inertia 71107500030.15077\n",
      "Iteration 109, inertia 71107004971.09421\n",
      "Iteration 110, inertia 71106622558.89604\n",
      "Iteration 111, inertia 71106288713.46725\n",
      "Iteration 112, inertia 71105946707.32487\n",
      "Iteration 113, inertia 71105528262.83159\n",
      "Iteration 114, inertia 71105086253.356\n",
      "Iteration 115, inertia 71104757556.78868\n",
      "Iteration 116, inertia 71104544682.99023\n",
      "Iteration 117, inertia 71104340849.90628\n",
      "Iteration 118, inertia 71104232688.62332\n",
      "Iteration 119, inertia 71104163314.26062\n",
      "Iteration 120, inertia 71104114617.887\n",
      "Iteration 121, inertia 71104020570.38034\n",
      "Iteration 122, inertia 71103900589.42583\n",
      "Iteration 123, inertia 71103802280.10008\n",
      "Iteration 124, inertia 71103732100.8661\n",
      "Iteration 125, inertia 71103679115.83702\n",
      "Iteration 126, inertia 71103661912.09665\n",
      "Iteration 127, inertia 71103654181.74225\n",
      "Iteration 128, inertia 71103645181.0126\n",
      "Converged at iteration 128: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 104484972856.0\n",
      "Iteration 1, inertia 74704973752.04631\n",
      "Iteration 2, inertia 73190963872.46582\n",
      "Iteration 3, inertia 72608195353.4176\n",
      "Iteration 4, inertia 72303664927.5741\n",
      "Iteration 5, inertia 72114184195.51456\n",
      "Iteration 6, inertia 71978024356.04066\n",
      "Iteration 7, inertia 71880225808.6495\n",
      "Iteration 8, inertia 71806864454.8301\n",
      "Iteration 9, inertia 71744320421.56012\n",
      "Iteration 10, inertia 71685173211.01892\n",
      "Iteration 11, inertia 71634700578.83846\n",
      "Iteration 12, inertia 71592696990.63432\n",
      "Iteration 13, inertia 71554339802.44708\n",
      "Iteration 14, inertia 71518983282.34549\n",
      "Iteration 15, inertia 71486048456.65193\n",
      "Iteration 16, inertia 71454327330.46786\n",
      "Iteration 17, inertia 71425412075.57706\n",
      "Iteration 18, inertia 71399049602.96324\n",
      "Iteration 19, inertia 71378050583.94505\n",
      "Iteration 20, inertia 71359704508.8176\n",
      "Iteration 21, inertia 71343327496.34235\n",
      "Iteration 22, inertia 71327517388.27335\n",
      "Iteration 23, inertia 71311712278.59311\n",
      "Iteration 24, inertia 71297731957.25552\n",
      "Iteration 25, inertia 71284568071.40523\n",
      "Iteration 26, inertia 71273150644.56001\n",
      "Iteration 27, inertia 71262036866.72708\n",
      "Iteration 28, inertia 71249686393.1903\n",
      "Iteration 29, inertia 71238791577.46454\n",
      "Iteration 30, inertia 71231015569.20056\n",
      "Iteration 31, inertia 71224131875.15012\n",
      "Iteration 32, inertia 71218139018.4621\n",
      "Iteration 33, inertia 71213096063.00365\n",
      "Iteration 34, inertia 71208569883.80768\n",
      "Iteration 35, inertia 71204182828.66457\n",
      "Iteration 36, inertia 71200534554.88324\n",
      "Iteration 37, inertia 71197603659.79184\n",
      "Iteration 38, inertia 71194887771.45259\n",
      "Iteration 39, inertia 71192373615.7373\n",
      "Iteration 40, inertia 71190011036.78114\n",
      "Iteration 41, inertia 71186768390.85068\n",
      "Iteration 42, inertia 71183287802.97145\n",
      "Iteration 43, inertia 71180902903.08328\n",
      "Iteration 44, inertia 71178758422.00572\n",
      "Iteration 45, inertia 71176967014.37405\n",
      "Iteration 46, inertia 71175589441.62643\n",
      "Iteration 47, inertia 71173948117.58833\n",
      "Iteration 48, inertia 71172041462.77744\n",
      "Iteration 49, inertia 71170021341.13124\n",
      "Iteration 50, inertia 71167887841.69266\n",
      "Iteration 51, inertia 71165667310.0579\n",
      "Iteration 52, inertia 71163920069.62437\n",
      "Iteration 53, inertia 71162186584.57144\n",
      "Iteration 54, inertia 71160509291.56168\n",
      "Iteration 55, inertia 71159516221.80463\n",
      "Iteration 56, inertia 71158655079.51224\n",
      "Iteration 57, inertia 71157905468.31798\n",
      "Iteration 58, inertia 71157117815.54263\n",
      "Iteration 59, inertia 71156444762.1133\n",
      "Iteration 60, inertia 71155764972.41943\n",
      "Iteration 61, inertia 71155017855.91498\n",
      "Iteration 62, inertia 71154438902.24457\n",
      "Iteration 63, inertia 71153798845.13565\n",
      "Iteration 64, inertia 71153206489.04413\n",
      "Iteration 65, inertia 71152722697.54794\n",
      "Iteration 66, inertia 71152267154.04507\n",
      "Iteration 67, inertia 71151939921.21709\n",
      "Iteration 68, inertia 71151661219.69623\n",
      "Iteration 69, inertia 71151472234.96033\n",
      "Iteration 70, inertia 71151352220.733\n",
      "Iteration 71, inertia 71151131920.19257\n",
      "Iteration 72, inertia 71150959296.06995\n",
      "Iteration 73, inertia 71150800184.01682\n",
      "Iteration 74, inertia 71150665974.15895\n",
      "Iteration 75, inertia 71150536558.03687\n",
      "Iteration 76, inertia 71150412085.83852\n",
      "Iteration 77, inertia 71150281163.4908\n",
      "Iteration 78, inertia 71150128498.3488\n",
      "Iteration 79, inertia 71149987923.75511\n",
      "Iteration 80, inertia 71149833431.2468\n",
      "Iteration 81, inertia 71149727861.36679\n",
      "Iteration 82, inertia 71149647127.42203\n",
      "Iteration 83, inertia 71149605513.64651\n",
      "Iteration 84, inertia 71149533161.89883\n",
      "Iteration 85, inertia 71149459803.98161\n",
      "Iteration 86, inertia 71149419244.04129\n",
      "Iteration 87, inertia 71149389424.10458\n",
      "Iteration 88, inertia 71149378337.41675\n",
      "Converged at iteration 88: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 104967887653.0\n",
      "Iteration 1, inertia 74643461127.15407\n",
      "Iteration 2, inertia 73162212175.70854\n",
      "Iteration 3, inertia 72612152151.64543\n",
      "Iteration 4, inertia 72296138722.45067\n",
      "Iteration 5, inertia 72097822595.65938\n",
      "Iteration 6, inertia 71970040566.6688\n",
      "Iteration 7, inertia 71870928647.37738\n",
      "Iteration 8, inertia 71786118042.74802\n",
      "Iteration 9, inertia 71722084921.34131\n",
      "Iteration 10, inertia 71673181035.43234\n",
      "Iteration 11, inertia 71632820556.15776\n",
      "Iteration 12, inertia 71597181273.16824\n",
      "Iteration 13, inertia 71568695044.73401\n",
      "Iteration 14, inertia 71546173708.0037\n",
      "Iteration 15, inertia 71525756101.39474\n",
      "Iteration 16, inertia 71504857219.10812\n",
      "Iteration 17, inertia 71483552857.67888\n",
      "Iteration 18, inertia 71461626815.36185\n",
      "Iteration 19, inertia 71443360131.12817\n",
      "Iteration 20, inertia 71426405833.20343\n",
      "Iteration 21, inertia 71410222936.4107\n",
      "Iteration 22, inertia 71398057141.98746\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 23, inertia 71388666781.50117\n",
      "Iteration 24, inertia 71380727394.68721\n",
      "Iteration 25, inertia 71372637436.52399\n",
      "Iteration 26, inertia 71365668507.3177\n",
      "Iteration 27, inertia 71359021298.34654\n",
      "Iteration 28, inertia 71352667684.98195\n",
      "Iteration 29, inertia 71347001659.81223\n",
      "Iteration 30, inertia 71341844832.441\n",
      "Iteration 31, inertia 71336894451.3884\n",
      "Iteration 32, inertia 71331930861.08331\n",
      "Iteration 33, inertia 71326319627.12943\n",
      "Iteration 34, inertia 71320166297.40959\n",
      "Iteration 35, inertia 71313947107.72714\n",
      "Iteration 36, inertia 71307258777.86725\n",
      "Iteration 37, inertia 71300381330.80142\n",
      "Iteration 38, inertia 71294479201.92928\n",
      "Iteration 39, inertia 71289710744.2747\n",
      "Iteration 40, inertia 71285388183.02937\n",
      "Iteration 41, inertia 71281007082.88971\n",
      "Iteration 42, inertia 71276116703.37288\n",
      "Iteration 43, inertia 71271367339.48793\n",
      "Iteration 44, inertia 71266779218.986\n",
      "Iteration 45, inertia 71261611088.29437\n",
      "Iteration 46, inertia 71256483734.18077\n",
      "Iteration 47, inertia 71251482981.6323\n",
      "Iteration 48, inertia 71247200452.14185\n",
      "Iteration 49, inertia 71243363151.58983\n",
      "Iteration 50, inertia 71239215691.12563\n",
      "Iteration 51, inertia 71234985421.21568\n",
      "Iteration 52, inertia 71230534348.63751\n",
      "Iteration 53, inertia 71226147532.29993\n",
      "Iteration 54, inertia 71222630973.42091\n",
      "Iteration 55, inertia 71220372082.01689\n",
      "Iteration 56, inertia 71217683955.58632\n",
      "Iteration 57, inertia 71214641752.38712\n",
      "Iteration 58, inertia 71211944103.22278\n",
      "Iteration 59, inertia 71209192003.956\n",
      "Iteration 60, inertia 71206867743.80336\n",
      "Iteration 61, inertia 71204388766.2678\n",
      "Iteration 62, inertia 71202572155.6207\n",
      "Iteration 63, inertia 71200741040.23634\n",
      "Iteration 64, inertia 71199551566.96628\n",
      "Iteration 65, inertia 71198506933.79047\n",
      "Iteration 66, inertia 71197383570.42934\n",
      "Iteration 67, inertia 71196208430.99841\n",
      "Iteration 68, inertia 71195148931.0567\n",
      "Iteration 69, inertia 71194161297.04327\n",
      "Iteration 70, inertia 71192979481.83\n",
      "Iteration 71, inertia 71191655566.19904\n",
      "Iteration 72, inertia 71190284143.97333\n",
      "Iteration 73, inertia 71189181503.565\n",
      "Iteration 74, inertia 71188447985.59822\n",
      "Iteration 75, inertia 71187443833.67238\n",
      "Iteration 76, inertia 71186528492.93724\n",
      "Iteration 77, inertia 71185612402.2508\n",
      "Iteration 78, inertia 71184850764.90573\n",
      "Iteration 79, inertia 71184183336.51642\n",
      "Iteration 80, inertia 71183682086.19359\n",
      "Iteration 81, inertia 71183293722.31409\n",
      "Iteration 82, inertia 71182829116.85452\n",
      "Iteration 83, inertia 71182441094.77527\n",
      "Iteration 84, inertia 71181753106.92291\n",
      "Iteration 85, inertia 71181075087.33408\n",
      "Iteration 86, inertia 71180346487.8964\n",
      "Iteration 87, inertia 71179670828.59781\n",
      "Iteration 88, inertia 71179191903.36713\n",
      "Iteration 89, inertia 71178754835.4928\n",
      "Iteration 90, inertia 71178459801.58766\n",
      "Iteration 91, inertia 71178113138.2911\n",
      "Iteration 92, inertia 71177465643.59863\n",
      "Iteration 93, inertia 71176931532.19695\n",
      "Iteration 94, inertia 71176457896.50693\n",
      "Iteration 95, inertia 71175925632.90585\n",
      "Iteration 96, inertia 71175279677.80081\n",
      "Iteration 97, inertia 71174732327.43991\n",
      "Iteration 98, inertia 71173954502.4386\n",
      "Iteration 99, inertia 71173129112.30783\n",
      "Iteration 100, inertia 71172616848.564\n",
      "Iteration 101, inertia 71172157972.40231\n",
      "Iteration 102, inertia 71171432612.32295\n",
      "Iteration 103, inertia 71170850932.54921\n",
      "Iteration 104, inertia 71169853482.7144\n",
      "Iteration 105, inertia 71168986731.0305\n",
      "Iteration 106, inertia 71168551748.41095\n",
      "Iteration 107, inertia 71168011405.29695\n",
      "Iteration 108, inertia 71167432279.12117\n",
      "Iteration 109, inertia 71167271078.7513\n",
      "Iteration 110, inertia 71167029642.62704\n",
      "Iteration 111, inertia 71166911884.15436\n",
      "Iteration 112, inertia 71166842362.201\n",
      "Iteration 113, inertia 71166820097.24472\n",
      "Iteration 114, inertia 71166798353.76706\n",
      "Iteration 115, inertia 71166776433.1083\n",
      "Iteration 116, inertia 71166741504.65121\n",
      "Iteration 117, inertia 71166706846.33948\n",
      "Iteration 118, inertia 71166657869.61066\n",
      "Iteration 119, inertia 71166635005.12308\n",
      "Iteration 120, inertia 71166618642.8035\n",
      "Iteration 121, inertia 71166606113.146\n",
      "Converged at iteration 121: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105352689903.0\n",
      "Iteration 1, inertia 74941714774.47035\n",
      "Iteration 2, inertia 73525103130.84154\n",
      "Iteration 3, inertia 72911926668.0219\n",
      "Iteration 4, inertia 72563738968.27246\n",
      "Iteration 5, inertia 72354509269.33327\n",
      "Iteration 6, inertia 72209882446.06808\n",
      "Iteration 7, inertia 72097986671.41765\n",
      "Iteration 8, inertia 71991657390.84096\n",
      "Iteration 9, inertia 71896221330.46962\n",
      "Iteration 10, inertia 71820216977.33258\n",
      "Iteration 11, inertia 71755581558.62926\n",
      "Iteration 12, inertia 71702332960.7564\n",
      "Iteration 13, inertia 71657664478.1325\n",
      "Iteration 14, inertia 71616178142.42477\n",
      "Iteration 15, inertia 71580136726.19449\n",
      "Iteration 16, inertia 71551667832.89418\n",
      "Iteration 17, inertia 71525311294.23962\n",
      "Iteration 18, inertia 71503715545.11314\n",
      "Iteration 19, inertia 71483494263.29944\n",
      "Iteration 20, inertia 71464786323.26797\n",
      "Iteration 21, inertia 71446573855.4282\n",
      "Iteration 22, inertia 71427873246.38968\n",
      "Iteration 23, inertia 71409840634.76875\n",
      "Iteration 24, inertia 71395354287.89522\n",
      "Iteration 25, inertia 71381479340.52844\n",
      "Iteration 26, inertia 71367064420.15623\n",
      "Iteration 27, inertia 71354088614.10622\n",
      "Iteration 28, inertia 71342004051.59586\n",
      "Iteration 29, inertia 71331582894.2576\n",
      "Iteration 30, inertia 71322412660.59741\n",
      "Iteration 31, inertia 71314750962.63425\n",
      "Iteration 32, inertia 71309135266.77863\n",
      "Iteration 33, inertia 71304596853.9968\n",
      "Iteration 34, inertia 71300136472.2756\n",
      "Iteration 35, inertia 71295802144.6569\n",
      "Iteration 36, inertia 71291967085.7149\n",
      "Iteration 37, inertia 71288031871.68646\n",
      "Iteration 38, inertia 71284341298.93188\n",
      "Iteration 39, inertia 71281205162.50882\n",
      "Iteration 40, inertia 71278776636.20662\n",
      "Iteration 41, inertia 71276680009.0195\n",
      "Iteration 42, inertia 71274547815.81326\n",
      "Iteration 43, inertia 71272691880.04395\n",
      "Iteration 44, inertia 71270905165.5068\n",
      "Iteration 45, inertia 71269207329.22226\n",
      "Iteration 46, inertia 71267378889.78827\n",
      "Iteration 47, inertia 71265596564.09537\n",
      "Iteration 48, inertia 71263457687.189\n",
      "Iteration 49, inertia 71261842377.9726\n",
      "Iteration 50, inertia 71260272463.77435\n",
      "Iteration 51, inertia 71259128349.18158\n",
      "Iteration 52, inertia 71257896925.60335\n",
      "Iteration 53, inertia 71256577959.76953\n",
      "Iteration 54, inertia 71255463173.37454\n",
      "Iteration 55, inertia 71254502462.85927\n",
      "Iteration 56, inertia 71253758872.50735\n",
      "Iteration 57, inertia 71253234549.38132\n",
      "Iteration 58, inertia 71252533574.82901\n",
      "Iteration 59, inertia 71251966279.59921\n",
      "Iteration 60, inertia 71251445145.1922\n",
      "Iteration 61, inertia 71251051615.1437\n",
      "Iteration 62, inertia 71250535973.46046\n",
      "Iteration 63, inertia 71250052903.50146\n",
      "Iteration 64, inertia 71249669473.89949\n",
      "Iteration 65, inertia 71249267935.41605\n",
      "Iteration 66, inertia 71249001834.25375\n",
      "Iteration 67, inertia 71248768568.41573\n",
      "Iteration 68, inertia 71248547887.4677\n",
      "Iteration 69, inertia 71248539461.97975\n",
      "Iteration 70, inertia 71248532252.28026\n",
      "Iteration 71, inertia 71248521298.01004\n",
      "Iteration 72, inertia 71248498744.27003\n",
      "Iteration 73, inertia 71248473223.88432\n",
      "Iteration 74, inertia 71248462107.06004\n",
      "Iteration 75, inertia 71248452143.67505\n",
      "Iteration 76, inertia 71248441406.59985\n",
      "Iteration 77, inertia 71248430529.89418\n",
      "Converged at iteration 77: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105731841415.0\n",
      "Iteration 1, inertia 75009335990.37785\n",
      "Iteration 2, inertia 73388579944.34573\n",
      "Iteration 3, inertia 72799897664.74225\n",
      "Iteration 4, inertia 72478378191.84006\n",
      "Iteration 5, inertia 72263095172.82819\n",
      "Iteration 6, inertia 72112678309.69716\n",
      "Iteration 7, inertia 72003376707.48428\n",
      "Iteration 8, inertia 71923236245.69513\n",
      "Iteration 9, inertia 71857573849.56462\n",
      "Iteration 10, inertia 71799500778.49234\n",
      "Iteration 11, inertia 71745657982.6578\n",
      "Iteration 12, inertia 71696255809.06125\n",
      "Iteration 13, inertia 71655820113.96193\n",
      "Iteration 14, inertia 71619249493.43655\n",
      "Iteration 15, inertia 71588162666.35971\n",
      "Iteration 16, inertia 71559704250.33078\n",
      "Iteration 17, inertia 71537148965.31433\n",
      "Iteration 18, inertia 71514062693.81088\n",
      "Iteration 19, inertia 71490354909.59746\n",
      "Iteration 20, inertia 71470381335.6499\n",
      "Iteration 21, inertia 71452473707.65776\n",
      "Iteration 22, inertia 71437145746.0967\n",
      "Iteration 23, inertia 71423286594.27106\n",
      "Iteration 24, inertia 71411433681.75078\n",
      "Iteration 25, inertia 71401292928.27353\n",
      "Iteration 26, inertia 71392069770.94559\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 27, inertia 71384062059.7968\n",
      "Iteration 28, inertia 71375246196.1936\n",
      "Iteration 29, inertia 71368738519.98352\n",
      "Iteration 30, inertia 71363108590.7544\n",
      "Iteration 31, inertia 71357071079.88431\n",
      "Iteration 32, inertia 71349460212.96342\n",
      "Iteration 33, inertia 71341505572.29446\n",
      "Iteration 34, inertia 71334885883.37634\n",
      "Iteration 35, inertia 71328733850.19228\n",
      "Iteration 36, inertia 71324913480.8864\n",
      "Iteration 37, inertia 71322438193.15845\n",
      "Iteration 38, inertia 71320316664.29001\n",
      "Iteration 39, inertia 71318548006.92316\n",
      "Iteration 40, inertia 71317135013.18272\n",
      "Iteration 41, inertia 71315631975.75113\n",
      "Iteration 42, inertia 71314440513.5999\n",
      "Iteration 43, inertia 71313203348.65277\n",
      "Iteration 44, inertia 71311996284.81062\n",
      "Iteration 45, inertia 71310682104.4098\n",
      "Iteration 46, inertia 71309430911.3398\n",
      "Iteration 47, inertia 71308132872.62756\n",
      "Iteration 48, inertia 71306983500.05113\n",
      "Iteration 49, inertia 71305986631.25009\n",
      "Iteration 50, inertia 71305288007.61052\n",
      "Iteration 51, inertia 71304726511.33383\n",
      "Iteration 52, inertia 71304243766.1716\n",
      "Iteration 53, inertia 71303952391.85329\n",
      "Iteration 54, inertia 71303727696.48694\n",
      "Iteration 55, inertia 71303572075.78577\n",
      "Iteration 56, inertia 71303290516.56105\n",
      "Iteration 57, inertia 71303105648.96866\n",
      "Iteration 58, inertia 71302982890.6948\n",
      "Iteration 59, inertia 71302917820.8294\n",
      "Iteration 60, inertia 71302884576.16638\n",
      "Iteration 61, inertia 71302849720.46013\n",
      "Iteration 62, inertia 71302824860.04527\n",
      "Iteration 63, inertia 71302811847.5287\n",
      "Iteration 64, inertia 71302806241.25893\n",
      "Iteration 65, inertia 71302779014.52126\n",
      "Iteration 66, inertia 71302767028.67497\n",
      "Iteration 67, inertia 71302748780.66957\n",
      "Iteration 68, inertia 71302730346.39165\n",
      "Iteration 69, inertia 71302711985.32407\n",
      "Converged at iteration 69: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 8075.69it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   14.7s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 200 \n",
      "  Threshold value :  1750 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105430585567.0\n",
      "Iteration 1, inertia 74597926122.31078\n",
      "Iteration 2, inertia 73095730761.67975\n",
      "Iteration 3, inertia 72503088191.4011\n",
      "Iteration 4, inertia 72180203509.03314\n",
      "Iteration 5, inertia 71980581090.39279\n",
      "Iteration 6, inertia 71846243909.15489\n",
      "Iteration 7, inertia 71743956075.83485\n",
      "Iteration 8, inertia 71666396866.32993\n",
      "Iteration 9, inertia 71614390619.54474\n",
      "Iteration 10, inertia 71573414050.59389\n",
      "Iteration 11, inertia 71539033923.84377\n",
      "Iteration 12, inertia 71511175662.1173\n",
      "Iteration 13, inertia 71486266072.44925\n",
      "Iteration 14, inertia 71467572786.40009\n",
      "Iteration 15, inertia 71452961205.6079\n",
      "Iteration 16, inertia 71441043839.40796\n",
      "Iteration 17, inertia 71430557340.23642\n",
      "Iteration 18, inertia 71421148084.02153\n",
      "Iteration 19, inertia 71410165877.7706\n",
      "Iteration 20, inertia 71399713060.75328\n",
      "Iteration 21, inertia 71389872146.63602\n",
      "Iteration 22, inertia 71380323847.24527\n",
      "Iteration 23, inertia 71371248628.8802\n",
      "Iteration 24, inertia 71363945274.09872\n",
      "Iteration 25, inertia 71355610785.16174\n",
      "Iteration 26, inertia 71347980204.86238\n",
      "Iteration 27, inertia 71341376874.96805\n",
      "Iteration 28, inertia 71334781207.39575\n",
      "Iteration 29, inertia 71327360155.02846\n",
      "Iteration 30, inertia 71319949461.23145\n",
      "Iteration 31, inertia 71311111780.94887\n",
      "Iteration 32, inertia 71304593832.93404\n",
      "Iteration 33, inertia 71298276117.7942\n",
      "Iteration 34, inertia 71292459768.005\n",
      "Iteration 35, inertia 71287363074.78493\n",
      "Iteration 36, inertia 71283179990.82289\n",
      "Iteration 37, inertia 71279018217.13728\n",
      "Iteration 38, inertia 71276129763.39973\n",
      "Iteration 39, inertia 71273681717.715\n",
      "Iteration 40, inertia 71271905973.0568\n",
      "Iteration 41, inertia 71270311094.14272\n",
      "Iteration 42, inertia 71268741136.0258\n",
      "Iteration 43, inertia 71267589939.03307\n",
      "Iteration 44, inertia 71266407796.00505\n",
      "Iteration 45, inertia 71265415905.81482\n",
      "Iteration 46, inertia 71264332811.50578\n",
      "Iteration 47, inertia 71263194782.65317\n",
      "Iteration 48, inertia 71261856484.50912\n",
      "Iteration 49, inertia 71259976953.14752\n",
      "Iteration 50, inertia 71257380048.53516\n",
      "Iteration 51, inertia 71253848267.29529\n",
      "Iteration 52, inertia 71250797490.44296\n",
      "Iteration 53, inertia 71247814877.56435\n",
      "Iteration 54, inertia 71245517495.00957\n",
      "Iteration 55, inertia 71243543583.10161\n",
      "Iteration 56, inertia 71242141130.86105\n",
      "Iteration 57, inertia 71241262672.77872\n",
      "Iteration 58, inertia 71240584305.117\n",
      "Iteration 59, inertia 71239701600.59564\n",
      "Iteration 60, inertia 71239053998.38004\n",
      "Iteration 61, inertia 71238584136.06454\n",
      "Iteration 62, inertia 71238012963.4949\n",
      "Iteration 63, inertia 71237339159.16884\n",
      "Iteration 64, inertia 71236871350.16269\n",
      "Iteration 65, inertia 71236536931.3635\n",
      "Iteration 66, inertia 71236323867.86069\n",
      "Iteration 67, inertia 71236189159.51086\n",
      "Iteration 68, inertia 71236083785.1795\n",
      "Iteration 69, inertia 71235993090.70868\n",
      "Iteration 70, inertia 71235922773.90646\n",
      "Iteration 71, inertia 71235745251.0657\n",
      "Iteration 72, inertia 71235401328.47769\n",
      "Iteration 73, inertia 71234829530.0115\n",
      "Iteration 74, inertia 71234181445.55965\n",
      "Iteration 75, inertia 71233500196.39783\n",
      "Iteration 76, inertia 71232875576.30774\n",
      "Iteration 77, inertia 71232383374.70781\n",
      "Iteration 78, inertia 71231976660.89218\n",
      "Iteration 79, inertia 71231695039.19196\n",
      "Iteration 80, inertia 71231451739.30804\n",
      "Iteration 81, inertia 71231222531.23624\n",
      "Iteration 82, inertia 71231061235.16315\n",
      "Iteration 83, inertia 71230904703.73141\n",
      "Iteration 84, inertia 71230713999.83464\n",
      "Iteration 85, inertia 71230573682.21825\n",
      "Iteration 86, inertia 71230360525.43715\n",
      "Iteration 87, inertia 71230137476.42181\n",
      "Iteration 88, inertia 71230057275.38937\n",
      "Iteration 89, inertia 71230005648.61823\n",
      "Iteration 90, inertia 71229945291.06555\n",
      "Iteration 91, inertia 71229911158.44505\n",
      "Iteration 92, inertia 71229875728.8884\n",
      "Iteration 93, inertia 71229846946.24615\n",
      "Iteration 94, inertia 71229842036.30533\n",
      "Converged at iteration 94: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105095057073.0\n",
      "Iteration 1, inertia 74679409775.36818\n",
      "Iteration 2, inertia 73250674180.22617\n",
      "Iteration 3, inertia 72711032864.42203\n",
      "Iteration 4, inertia 72407185367.07016\n",
      "Iteration 5, inertia 72211461115.87466\n",
      "Iteration 6, inertia 72068042303.80086\n",
      "Iteration 7, inertia 71957983033.35744\n",
      "Iteration 8, inertia 71867208508.6523\n",
      "Iteration 9, inertia 71783011753.06126\n",
      "Iteration 10, inertia 71713722075.46387\n",
      "Iteration 11, inertia 71660979083.57274\n",
      "Iteration 12, inertia 71620300613.44989\n",
      "Iteration 13, inertia 71578701313.20767\n",
      "Iteration 14, inertia 71541272795.09369\n",
      "Iteration 15, inertia 71512179545.01398\n",
      "Iteration 16, inertia 71488696765.4799\n",
      "Iteration 17, inertia 71467624519.84425\n",
      "Iteration 18, inertia 71448246984.52814\n",
      "Iteration 19, inertia 71431265771.50938\n",
      "Iteration 20, inertia 71416146817.00998\n",
      "Iteration 21, inertia 71402243718.41115\n",
      "Iteration 22, inertia 71388952145.4636\n",
      "Iteration 23, inertia 71377068556.91153\n",
      "Iteration 24, inertia 71367670820.25092\n",
      "Iteration 25, inertia 71359369361.59006\n",
      "Iteration 26, inertia 71351602187.6476\n",
      "Iteration 27, inertia 71343899785.7991\n",
      "Iteration 28, inertia 71337090159.76775\n",
      "Iteration 29, inertia 71330108694.6375\n",
      "Iteration 30, inertia 71322930433.1989\n",
      "Iteration 31, inertia 71315536509.65341\n",
      "Iteration 32, inertia 71308627864.1665\n",
      "Iteration 33, inertia 71302087606.83823\n",
      "Iteration 34, inertia 71297066126.33298\n",
      "Iteration 35, inertia 71291502732.89671\n",
      "Iteration 36, inertia 71286174537.89572\n",
      "Iteration 37, inertia 71281014470.64352\n",
      "Iteration 38, inertia 71276898504.94916\n",
      "Iteration 39, inertia 71273446324.97229\n",
      "Iteration 40, inertia 71270278815.79326\n",
      "Iteration 41, inertia 71267380284.37837\n",
      "Iteration 42, inertia 71264449712.15778\n",
      "Iteration 43, inertia 71261924814.91547\n",
      "Iteration 44, inertia 71259560501.10118\n",
      "Iteration 45, inertia 71257338766.47778\n",
      "Iteration 46, inertia 71255310183.28885\n",
      "Iteration 47, inertia 71252575631.30888\n",
      "Iteration 48, inertia 71250497408.78493\n",
      "Iteration 49, inertia 71248771524.82721\n",
      "Iteration 50, inertia 71246969057.56769\n",
      "Iteration 51, inertia 71245318666.71448\n",
      "Iteration 52, inertia 71243804957.49088\n",
      "Iteration 53, inertia 71241944003.65607\n",
      "Iteration 54, inertia 71240730655.55754\n",
      "Iteration 55, inertia 71239645159.14015\n",
      "Iteration 56, inertia 71238442901.37425\n",
      "Iteration 57, inertia 71237155531.50581\n",
      "Iteration 58, inertia 71235837272.07355\n",
      "Iteration 59, inertia 71234180848.0291\n",
      "Iteration 60, inertia 71232794599.84929\n",
      "Iteration 61, inertia 71231827775.65884\n",
      "Iteration 62, inertia 71231178758.429\n",
      "Iteration 63, inertia 71230709498.98181\n",
      "Iteration 64, inertia 71230294633.92294\n",
      "Iteration 65, inertia 71229712689.49045\n",
      "Iteration 66, inertia 71228914392.61319\n",
      "Iteration 67, inertia 71228336058.95345\n",
      "Iteration 68, inertia 71227785591.20578\n",
      "Iteration 69, inertia 71227298389.01794\n",
      "Iteration 70, inertia 71226732979.6036\n",
      "Iteration 71, inertia 71225831350.65355\n",
      "Iteration 72, inertia 71224384947.22626\n",
      "Iteration 73, inertia 71223068879.5341\n",
      "Iteration 74, inertia 71222215688.33118\n",
      "Iteration 75, inertia 71221220153.69003\n",
      "Iteration 76, inertia 71220071263.44211\n",
      "Iteration 77, inertia 71218648294.71371\n",
      "Iteration 78, inertia 71217235024.63179\n",
      "Iteration 79, inertia 71215960083.5129\n",
      "Iteration 80, inertia 71214743672.01912\n",
      "Iteration 81, inertia 71213641891.3595\n",
      "Iteration 82, inertia 71212102522.21603\n",
      "Iteration 83, inertia 71210342188.56863\n",
      "Iteration 84, inertia 71208555684.24318\n",
      "Iteration 85, inertia 71207263313.84848\n",
      "Iteration 86, inertia 71205731701.73264\n",
      "Iteration 87, inertia 71203934405.5812\n",
      "Iteration 88, inertia 71201899162.06781\n",
      "Iteration 89, inertia 71199952950.43289\n",
      "Iteration 90, inertia 71197962533.42938\n",
      "Iteration 91, inertia 71196328873.6663\n",
      "Iteration 92, inertia 71194326367.71747\n",
      "Iteration 93, inertia 71192683622.25479\n",
      "Iteration 94, inertia 71191056490.37439\n",
      "Iteration 95, inertia 71189533828.57794\n",
      "Iteration 96, inertia 71187759828.17245\n",
      "Iteration 97, inertia 71186557495.18303\n",
      "Iteration 98, inertia 71185428885.02711\n",
      "Iteration 99, inertia 71184706169.53938\n",
      "Iteration 100, inertia 71183990637.3073\n",
      "Iteration 101, inertia 71183168130.5073\n",
      "Iteration 102, inertia 71182751253.2012\n",
      "Iteration 103, inertia 71182445219.11751\n",
      "Iteration 104, inertia 71182126022.44865\n",
      "Iteration 105, inertia 71181919330.52611\n",
      "Iteration 106, inertia 71181758932.198\n",
      "Iteration 107, inertia 71181666395.41817\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 108, inertia 71181628563.79402\n",
      "Iteration 109, inertia 71181583863.68939\n",
      "Iteration 110, inertia 71181563033.49275\n",
      "Iteration 111, inertia 71181543437.14912\n",
      "Iteration 112, inertia 71181531267.59341\n",
      "Iteration 113, inertia 71181518533.03326\n",
      "Iteration 114, inertia 71181494758.53963\n",
      "Iteration 115, inertia 71181472878.28885\n",
      "Iteration 116, inertia 71181466564.92245\n",
      "Iteration 117, inertia 71181455307.53772\n",
      "Iteration 118, inertia 71181449615.31494\n",
      "Iteration 119, inertia 71181439505.35878\n",
      "Iteration 120, inertia 71181435591.59218\n",
      "Converged at iteration 120: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105447851389.0\n",
      "Iteration 1, inertia 74969824709.42368\n",
      "Iteration 2, inertia 73370707050.4259\n",
      "Iteration 3, inertia 72718326400.35825\n",
      "Iteration 4, inertia 72367490813.9895\n",
      "Iteration 5, inertia 72138977615.86821\n",
      "Iteration 6, inertia 71982722511.6362\n",
      "Iteration 7, inertia 71865644544.17758\n",
      "Iteration 8, inertia 71774699999.76918\n",
      "Iteration 9, inertia 71702876542.11876\n",
      "Iteration 10, inertia 71642081775.54263\n",
      "Iteration 11, inertia 71590668017.77133\n",
      "Iteration 12, inertia 71548870652.80995\n",
      "Iteration 13, inertia 71511192757.42209\n",
      "Iteration 14, inertia 71477300907.84686\n",
      "Iteration 15, inertia 71447515761.56685\n",
      "Iteration 16, inertia 71421494591.49747\n",
      "Iteration 17, inertia 71396839669.15424\n",
      "Iteration 18, inertia 71373680836.74962\n",
      "Iteration 19, inertia 71352356513.64757\n",
      "Iteration 20, inertia 71334117225.6864\n",
      "Iteration 21, inertia 71314688585.85014\n",
      "Iteration 22, inertia 71298238580.21727\n",
      "Iteration 23, inertia 71284531622.6612\n",
      "Iteration 24, inertia 71271534010.77512\n",
      "Iteration 25, inertia 71256705803.25896\n",
      "Iteration 26, inertia 71240679230.50696\n",
      "Iteration 27, inertia 71229028814.78491\n",
      "Iteration 28, inertia 71222401375.43713\n",
      "Iteration 29, inertia 71217164104.55907\n",
      "Iteration 30, inertia 71212300931.56285\n",
      "Iteration 31, inertia 71208205331.10687\n",
      "Iteration 32, inertia 71204945043.23956\n",
      "Iteration 33, inertia 71200867613.79295\n",
      "Iteration 34, inertia 71197173269.78716\n",
      "Iteration 35, inertia 71194043682.413\n",
      "Iteration 36, inertia 71191328467.3686\n",
      "Iteration 37, inertia 71188571295.54008\n",
      "Iteration 38, inertia 71185409383.81416\n",
      "Iteration 39, inertia 71182404198.31972\n",
      "Iteration 40, inertia 71179484512.08101\n",
      "Iteration 41, inertia 71175722265.01068\n",
      "Iteration 42, inertia 71171799162.39532\n",
      "Iteration 43, inertia 71168293242.10397\n",
      "Iteration 44, inertia 71165111294.34387\n",
      "Iteration 45, inertia 71162129528.5349\n",
      "Iteration 46, inertia 71159384308.97243\n",
      "Iteration 47, inertia 71157273377.47287\n",
      "Iteration 48, inertia 71155506647.57173\n",
      "Iteration 49, inertia 71153387047.15372\n",
      "Iteration 50, inertia 71151238511.7732\n",
      "Iteration 51, inertia 71148758826.60632\n",
      "Iteration 52, inertia 71146033924.72478\n",
      "Iteration 53, inertia 71143563913.44348\n",
      "Iteration 54, inertia 71141084564.95354\n",
      "Iteration 55, inertia 71138452924.44093\n",
      "Iteration 56, inertia 71134745579.60542\n",
      "Iteration 57, inertia 71130347143.79991\n",
      "Iteration 58, inertia 71125597409.67297\n",
      "Iteration 59, inertia 71120505082.39394\n",
      "Iteration 60, inertia 71115844992.67499\n",
      "Iteration 61, inertia 71112089885.72624\n",
      "Iteration 62, inertia 71108396020.2193\n",
      "Iteration 63, inertia 71105186393.3705\n",
      "Iteration 64, inertia 71102881721.64192\n",
      "Iteration 65, inertia 71100501809.06468\n",
      "Iteration 66, inertia 71098633438.92987\n",
      "Iteration 67, inertia 71096947784.32991\n",
      "Iteration 68, inertia 71095582347.18083\n",
      "Iteration 69, inertia 71094277180.02159\n",
      "Iteration 70, inertia 71092905415.94086\n",
      "Iteration 71, inertia 71091591196.38551\n",
      "Iteration 72, inertia 71090371675.20506\n",
      "Iteration 73, inertia 71089481636.25327\n",
      "Iteration 74, inertia 71088881831.58096\n",
      "Iteration 75, inertia 71088285258.0314\n",
      "Iteration 76, inertia 71087611045.15128\n",
      "Iteration 77, inertia 71087004318.87338\n",
      "Iteration 78, inertia 71086388830.08469\n",
      "Iteration 79, inertia 71085594211.6985\n",
      "Iteration 80, inertia 71084523366.71721\n",
      "Iteration 81, inertia 71083570014.33058\n",
      "Iteration 82, inertia 71082292316.59335\n",
      "Iteration 83, inertia 71080821370.57281\n",
      "Iteration 84, inertia 71079333802.10493\n",
      "Iteration 85, inertia 71077655448.2893\n",
      "Iteration 86, inertia 71076027430.74286\n",
      "Iteration 87, inertia 71074762472.40053\n",
      "Iteration 88, inertia 71073674062.36044\n",
      "Iteration 89, inertia 71072807282.13795\n",
      "Iteration 90, inertia 71071858544.60056\n",
      "Iteration 91, inertia 71071400074.53906\n",
      "Iteration 92, inertia 71071067008.28703\n",
      "Iteration 93, inertia 71070908608.55481\n",
      "Iteration 94, inertia 71070767376.32133\n",
      "Iteration 95, inertia 71070699245.21461\n",
      "Iteration 96, inertia 71070595012.5462\n",
      "Iteration 97, inertia 71070534459.69432\n",
      "Iteration 98, inertia 71070508033.90343\n",
      "Iteration 99, inertia 71070501025.15009\n",
      "Iteration 100, inertia 71070489271.86803\n",
      "Iteration 101, inertia 71070479393.64334\n",
      "Iteration 102, inertia 71070456002.57027\n",
      "Iteration 103, inertia 71070442315.42258\n",
      "Iteration 104, inertia 71070431278.3195\n",
      "Iteration 105, inertia 71070416863.55884\n",
      "Iteration 106, inertia 71070405450.74615\n",
      "Iteration 107, inertia 71070393041.69661\n",
      "Iteration 108, inertia 71070365567.09602\n",
      "Iteration 109, inertia 71070345427.65451\n",
      "Iteration 110, inertia 71070323959.09201\n",
      "Iteration 111, inertia 71070318046.94048\n",
      "Iteration 112, inertia 71070306653.19368\n",
      "Iteration 113, inertia 71070296431.07545\n",
      "Iteration 114, inertia 71070278758.5102\n",
      "Iteration 115, inertia 71070246961.34207\n",
      "Iteration 116, inertia 71070225531.89224\n",
      "Iteration 117, inertia 71070199186.72887\n",
      "Iteration 118, inertia 71070193667.19028\n",
      "Iteration 119, inertia 71070184505.61249\n",
      "Iteration 120, inertia 71070170248.5123\n",
      "Iteration 121, inertia 71070154322.31313\n",
      "Iteration 122, inertia 71070109847.9962\n",
      "Iteration 123, inertia 71070091115.37785\n",
      "Iteration 124, inertia 71070055285.13684\n",
      "Iteration 125, inertia 71070024356.33574\n",
      "Iteration 126, inertia 71069994831.65953\n",
      "Iteration 127, inertia 71069968575.27518\n",
      "Iteration 128, inertia 71069938829.51631\n",
      "Iteration 129, inertia 71069879323.7631\n",
      "Iteration 130, inertia 71069873013.9163\n",
      "Iteration 131, inertia 71069858002.96825\n",
      "Converged at iteration 131: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105027037774.0\n",
      "Iteration 1, inertia 74691963109.59583\n",
      "Iteration 2, inertia 73237369388.68747\n",
      "Iteration 3, inertia 72709904835.5371\n",
      "Iteration 4, inertia 72410693188.87862\n",
      "Iteration 5, inertia 72209004371.60579\n",
      "Iteration 6, inertia 72062513622.22247\n",
      "Iteration 7, inertia 71951626801.39877\n",
      "Iteration 8, inertia 71863245225.98285\n",
      "Iteration 9, inertia 71793793744.93698\n",
      "Iteration 10, inertia 71738710185.61536\n",
      "Iteration 11, inertia 71691314041.2333\n",
      "Iteration 12, inertia 71650109104.3208\n",
      "Iteration 13, inertia 71613195017.72565\n",
      "Iteration 14, inertia 71578150083.4672\n",
      "Iteration 15, inertia 71547833905.92056\n",
      "Iteration 16, inertia 71521707949.948\n",
      "Iteration 17, inertia 71501634614.18025\n",
      "Iteration 18, inertia 71484197156.81853\n",
      "Iteration 19, inertia 71468118998.52373\n",
      "Iteration 20, inertia 71451386356.62473\n",
      "Iteration 21, inertia 71435597586.07622\n",
      "Iteration 22, inertia 71420387797.2173\n",
      "Iteration 23, inertia 71405979017.00787\n",
      "Iteration 24, inertia 71390713419.66267\n",
      "Iteration 25, inertia 71374500226.13672\n",
      "Iteration 26, inertia 71361497556.4596\n",
      "Iteration 27, inertia 71351299014.20518\n",
      "Iteration 28, inertia 71341726100.89192\n",
      "Iteration 29, inertia 71331893633.9263\n",
      "Iteration 30, inertia 71322107109.74995\n",
      "Iteration 31, inertia 71313007842.74165\n",
      "Iteration 32, inertia 71304809526.88644\n",
      "Iteration 33, inertia 71296816066.92126\n",
      "Iteration 34, inertia 71289463989.8519\n",
      "Iteration 35, inertia 71283258542.68474\n",
      "Iteration 36, inertia 71278086126.4335\n",
      "Iteration 37, inertia 71273137541.84152\n",
      "Iteration 38, inertia 71268238616.31015\n",
      "Iteration 39, inertia 71263128580.05984\n",
      "Iteration 40, inertia 71257755288.10387\n",
      "Iteration 41, inertia 71251433084.00858\n",
      "Iteration 42, inertia 71246047142.18268\n",
      "Iteration 43, inertia 71242140897.72089\n",
      "Iteration 44, inertia 71237679761.4226\n",
      "Iteration 45, inertia 71233322704.40111\n",
      "Iteration 46, inertia 71229271898.74817\n",
      "Iteration 47, inertia 71225734796.49846\n",
      "Iteration 48, inertia 71222294693.76222\n",
      "Iteration 49, inertia 71218887721.12985\n",
      "Iteration 50, inertia 71215959572.43857\n",
      "Iteration 51, inertia 71212700867.58939\n",
      "Iteration 52, inertia 71210265049.57405\n",
      "Iteration 53, inertia 71208241883.15388\n",
      "Iteration 54, inertia 71205993349.54912\n",
      "Iteration 55, inertia 71203596753.84029\n",
      "Iteration 56, inertia 71200746568.05174\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 57, inertia 71198298745.1533\n",
      "Iteration 58, inertia 71195930720.8058\n",
      "Iteration 59, inertia 71193675959.01997\n",
      "Iteration 60, inertia 71191272859.30641\n",
      "Iteration 61, inertia 71188948316.34091\n",
      "Iteration 62, inertia 71186762142.00076\n",
      "Iteration 63, inertia 71184642727.47562\n",
      "Iteration 64, inertia 71182312824.30925\n",
      "Iteration 65, inertia 71179324099.3491\n",
      "Iteration 66, inertia 71176469371.18489\n",
      "Iteration 67, inertia 71173839750.73926\n",
      "Iteration 68, inertia 71171125209.82918\n",
      "Iteration 69, inertia 71168504618.38788\n",
      "Iteration 70, inertia 71166601501.65524\n",
      "Iteration 71, inertia 71165234429.60165\n",
      "Iteration 72, inertia 71164193378.69847\n",
      "Iteration 73, inertia 71162943055.27739\n",
      "Iteration 74, inertia 71161201075.53247\n",
      "Iteration 75, inertia 71159915769.6867\n",
      "Iteration 76, inertia 71159136109.98218\n",
      "Iteration 77, inertia 71158565164.44215\n",
      "Iteration 78, inertia 71158223712.14388\n",
      "Iteration 79, inertia 71157821939.11371\n",
      "Iteration 80, inertia 71157354647.9437\n",
      "Iteration 81, inertia 71156961736.54051\n",
      "Iteration 82, inertia 71156635968.67972\n",
      "Iteration 83, inertia 71156387570.56084\n",
      "Iteration 84, inertia 71156245205.93822\n",
      "Iteration 85, inertia 71156106045.46686\n",
      "Iteration 86, inertia 71155997930.3597\n",
      "Iteration 87, inertia 71155856869.99605\n",
      "Iteration 88, inertia 71155606907.48212\n",
      "Iteration 89, inertia 71155370571.45337\n",
      "Iteration 90, inertia 71155177566.62204\n",
      "Iteration 91, inertia 71154957405.83911\n",
      "Iteration 92, inertia 71154751008.08055\n",
      "Iteration 93, inertia 71154429443.48521\n",
      "Iteration 94, inertia 71153930385.41359\n",
      "Iteration 95, inertia 71153299687.86249\n",
      "Iteration 96, inertia 71152860343.11377\n",
      "Iteration 97, inertia 71152475813.1737\n",
      "Iteration 98, inertia 71152204661.42656\n",
      "Iteration 99, inertia 71152021068.05731\n",
      "Iteration 100, inertia 71151816155.27626\n",
      "Iteration 101, inertia 71151562809.93875\n",
      "Iteration 102, inertia 71151329911.80664\n",
      "Iteration 103, inertia 71150990123.30002\n",
      "Iteration 104, inertia 71150648271.27065\n",
      "Iteration 105, inertia 71150363920.94354\n",
      "Iteration 106, inertia 71150017348.44655\n",
      "Iteration 107, inertia 71149680374.11313\n",
      "Iteration 108, inertia 71149252652.36853\n",
      "Iteration 109, inertia 71149039134.25473\n",
      "Iteration 110, inertia 71148969988.01895\n",
      "Iteration 111, inertia 71148885071.14684\n",
      "Iteration 112, inertia 71148776401.56131\n",
      "Iteration 113, inertia 71148651905.58633\n",
      "Iteration 114, inertia 71148563460.8087\n",
      "Iteration 115, inertia 71148525470.81825\n",
      "Iteration 116, inertia 71148499846.80734\n",
      "Iteration 117, inertia 71148487324.49893\n",
      "Iteration 118, inertia 71148466237.74515\n",
      "Iteration 119, inertia 71148440310.48126\n",
      "Iteration 120, inertia 71148424311.42046\n",
      "Iteration 121, inertia 71148393879.31886\n",
      "Iteration 122, inertia 71148340669.77818\n",
      "Iteration 123, inertia 71148303867.58856\n",
      "Iteration 124, inertia 71148260295.43466\n",
      "Iteration 125, inertia 71148182708.73857\n",
      "Iteration 126, inertia 71148055329.9176\n",
      "Iteration 127, inertia 71147923046.35378\n",
      "Iteration 128, inertia 71147792927.17578\n",
      "Iteration 129, inertia 71147753574.62436\n",
      "Iteration 130, inertia 71147744384.38284\n",
      "Converged at iteration 130: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105690947971.0\n",
      "Iteration 1, inertia 74647877789.34097\n",
      "Iteration 2, inertia 73127199967.43585\n",
      "Iteration 3, inertia 72575170715.50447\n",
      "Iteration 4, inertia 72266557525.42691\n",
      "Iteration 5, inertia 72059685395.26544\n",
      "Iteration 6, inertia 71919336574.48213\n",
      "Iteration 7, inertia 71821781298.6482\n",
      "Iteration 8, inertia 71750703522.7955\n",
      "Iteration 9, inertia 71692353819.79749\n",
      "Iteration 10, inertia 71643428211.99442\n",
      "Iteration 11, inertia 71598564063.50905\n",
      "Iteration 12, inertia 71562326194.17451\n",
      "Iteration 13, inertia 71530987857.45673\n",
      "Iteration 14, inertia 71502334283.18408\n",
      "Iteration 15, inertia 71477998341.61221\n",
      "Iteration 16, inertia 71456633367.08205\n",
      "Iteration 17, inertia 71433143121.64261\n",
      "Iteration 18, inertia 71407990562.179\n",
      "Iteration 19, inertia 71384420328.22913\n",
      "Iteration 20, inertia 71361614106.91803\n",
      "Iteration 21, inertia 71343825306.92\n",
      "Iteration 22, inertia 71325764283.15868\n",
      "Iteration 23, inertia 71309976916.61568\n",
      "Iteration 24, inertia 71297250209.29642\n",
      "Iteration 25, inertia 71287593926.20914\n",
      "Iteration 26, inertia 71278410761.44733\n",
      "Iteration 27, inertia 71270722974.67374\n",
      "Iteration 28, inertia 71264496737.34576\n",
      "Iteration 29, inertia 71258677222.5611\n",
      "Iteration 30, inertia 71253443630.0017\n",
      "Iteration 31, inertia 71248715203.49013\n",
      "Iteration 32, inertia 71244485038.10196\n",
      "Iteration 33, inertia 71240230982.73952\n",
      "Iteration 34, inertia 71236198708.00111\n",
      "Iteration 35, inertia 71232160503.16135\n",
      "Iteration 36, inertia 71228109287.17287\n",
      "Iteration 37, inertia 71224134453.74883\n",
      "Iteration 38, inertia 71220409658.26399\n",
      "Iteration 39, inertia 71216613303.56216\n",
      "Iteration 40, inertia 71213912129.83093\n",
      "Iteration 41, inertia 71211863523.06612\n",
      "Iteration 42, inertia 71208523885.49774\n",
      "Iteration 43, inertia 71205569970.95428\n",
      "Iteration 44, inertia 71202898631.30302\n",
      "Iteration 45, inertia 71200592392.56813\n",
      "Iteration 46, inertia 71198802089.441\n",
      "Iteration 47, inertia 71197568863.01874\n",
      "Iteration 48, inertia 71196697697.94803\n",
      "Iteration 49, inertia 71195829897.3854\n",
      "Iteration 50, inertia 71195077706.0531\n",
      "Iteration 51, inertia 71194414006.39398\n",
      "Iteration 52, inertia 71193465549.50722\n",
      "Iteration 53, inertia 71192592113.85793\n",
      "Iteration 54, inertia 71191748887.32112\n",
      "Iteration 55, inertia 71191097942.84624\n",
      "Iteration 56, inertia 71190736384.01497\n",
      "Iteration 57, inertia 71190514655.49895\n",
      "Iteration 58, inertia 71190100089.37381\n",
      "Iteration 59, inertia 71189577664.36511\n",
      "Iteration 60, inertia 71189086306.45093\n",
      "Iteration 61, inertia 71188435531.97192\n",
      "Iteration 62, inertia 71187773310.66283\n",
      "Iteration 63, inertia 71187154061.81958\n",
      "Iteration 64, inertia 71186667320.39407\n",
      "Iteration 65, inertia 71186206633.21841\n",
      "Iteration 66, inertia 71185692153.8031\n",
      "Iteration 67, inertia 71185284356.11916\n",
      "Iteration 68, inertia 71184882949.45363\n",
      "Iteration 69, inertia 71184615984.52335\n",
      "Iteration 70, inertia 71184510248.02382\n",
      "Iteration 71, inertia 71184442580.8594\n",
      "Iteration 72, inertia 71184380805.8163\n",
      "Iteration 73, inertia 71184339187.04448\n",
      "Iteration 74, inertia 71184306483.28957\n",
      "Iteration 75, inertia 71184250870.0776\n",
      "Iteration 76, inertia 71184090111.9193\n",
      "Iteration 77, inertia 71184018181.54807\n",
      "Iteration 78, inertia 71183927536.11398\n",
      "Iteration 79, inertia 71183806270.96098\n",
      "Iteration 80, inertia 71183580743.92168\n",
      "Iteration 81, inertia 71183143012.5492\n",
      "Iteration 82, inertia 71182796216.92186\n",
      "Iteration 83, inertia 71182225948.87453\n",
      "Iteration 84, inertia 71181625217.6964\n",
      "Iteration 85, inertia 71181114743.30559\n",
      "Iteration 86, inertia 71180845993.51012\n",
      "Iteration 87, inertia 71180672486.19522\n",
      "Iteration 88, inertia 71180571150.8045\n",
      "Iteration 89, inertia 71180493687.02718\n",
      "Iteration 90, inertia 71180284785.13416\n",
      "Iteration 91, inertia 71180181990.27194\n",
      "Iteration 92, inertia 71180170624.88939\n",
      "Converged at iteration 92: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 103788861679.0\n",
      "Iteration 1, inertia 74385672248.28203\n",
      "Iteration 2, inertia 73025509337.94203\n",
      "Iteration 3, inertia 72530724681.34428\n",
      "Iteration 4, inertia 72262601597.96725\n",
      "Iteration 5, inertia 72085430144.76581\n",
      "Iteration 6, inertia 71963314956.33904\n",
      "Iteration 7, inertia 71861339242.89993\n",
      "Iteration 8, inertia 71771521824.19759\n",
      "Iteration 9, inertia 71699058412.4888\n",
      "Iteration 10, inertia 71644521895.89984\n",
      "Iteration 11, inertia 71596745210.87813\n",
      "Iteration 12, inertia 71555588195.85799\n",
      "Iteration 13, inertia 71521476953.67946\n",
      "Iteration 14, inertia 71491755045.92305\n",
      "Iteration 15, inertia 71461243174.88535\n",
      "Iteration 16, inertia 71432876422.44614\n",
      "Iteration 17, inertia 71407424622.85715\n",
      "Iteration 18, inertia 71386471801.54512\n",
      "Iteration 19, inertia 71368794642.59384\n",
      "Iteration 20, inertia 71352213649.16264\n",
      "Iteration 21, inertia 71335863849.08224\n",
      "Iteration 22, inertia 71321901052.8358\n",
      "Iteration 23, inertia 71311923358.83913\n",
      "Iteration 24, inertia 71302538560.47733\n",
      "Iteration 25, inertia 71294515455.19327\n",
      "Iteration 26, inertia 71287127434.97961\n",
      "Iteration 27, inertia 71279371393.72244\n",
      "Iteration 28, inertia 71272706148.31155\n",
      "Iteration 29, inertia 71267647212.71378\n",
      "Iteration 30, inertia 71262579998.36371\n",
      "Iteration 31, inertia 71256454131.64449\n",
      "Iteration 32, inertia 71251267021.88347\n",
      "Iteration 33, inertia 71245744479.76071\n",
      "Iteration 34, inertia 71241019343.4476\n",
      "Iteration 35, inertia 71236717097.97832\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 36, inertia 71232467341.2309\n",
      "Iteration 37, inertia 71228080848.07625\n",
      "Iteration 38, inertia 71223281902.26584\n",
      "Iteration 39, inertia 71217279178.1787\n",
      "Iteration 40, inertia 71209056050.34738\n",
      "Iteration 41, inertia 71201725520.71422\n",
      "Iteration 42, inertia 71194103199.18745\n",
      "Iteration 43, inertia 71188814292.85745\n",
      "Iteration 44, inertia 71185487822.12968\n",
      "Iteration 45, inertia 71182868481.4939\n",
      "Iteration 46, inertia 71180078278.6546\n",
      "Iteration 47, inertia 71177435239.27348\n",
      "Iteration 48, inertia 71174976011.95546\n",
      "Iteration 49, inertia 71171858813.72762\n",
      "Iteration 50, inertia 71168512414.87299\n",
      "Iteration 51, inertia 71165061896.23283\n",
      "Iteration 52, inertia 71161876186.52805\n",
      "Iteration 53, inertia 71159213208.65031\n",
      "Iteration 54, inertia 71156718400.66827\n",
      "Iteration 55, inertia 71154462090.00677\n",
      "Iteration 56, inertia 71152287408.2409\n",
      "Iteration 57, inertia 71150693643.82834\n",
      "Iteration 58, inertia 71149475008.08575\n",
      "Iteration 59, inertia 71148352546.44928\n",
      "Iteration 60, inertia 71147165186.85062\n",
      "Iteration 61, inertia 71146003698.72664\n",
      "Iteration 62, inertia 71145071660.8856\n",
      "Iteration 63, inertia 71144129030.57434\n",
      "Iteration 64, inertia 71143296200.6843\n",
      "Iteration 65, inertia 71142454081.27751\n",
      "Iteration 66, inertia 71141720930.54344\n",
      "Iteration 67, inertia 71140901922.16248\n",
      "Iteration 68, inertia 71140015284.75462\n",
      "Iteration 69, inertia 71138890675.30176\n",
      "Iteration 70, inertia 71137820222.59047\n",
      "Iteration 71, inertia 71136394615.06555\n",
      "Iteration 72, inertia 71133607410.33519\n",
      "Iteration 73, inertia 71129993886.01242\n",
      "Iteration 74, inertia 71126707004.04108\n",
      "Iteration 75, inertia 71123882359.30597\n",
      "Iteration 76, inertia 71122116750.88928\n",
      "Iteration 77, inertia 71120227351.27563\n",
      "Iteration 78, inertia 71119076203.25565\n",
      "Iteration 79, inertia 71118093957.4047\n",
      "Iteration 80, inertia 71117394404.5375\n",
      "Iteration 81, inertia 71116793672.80447\n",
      "Iteration 82, inertia 71116260377.1072\n",
      "Iteration 83, inertia 71115749465.5268\n",
      "Iteration 84, inertia 71115235925.75256\n",
      "Iteration 85, inertia 71114868365.09358\n",
      "Iteration 86, inertia 71114525123.80312\n",
      "Iteration 87, inertia 71114306655.39581\n",
      "Iteration 88, inertia 71114026256.7053\n",
      "Iteration 89, inertia 71113763108.51514\n",
      "Iteration 90, inertia 71113346013.1568\n",
      "Iteration 91, inertia 71112916963.65352\n",
      "Iteration 92, inertia 71112623596.38165\n",
      "Iteration 93, inertia 71112343004.88475\n",
      "Iteration 94, inertia 71112203280.09201\n",
      "Iteration 95, inertia 71112047231.93198\n",
      "Iteration 96, inertia 71111867560.98755\n",
      "Iteration 97, inertia 71111706199.82144\n",
      "Iteration 98, inertia 71111505619.92809\n",
      "Iteration 99, inertia 71111366519.10011\n",
      "Iteration 100, inertia 71111186234.17816\n",
      "Iteration 101, inertia 71110871440.05382\n",
      "Iteration 102, inertia 71110570282.71587\n",
      "Iteration 103, inertia 71110233211.52185\n",
      "Iteration 104, inertia 71109869757.38805\n",
      "Iteration 105, inertia 71109358447.37971\n",
      "Iteration 106, inertia 71108706527.66937\n",
      "Iteration 107, inertia 71107979079.53165\n",
      "Iteration 108, inertia 71107500030.15077\n",
      "Iteration 109, inertia 71107004971.0942\n",
      "Iteration 110, inertia 71106622558.89604\n",
      "Iteration 111, inertia 71106288713.46725\n",
      "Iteration 112, inertia 71105946707.32487\n",
      "Iteration 113, inertia 71105528262.8316\n",
      "Iteration 114, inertia 71105086253.356\n",
      "Iteration 115, inertia 71104757556.78868\n",
      "Iteration 116, inertia 71104544682.99023\n",
      "Iteration 117, inertia 71104340849.90628\n",
      "Iteration 118, inertia 71104232688.62332\n",
      "Iteration 119, inertia 71104163314.26062\n",
      "Iteration 120, inertia 71104114617.887\n",
      "Iteration 121, inertia 71104020570.38034\n",
      "Iteration 122, inertia 71103900589.42583\n",
      "Iteration 123, inertia 71103802280.10008\n",
      "Iteration 124, inertia 71103732100.8661\n",
      "Iteration 125, inertia 71103679115.83702\n",
      "Iteration 126, inertia 71103661912.09665\n",
      "Iteration 127, inertia 71103654181.74225\n",
      "Iteration 128, inertia 71103645181.0126\n",
      "Converged at iteration 128: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 104484972856.0\n",
      "Iteration 1, inertia 74704973752.04631\n",
      "Iteration 2, inertia 73190963872.46582\n",
      "Iteration 3, inertia 72608195353.41762\n",
      "Iteration 4, inertia 72303664927.57408\n",
      "Iteration 5, inertia 72114184195.51456\n",
      "Iteration 6, inertia 71978024356.04066\n",
      "Iteration 7, inertia 71880225808.6495\n",
      "Iteration 8, inertia 71806864454.8301\n",
      "Iteration 9, inertia 71744320421.56012\n",
      "Iteration 10, inertia 71685173211.01894\n",
      "Iteration 11, inertia 71634700578.83846\n",
      "Iteration 12, inertia 71592696990.63432\n",
      "Iteration 13, inertia 71554339802.44708\n",
      "Iteration 14, inertia 71518983282.34549\n",
      "Iteration 15, inertia 71486048456.65193\n",
      "Iteration 16, inertia 71454327330.46786\n",
      "Iteration 17, inertia 71425412075.57706\n",
      "Iteration 18, inertia 71399049602.96324\n",
      "Iteration 19, inertia 71378050583.94505\n",
      "Iteration 20, inertia 71359704508.8176\n",
      "Iteration 21, inertia 71343327496.34235\n",
      "Iteration 22, inertia 71327517388.27335\n",
      "Iteration 23, inertia 71311712278.59311\n",
      "Iteration 24, inertia 71297731957.25552\n",
      "Iteration 25, inertia 71284568071.40523\n",
      "Iteration 26, inertia 71273150644.56001\n",
      "Iteration 27, inertia 71262036866.72708\n",
      "Iteration 28, inertia 71249686393.1903\n",
      "Iteration 29, inertia 71238791577.46454\n",
      "Iteration 30, inertia 71231015569.20056\n",
      "Iteration 31, inertia 71224131875.15012\n",
      "Iteration 32, inertia 71218139018.4621\n",
      "Iteration 33, inertia 71213096063.00365\n",
      "Iteration 34, inertia 71208569883.80768\n",
      "Iteration 35, inertia 71204182828.66457\n",
      "Iteration 36, inertia 71200534554.88324\n",
      "Iteration 37, inertia 71197603659.79184\n",
      "Iteration 38, inertia 71194887771.45259\n",
      "Iteration 39, inertia 71192373615.7373\n",
      "Iteration 40, inertia 71190011036.78114\n",
      "Iteration 41, inertia 71186768390.85068\n",
      "Iteration 42, inertia 71183287802.97145\n",
      "Iteration 43, inertia 71180902903.08328\n",
      "Iteration 44, inertia 71178758422.0057\n",
      "Iteration 45, inertia 71176967014.37405\n",
      "Iteration 46, inertia 71175589441.62643\n",
      "Iteration 47, inertia 71173948117.58833\n",
      "Iteration 48, inertia 71172041462.77744\n",
      "Iteration 49, inertia 71170021341.13126\n",
      "Iteration 50, inertia 71167887841.69266\n",
      "Iteration 51, inertia 71165667310.05792\n",
      "Iteration 52, inertia 71163920069.62437\n",
      "Iteration 53, inertia 71162186584.57144\n",
      "Iteration 54, inertia 71160509291.56169\n",
      "Iteration 55, inertia 71159516221.80463\n",
      "Iteration 56, inertia 71158655079.51224\n",
      "Iteration 57, inertia 71157905468.31798\n",
      "Iteration 58, inertia 71157117815.54263\n",
      "Iteration 59, inertia 71156444762.1133\n",
      "Iteration 60, inertia 71155764972.41943\n",
      "Iteration 61, inertia 71155017855.91498\n",
      "Iteration 62, inertia 71154438902.24457\n",
      "Iteration 63, inertia 71153798845.13565\n",
      "Iteration 64, inertia 71153206489.04413\n",
      "Iteration 65, inertia 71152722697.54794\n",
      "Iteration 66, inertia 71152267154.04507\n",
      "Iteration 67, inertia 71151939921.2171\n",
      "Iteration 68, inertia 71151661219.69624\n",
      "Iteration 69, inertia 71151472234.96033\n",
      "Iteration 70, inertia 71151352220.733\n",
      "Iteration 71, inertia 71151131920.19257\n",
      "Iteration 72, inertia 71150959296.06993\n",
      "Iteration 73, inertia 71150800184.01682\n",
      "Iteration 74, inertia 71150665974.15895\n",
      "Iteration 75, inertia 71150536558.03687\n",
      "Iteration 76, inertia 71150412085.83852\n",
      "Iteration 77, inertia 71150281163.4908\n",
      "Iteration 78, inertia 71150128498.34882\n",
      "Iteration 79, inertia 71149987923.75511\n",
      "Iteration 80, inertia 71149833431.2468\n",
      "Iteration 81, inertia 71149727861.36679\n",
      "Iteration 82, inertia 71149647127.42203\n",
      "Iteration 83, inertia 71149605513.64653\n",
      "Iteration 84, inertia 71149533161.89883\n",
      "Iteration 85, inertia 71149459803.98161\n",
      "Iteration 86, inertia 71149419244.04129\n",
      "Iteration 87, inertia 71149389424.10458\n",
      "Iteration 88, inertia 71149378337.41676\n",
      "Converged at iteration 88: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 104967887653.0\n",
      "Iteration 1, inertia 74643461127.15407\n",
      "Iteration 2, inertia 73162212175.70854\n",
      "Iteration 3, inertia 72612152151.64543\n",
      "Iteration 4, inertia 72296138722.45067\n",
      "Iteration 5, inertia 72097822595.65936\n",
      "Iteration 6, inertia 71970040566.6688\n",
      "Iteration 7, inertia 71870928647.37738\n",
      "Iteration 8, inertia 71786118042.74802\n",
      "Iteration 9, inertia 71722084921.34131\n",
      "Iteration 10, inertia 71673181035.43234\n",
      "Iteration 11, inertia 71632820556.15776\n",
      "Iteration 12, inertia 71597181273.16824\n",
      "Iteration 13, inertia 71568695044.73401\n",
      "Iteration 14, inertia 71546173708.0037\n",
      "Iteration 15, inertia 71525756101.39476\n",
      "Iteration 16, inertia 71504857219.10812\n",
      "Iteration 17, inertia 71483552857.67888\n",
      "Iteration 18, inertia 71461626815.36185\n",
      "Iteration 19, inertia 71443360131.12817\n",
      "Iteration 20, inertia 71426405833.20341\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 21, inertia 71410222936.4107\n",
      "Iteration 22, inertia 71398057141.98747\n",
      "Iteration 23, inertia 71388666781.50119\n",
      "Iteration 24, inertia 71380727394.68721\n",
      "Iteration 25, inertia 71372637436.52399\n",
      "Iteration 26, inertia 71365668507.3177\n",
      "Iteration 27, inertia 71359021298.34654\n",
      "Iteration 28, inertia 71352667684.98195\n",
      "Iteration 29, inertia 71347001659.81223\n",
      "Iteration 30, inertia 71341844832.441\n",
      "Iteration 31, inertia 71336894451.38841\n",
      "Iteration 32, inertia 71331930861.08333\n",
      "Iteration 33, inertia 71326319627.12943\n",
      "Iteration 34, inertia 71320166297.40959\n",
      "Iteration 35, inertia 71313947107.72714\n",
      "Iteration 36, inertia 71307258777.86726\n",
      "Iteration 37, inertia 71300381330.80142\n",
      "Iteration 38, inertia 71294479201.92928\n",
      "Iteration 39, inertia 71289710744.2747\n",
      "Iteration 40, inertia 71285388183.02937\n",
      "Iteration 41, inertia 71281007082.88972\n",
      "Iteration 42, inertia 71276116703.37286\n",
      "Iteration 43, inertia 71271367339.48793\n",
      "Iteration 44, inertia 71266779218.986\n",
      "Iteration 45, inertia 71261611088.29437\n",
      "Iteration 46, inertia 71256483734.18077\n",
      "Iteration 47, inertia 71251482981.6323\n",
      "Iteration 48, inertia 71247200452.14185\n",
      "Iteration 49, inertia 71243363151.58983\n",
      "Iteration 50, inertia 71239215691.12563\n",
      "Iteration 51, inertia 71234985421.21568\n",
      "Iteration 52, inertia 71230534348.63751\n",
      "Iteration 53, inertia 71226147532.29993\n",
      "Iteration 54, inertia 71222630973.42091\n",
      "Iteration 55, inertia 71220372082.01689\n",
      "Iteration 56, inertia 71217683955.58632\n",
      "Iteration 57, inertia 71214641752.38712\n",
      "Iteration 58, inertia 71211944103.22278\n",
      "Iteration 59, inertia 71209192003.956\n",
      "Iteration 60, inertia 71206867743.80336\n",
      "Iteration 61, inertia 71204388766.2678\n",
      "Iteration 62, inertia 71202572155.6207\n",
      "Iteration 63, inertia 71200741040.23633\n",
      "Iteration 64, inertia 71199551566.96626\n",
      "Iteration 65, inertia 71198506933.79047\n",
      "Iteration 66, inertia 71197383570.42934\n",
      "Iteration 67, inertia 71196208430.99841\n",
      "Iteration 68, inertia 71195148931.0567\n",
      "Iteration 69, inertia 71194161297.04327\n",
      "Iteration 70, inertia 71192979481.83\n",
      "Iteration 71, inertia 71191655566.19904\n",
      "Iteration 72, inertia 71190284143.97333\n",
      "Iteration 73, inertia 71189181503.565\n",
      "Iteration 74, inertia 71188447985.5982\n",
      "Iteration 75, inertia 71187443833.67238\n",
      "Iteration 76, inertia 71186528492.93724\n",
      "Iteration 77, inertia 71185612402.25081\n",
      "Iteration 78, inertia 71184850764.90573\n",
      "Iteration 79, inertia 71184183336.51642\n",
      "Iteration 80, inertia 71183682086.19359\n",
      "Iteration 81, inertia 71183293722.31407\n",
      "Iteration 82, inertia 71182829116.85452\n",
      "Iteration 83, inertia 71182441094.77527\n",
      "Iteration 84, inertia 71181753106.92293\n",
      "Iteration 85, inertia 71181075087.33408\n",
      "Iteration 86, inertia 71180346487.8964\n",
      "Iteration 87, inertia 71179670828.59781\n",
      "Iteration 88, inertia 71179191903.36713\n",
      "Iteration 89, inertia 71178754835.4928\n",
      "Iteration 90, inertia 71178459801.58766\n",
      "Iteration 91, inertia 71178113138.2911\n",
      "Iteration 92, inertia 71177465643.59863\n",
      "Iteration 93, inertia 71176931532.19695\n",
      "Iteration 94, inertia 71176457896.50693\n",
      "Iteration 95, inertia 71175925632.90585\n",
      "Iteration 96, inertia 71175279677.80081\n",
      "Iteration 97, inertia 71174732327.43991\n",
      "Iteration 98, inertia 71173954502.4386\n",
      "Iteration 99, inertia 71173129112.30783\n",
      "Iteration 100, inertia 71172616848.564\n",
      "Iteration 101, inertia 71172157972.40231\n",
      "Iteration 102, inertia 71171432612.32295\n",
      "Iteration 103, inertia 71170850932.54921\n",
      "Iteration 104, inertia 71169853482.7144\n",
      "Iteration 105, inertia 71168986731.0305\n",
      "Iteration 106, inertia 71168551748.41095\n",
      "Iteration 107, inertia 71168011405.29697\n",
      "Iteration 108, inertia 71167432279.12119\n",
      "Iteration 109, inertia 71167271078.7513\n",
      "Iteration 110, inertia 71167029642.62704\n",
      "Iteration 111, inertia 71166911884.15436\n",
      "Iteration 112, inertia 71166842362.201\n",
      "Iteration 113, inertia 71166820097.24472\n",
      "Iteration 114, inertia 71166798353.76706\n",
      "Iteration 115, inertia 71166776433.1083\n",
      "Iteration 116, inertia 71166741504.65121\n",
      "Iteration 117, inertia 71166706846.33948\n",
      "Iteration 118, inertia 71166657869.61066\n",
      "Iteration 119, inertia 71166635005.12308\n",
      "Iteration 120, inertia 71166618642.8035\n",
      "Iteration 121, inertia 71166606113.146\n",
      "Converged at iteration 121: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105352689903.0\n",
      "Iteration 1, inertia 74941714774.47035\n",
      "Iteration 2, inertia 73525103130.84155\n",
      "Iteration 3, inertia 72911926668.0219\n",
      "Iteration 4, inertia 72563738968.27246\n",
      "Iteration 5, inertia 72354509269.33327\n",
      "Iteration 6, inertia 72209882446.06808\n",
      "Iteration 7, inertia 72097986671.41765\n",
      "Iteration 8, inertia 71991657390.84096\n",
      "Iteration 9, inertia 71896221330.46962\n",
      "Iteration 10, inertia 71820216977.33257\n",
      "Iteration 11, inertia 71755581558.62926\n",
      "Iteration 12, inertia 71702332960.7564\n",
      "Iteration 13, inertia 71657664478.1325\n",
      "Iteration 14, inertia 71616178142.42476\n",
      "Iteration 15, inertia 71580136726.19449\n",
      "Iteration 16, inertia 71551667832.89418\n",
      "Iteration 17, inertia 71525311294.23962\n",
      "Iteration 18, inertia 71503715545.11314\n",
      "Iteration 19, inertia 71483494263.29944\n",
      "Iteration 20, inertia 71464786323.268\n",
      "Iteration 21, inertia 71446573855.4282\n",
      "Iteration 22, inertia 71427873246.38968\n",
      "Iteration 23, inertia 71409840634.76875\n",
      "Iteration 24, inertia 71395354287.89522\n",
      "Iteration 25, inertia 71381479340.52844\n",
      "Iteration 26, inertia 71367064420.15623\n",
      "Iteration 27, inertia 71354088614.1062\n",
      "Iteration 28, inertia 71342004051.59586\n",
      "Iteration 29, inertia 71331582894.2576\n",
      "Iteration 30, inertia 71322412660.59741\n",
      "Iteration 31, inertia 71314750962.63425\n",
      "Iteration 32, inertia 71309135266.77863\n",
      "Iteration 33, inertia 71304596853.9968\n",
      "Iteration 34, inertia 71300136472.27562\n",
      "Iteration 35, inertia 71295802144.6569\n",
      "Iteration 36, inertia 71291967085.7149\n",
      "Iteration 37, inertia 71288031871.68646\n",
      "Iteration 38, inertia 71284341298.93188\n",
      "Iteration 39, inertia 71281205162.50883\n",
      "Iteration 40, inertia 71278776636.20663\n",
      "Iteration 41, inertia 71276680009.0195\n",
      "Iteration 42, inertia 71274547815.81326\n",
      "Iteration 43, inertia 71272691880.04395\n",
      "Iteration 44, inertia 71270905165.5068\n",
      "Iteration 45, inertia 71269207329.22226\n",
      "Iteration 46, inertia 71267378889.78827\n",
      "Iteration 47, inertia 71265596564.09537\n",
      "Iteration 48, inertia 71263457687.189\n",
      "Iteration 49, inertia 71261842377.9726\n",
      "Iteration 50, inertia 71260272463.77435\n",
      "Iteration 51, inertia 71259128349.18158\n",
      "Iteration 52, inertia 71257896925.60335\n",
      "Iteration 53, inertia 71256577959.76953\n",
      "Iteration 54, inertia 71255463173.37454\n",
      "Iteration 55, inertia 71254502462.85927\n",
      "Iteration 56, inertia 71253758872.50735\n",
      "Iteration 57, inertia 71253234549.38132\n",
      "Iteration 58, inertia 71252533574.829\n",
      "Iteration 59, inertia 71251966279.59921\n",
      "Iteration 60, inertia 71251445145.19221\n",
      "Iteration 61, inertia 71251051615.1437\n",
      "Iteration 62, inertia 71250535973.46045\n",
      "Iteration 63, inertia 71250052903.50146\n",
      "Iteration 64, inertia 71249669473.89949\n",
      "Iteration 65, inertia 71249267935.41605\n",
      "Iteration 66, inertia 71249001834.25375\n",
      "Iteration 67, inertia 71248768568.41573\n",
      "Iteration 68, inertia 71248547887.46768\n",
      "Iteration 69, inertia 71248539461.97977\n",
      "Iteration 70, inertia 71248532252.28026\n",
      "Iteration 71, inertia 71248521298.01004\n",
      "Iteration 72, inertia 71248498744.27003\n",
      "Iteration 73, inertia 71248473223.88432\n",
      "Iteration 74, inertia 71248462107.06006\n",
      "Iteration 75, inertia 71248452143.67503\n",
      "Iteration 76, inertia 71248441406.59985\n",
      "Iteration 77, inertia 71248430529.89418\n",
      "Converged at iteration 77: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 105731841415.0\n",
      "Iteration 1, inertia 75009335990.37785\n",
      "Iteration 2, inertia 73388579944.34573\n",
      "Iteration 3, inertia 72799897664.74225\n",
      "Iteration 4, inertia 72478378191.84006\n",
      "Iteration 5, inertia 72263095172.82817\n",
      "Iteration 6, inertia 72112678309.69716\n",
      "Iteration 7, inertia 72003376707.4843\n",
      "Iteration 8, inertia 71923236245.69511\n",
      "Iteration 9, inertia 71857573849.56462\n",
      "Iteration 10, inertia 71799500778.49232\n",
      "Iteration 11, inertia 71745657982.6578\n",
      "Iteration 12, inertia 71696255809.06125\n",
      "Iteration 13, inertia 71655820113.96193\n",
      "Iteration 14, inertia 71619249493.43655\n",
      "Iteration 15, inertia 71588162666.3597\n",
      "Iteration 16, inertia 71559704250.33078\n",
      "Iteration 17, inertia 71537148965.31433\n",
      "Iteration 18, inertia 71514062693.81088\n",
      "Iteration 19, inertia 71490354909.59746\n",
      "Iteration 20, inertia 71470381335.6499\n",
      "Iteration 21, inertia 71452473707.65776\n",
      "Iteration 22, inertia 71437145746.0967\n",
      "Iteration 23, inertia 71423286594.27106\n",
      "Iteration 24, inertia 71411433681.75078\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 25, inertia 71401292928.27351\n",
      "Iteration 26, inertia 71392069770.9456\n",
      "Iteration 27, inertia 71384062059.7968\n",
      "Iteration 28, inertia 71375246196.19362\n",
      "Iteration 29, inertia 71368738519.98352\n",
      "Iteration 30, inertia 71363108590.7544\n",
      "Iteration 31, inertia 71357071079.88431\n",
      "Iteration 32, inertia 71349460212.96344\n",
      "Iteration 33, inertia 71341505572.29446\n",
      "Iteration 34, inertia 71334885883.37634\n",
      "Iteration 35, inertia 71328733850.19228\n",
      "Iteration 36, inertia 71324913480.8864\n",
      "Iteration 37, inertia 71322438193.15846\n",
      "Iteration 38, inertia 71320316664.29001\n",
      "Iteration 39, inertia 71318548006.92316\n",
      "Iteration 40, inertia 71317135013.18272\n",
      "Iteration 41, inertia 71315631975.75113\n",
      "Iteration 42, inertia 71314440513.5999\n",
      "Iteration 43, inertia 71313203348.65277\n",
      "Iteration 44, inertia 71311996284.81062\n",
      "Iteration 45, inertia 71310682104.4098\n",
      "Iteration 46, inertia 71309430911.33978\n",
      "Iteration 47, inertia 71308132872.62756\n",
      "Iteration 48, inertia 71306983500.05113\n",
      "Iteration 49, inertia 71305986631.25009\n",
      "Iteration 50, inertia 71305288007.61052\n",
      "Iteration 51, inertia 71304726511.33383\n",
      "Iteration 52, inertia 71304243766.17162\n",
      "Iteration 53, inertia 71303952391.85329\n",
      "Iteration 54, inertia 71303727696.48694\n",
      "Iteration 55, inertia 71303572075.78577\n",
      "Iteration 56, inertia 71303290516.56105\n",
      "Iteration 57, inertia 71303105648.96866\n",
      "Iteration 58, inertia 71302982890.6948\n",
      "Iteration 59, inertia 71302917820.8294\n",
      "Iteration 60, inertia 71302884576.16638\n",
      "Iteration 61, inertia 71302849720.46013\n",
      "Iteration 62, inertia 71302824860.04527\n",
      "Iteration 63, inertia 71302811847.52872\n",
      "Iteration 64, inertia 71302806241.25893\n",
      "Iteration 65, inertia 71302779014.52126\n",
      "Iteration 66, inertia 71302767028.67497\n",
      "Iteration 67, inertia 71302748780.66959\n",
      "Iteration 68, inertia 71302730346.39165\n",
      "Iteration 69, inertia 71302711985.32407\n",
      "Converged at iteration 69: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 8060.71it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   16.4s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 300 \n",
      "  Threshold value :  1000 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98626632801.0\n",
      "Iteration 1, inertia 70541763018.01218\n",
      "Iteration 2, inertia 69128315354.16125\n",
      "Iteration 3, inertia 68547510456.278755\n",
      "Iteration 4, inertia 68245665397.17596\n",
      "Iteration 5, inertia 68052168226.585846\n",
      "Iteration 6, inertia 67913639067.508835\n",
      "Iteration 7, inertia 67809172681.427086\n",
      "Iteration 8, inertia 67727958659.243\n",
      "Iteration 9, inertia 67658862894.93845\n",
      "Iteration 10, inertia 67600301001.33946\n",
      "Iteration 11, inertia 67549827061.726776\n",
      "Iteration 12, inertia 67505931001.90276\n",
      "Iteration 13, inertia 67467144139.71651\n",
      "Iteration 14, inertia 67433216326.61868\n",
      "Iteration 15, inertia 67407516110.57791\n",
      "Iteration 16, inertia 67385830335.43584\n",
      "Iteration 17, inertia 67365068951.744514\n",
      "Iteration 18, inertia 67346894216.50989\n",
      "Iteration 19, inertia 67329183235.50174\n",
      "Iteration 20, inertia 67306851935.841866\n",
      "Iteration 21, inertia 67281823688.43252\n",
      "Iteration 22, inertia 67260894162.507774\n",
      "Iteration 23, inertia 67245513407.9219\n",
      "Iteration 24, inertia 67234684141.51928\n",
      "Iteration 25, inertia 67224933952.27867\n",
      "Iteration 26, inertia 67215576579.66997\n",
      "Iteration 27, inertia 67206646107.26755\n",
      "Iteration 28, inertia 67199107538.72062\n",
      "Iteration 29, inertia 67191368501.82941\n",
      "Iteration 30, inertia 67183426319.799835\n",
      "Iteration 31, inertia 67176233645.53835\n",
      "Iteration 32, inertia 67171197523.160675\n",
      "Iteration 33, inertia 67166737833.720116\n",
      "Iteration 34, inertia 67162507017.927124\n",
      "Iteration 35, inertia 67158031329.16412\n",
      "Iteration 36, inertia 67153899490.45752\n",
      "Iteration 37, inertia 67149930738.289665\n",
      "Iteration 38, inertia 67146277508.39941\n",
      "Iteration 39, inertia 67143066245.671684\n",
      "Iteration 40, inertia 67140609946.11682\n",
      "Iteration 41, inertia 67138597520.32087\n",
      "Iteration 42, inertia 67136896043.95595\n",
      "Iteration 43, inertia 67135835380.77129\n",
      "Iteration 44, inertia 67134993039.90946\n",
      "Iteration 45, inertia 67134156706.5508\n",
      "Iteration 46, inertia 67133625478.79736\n",
      "Iteration 47, inertia 67133135692.24002\n",
      "Iteration 48, inertia 67132684814.01594\n",
      "Iteration 49, inertia 67132144870.21431\n",
      "Iteration 50, inertia 67131657243.67181\n",
      "Iteration 51, inertia 67131186688.092026\n",
      "Iteration 52, inertia 67130811099.00233\n",
      "Iteration 53, inertia 67130491610.98233\n",
      "Iteration 54, inertia 67130253823.8338\n",
      "Iteration 55, inertia 67130078821.20492\n",
      "Iteration 56, inertia 67129956436.64928\n",
      "Iteration 57, inertia 67129885905.09497\n",
      "Iteration 58, inertia 67129774045.39352\n",
      "Iteration 59, inertia 67129652581.19176\n",
      "Iteration 60, inertia 67129480574.27843\n",
      "Iteration 61, inertia 67129360671.47568\n",
      "Iteration 62, inertia 67129314930.33928\n",
      "Iteration 63, inertia 67129308737.62453\n",
      "Converged at iteration 63: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 97908534085.0\n",
      "Iteration 1, inertia 70576195169.4466\n",
      "Iteration 2, inertia 69170739721.79399\n",
      "Iteration 3, inertia 68649374630.134254\n",
      "Iteration 4, inertia 68345263497.1757\n",
      "Iteration 5, inertia 68139603130.24139\n",
      "Iteration 6, inertia 67981028948.74924\n",
      "Iteration 7, inertia 67855481816.10237\n",
      "Iteration 8, inertia 67756109130.3357\n",
      "Iteration 9, inertia 67677710054.03046\n",
      "Iteration 10, inertia 67615042099.95967\n",
      "Iteration 11, inertia 67562108704.74234\n",
      "Iteration 12, inertia 67518372523.10802\n",
      "Iteration 13, inertia 67484383945.13475\n",
      "Iteration 14, inertia 67454860522.078545\n",
      "Iteration 15, inertia 67427126569.02821\n",
      "Iteration 16, inertia 67402359932.83727\n",
      "Iteration 17, inertia 67380634495.026306\n",
      "Iteration 18, inertia 67361691680.86108\n",
      "Iteration 19, inertia 67343607852.67409\n",
      "Iteration 20, inertia 67327957935.77193\n",
      "Iteration 21, inertia 67315171768.624985\n",
      "Iteration 22, inertia 67304420441.415474\n",
      "Iteration 23, inertia 67295745225.71622\n",
      "Iteration 24, inertia 67287572840.934166\n",
      "Iteration 25, inertia 67280153685.94745\n",
      "Iteration 26, inertia 67273452852.95142\n",
      "Iteration 27, inertia 67267880086.51896\n",
      "Iteration 28, inertia 67262029329.17097\n",
      "Iteration 29, inertia 67254673282.407646\n",
      "Iteration 30, inertia 67246893461.00288\n",
      "Iteration 31, inertia 67239560782.23305\n",
      "Iteration 32, inertia 67231698672.01302\n",
      "Iteration 33, inertia 67223552585.710014\n",
      "Iteration 34, inertia 67216547595.45615\n",
      "Iteration 35, inertia 67211366843.615845\n",
      "Iteration 36, inertia 67206322170.71399\n",
      "Iteration 37, inertia 67201646749.42439\n",
      "Iteration 38, inertia 67197251438.76986\n",
      "Iteration 39, inertia 67193699431.85723\n",
      "Iteration 40, inertia 67189619536.30752\n",
      "Iteration 41, inertia 67185587621.37842\n",
      "Iteration 42, inertia 67181146667.382385\n",
      "Iteration 43, inertia 67177268361.92871\n",
      "Iteration 44, inertia 67174798777.837265\n",
      "Iteration 45, inertia 67172794378.569084\n",
      "Iteration 46, inertia 67170311512.69479\n",
      "Iteration 47, inertia 67167698877.2832\n",
      "Iteration 48, inertia 67164581546.32735\n",
      "Iteration 49, inertia 67159879233.88477\n",
      "Iteration 50, inertia 67157505507.80241\n",
      "Iteration 51, inertia 67155175416.29483\n",
      "Iteration 52, inertia 67152702620.668304\n",
      "Iteration 53, inertia 67151158350.23084\n",
      "Iteration 54, inertia 67149975319.66688\n",
      "Iteration 55, inertia 67148675088.19128\n",
      "Iteration 56, inertia 67147766991.26993\n",
      "Iteration 57, inertia 67146817347.457405\n",
      "Iteration 58, inertia 67145744460.8224\n",
      "Iteration 59, inertia 67144551469.92354\n",
      "Iteration 60, inertia 67143337714.711235\n",
      "Iteration 61, inertia 67141581027.115555\n",
      "Iteration 62, inertia 67139603665.81264\n",
      "Iteration 63, inertia 67136538952.30754\n",
      "Iteration 64, inertia 67133505448.04922\n",
      "Iteration 65, inertia 67130891262.043\n",
      "Iteration 66, inertia 67128434932.460014\n",
      "Iteration 67, inertia 67126289767.12962\n",
      "Iteration 68, inertia 67124806433.882416\n",
      "Iteration 69, inertia 67123859600.92727\n",
      "Iteration 70, inertia 67122931186.98003\n",
      "Iteration 71, inertia 67122127975.518364\n",
      "Iteration 72, inertia 67121499424.877945\n",
      "Iteration 73, inertia 67121042167.628914\n",
      "Iteration 74, inertia 67120721628.68302\n",
      "Iteration 75, inertia 67120428140.25093\n",
      "Iteration 76, inertia 67120168676.57054\n",
      "Iteration 77, inertia 67119951307.288345\n",
      "Iteration 78, inertia 67119703031.807625\n",
      "Iteration 79, inertia 67119427266.76597\n",
      "Iteration 80, inertia 67119202738.72414\n",
      "Iteration 81, inertia 67118977472.19878\n",
      "Iteration 82, inertia 67118797815.68414\n",
      "Iteration 83, inertia 67118543125.61233\n",
      "Iteration 84, inertia 67118386453.88681\n",
      "Iteration 85, inertia 67118275660.32858\n",
      "Iteration 86, inertia 67118155448.931915\n",
      "Iteration 87, inertia 67118114002.27836\n",
      "Iteration 88, inertia 67118077031.692375\n",
      "Iteration 89, inertia 67117973872.056656\n",
      "Iteration 90, inertia 67117945724.413826\n",
      "Iteration 91, inertia 67117900196.9801\n",
      "Iteration 92, inertia 67117861839.66493\n",
      "Iteration 93, inertia 67117809268.84377\n",
      "Iteration 94, inertia 67117743262.26531\n",
      "Iteration 95, inertia 67117704964.180145\n",
      "Iteration 96, inertia 67117660352.708145\n",
      "Iteration 97, inertia 67117649961.75374\n",
      "Iteration 98, inertia 67117634442.28752\n",
      "Iteration 99, inertia 67117599662.25331\n",
      "Iteration 100, inertia 67117543303.7953\n",
      "Iteration 101, inertia 67117524858.96706\n",
      "Iteration 102, inertia 67117501609.072044\n",
      "Iteration 103, inertia 67117466093.79876\n",
      "Converged at iteration 103: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98643717135.0\n",
      "Iteration 1, inertia 70570428895.87672\n",
      "Iteration 2, inertia 69098416973.96783\n",
      "Iteration 3, inertia 68518430476.05727\n",
      "Iteration 4, inertia 68201361838.21483\n",
      "Iteration 5, inertia 68000009066.37096\n",
      "Iteration 6, inertia 67847842355.74774\n",
      "Iteration 7, inertia 67740469052.65139\n",
      "Iteration 8, inertia 67660435156.62989\n",
      "Iteration 9, inertia 67595748483.7437\n",
      "Iteration 10, inertia 67547364326.4866\n",
      "Iteration 11, inertia 67508769519.2992\n",
      "Iteration 12, inertia 67476766791.84795\n",
      "Iteration 13, inertia 67452148541.11234\n",
      "Iteration 14, inertia 67429267906.13945\n",
      "Iteration 15, inertia 67406289633.81979\n",
      "Iteration 16, inertia 67386974669.16315\n",
      "Iteration 17, inertia 67371162343.86\n",
      "Iteration 18, inertia 67357070609.085106\n",
      "Iteration 19, inertia 67344385638.06832\n",
      "Iteration 20, inertia 67331984992.75671\n",
      "Iteration 21, inertia 67320969056.2374\n",
      "Iteration 22, inertia 67308615279.36734\n",
      "Iteration 23, inertia 67298233019.95635\n",
      "Iteration 24, inertia 67289349928.82059\n",
      "Iteration 25, inertia 67281405991.005714\n",
      "Iteration 26, inertia 67274358726.22826\n",
      "Iteration 27, inertia 67268216614.29469\n",
      "Iteration 28, inertia 67262267819.658966\n",
      "Iteration 29, inertia 67256679672.12321\n",
      "Iteration 30, inertia 67251099791.52532\n",
      "Iteration 31, inertia 67244609681.00861\n",
      "Iteration 32, inertia 67238101605.47008\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 33, inertia 67231255572.267685\n",
      "Iteration 34, inertia 67224046271.70447\n",
      "Iteration 35, inertia 67217597983.85812\n",
      "Iteration 36, inertia 67211697879.749626\n",
      "Iteration 37, inertia 67207047958.64431\n",
      "Iteration 38, inertia 67201466143.71383\n",
      "Iteration 39, inertia 67195449167.40187\n",
      "Iteration 40, inertia 67190806471.24331\n",
      "Iteration 41, inertia 67186250361.68507\n",
      "Iteration 42, inertia 67181649014.39912\n",
      "Iteration 43, inertia 67178234607.39217\n",
      "Iteration 44, inertia 67174591999.81742\n",
      "Iteration 45, inertia 67171929515.05281\n",
      "Iteration 46, inertia 67169611952.897545\n",
      "Iteration 47, inertia 67168045876.517654\n",
      "Iteration 48, inertia 67166962689.08171\n",
      "Iteration 49, inertia 67166320450.579834\n",
      "Iteration 50, inertia 67165765501.54254\n",
      "Iteration 51, inertia 67165222234.58496\n",
      "Iteration 52, inertia 67164814819.08441\n",
      "Iteration 53, inertia 67164461324.22328\n",
      "Iteration 54, inertia 67163955713.78218\n",
      "Iteration 55, inertia 67163360927.95265\n",
      "Iteration 56, inertia 67162724497.49009\n",
      "Iteration 57, inertia 67161997134.23753\n",
      "Iteration 58, inertia 67160966299.48303\n",
      "Iteration 59, inertia 67160125965.65315\n",
      "Iteration 60, inertia 67159479939.674835\n",
      "Iteration 61, inertia 67158705081.403275\n",
      "Iteration 62, inertia 67157885722.634636\n",
      "Iteration 63, inertia 67157245625.17851\n",
      "Iteration 64, inertia 67156237605.312065\n",
      "Iteration 65, inertia 67155186330.010376\n",
      "Iteration 66, inertia 67153568975.20172\n",
      "Iteration 67, inertia 67152267157.24538\n",
      "Iteration 68, inertia 67151461563.48032\n",
      "Iteration 69, inertia 67150476776.70406\n",
      "Iteration 70, inertia 67149509836.51684\n",
      "Iteration 71, inertia 67148474251.27354\n",
      "Iteration 72, inertia 67147732640.11376\n",
      "Iteration 73, inertia 67147238810.58942\n",
      "Iteration 74, inertia 67146709695.10293\n",
      "Iteration 75, inertia 67146083649.81471\n",
      "Iteration 76, inertia 67145478901.154236\n",
      "Iteration 77, inertia 67145121943.00412\n",
      "Iteration 78, inertia 67144929952.207886\n",
      "Iteration 79, inertia 67144842664.93972\n",
      "Iteration 80, inertia 67144742445.130486\n",
      "Iteration 81, inertia 67144649295.64928\n",
      "Iteration 82, inertia 67144583826.111664\n",
      "Iteration 83, inertia 67144499401.78898\n",
      "Iteration 84, inertia 67144483955.75783\n",
      "Iteration 85, inertia 67144471224.73582\n",
      "Converged at iteration 85: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98578105489.0\n",
      "Iteration 1, inertia 70638649926.99803\n",
      "Iteration 2, inertia 69124056683.22932\n",
      "Iteration 3, inertia 68508215700.49741\n",
      "Iteration 4, inertia 68178495821.31208\n",
      "Iteration 5, inertia 67984996821.84599\n",
      "Iteration 6, inertia 67861006947.50554\n",
      "Iteration 7, inertia 67771857692.0405\n",
      "Iteration 8, inertia 67702347326.57628\n",
      "Iteration 9, inertia 67644058852.27614\n",
      "Iteration 10, inertia 67590512441.670876\n",
      "Iteration 11, inertia 67545660266.11571\n",
      "Iteration 12, inertia 67510421525.29579\n",
      "Iteration 13, inertia 67480612878.312996\n",
      "Iteration 14, inertia 67449751047.41889\n",
      "Iteration 15, inertia 67420663528.70397\n",
      "Iteration 16, inertia 67394905229.20495\n",
      "Iteration 17, inertia 67371141467.70582\n",
      "Iteration 18, inertia 67350185141.6623\n",
      "Iteration 19, inertia 67331238588.58279\n",
      "Iteration 20, inertia 67313355402.91062\n",
      "Iteration 21, inertia 67294397337.69846\n",
      "Iteration 22, inertia 67276531865.858505\n",
      "Iteration 23, inertia 67267895537.39912\n",
      "Iteration 24, inertia 67261014422.93308\n",
      "Iteration 25, inertia 67253766755.43546\n",
      "Iteration 26, inertia 67247368417.77826\n",
      "Iteration 27, inertia 67241759476.295425\n",
      "Iteration 28, inertia 67237213714.73522\n",
      "Iteration 29, inertia 67232473863.8301\n",
      "Iteration 30, inertia 67228484557.05361\n",
      "Iteration 31, inertia 67225232661.69747\n",
      "Iteration 32, inertia 67222761582.089424\n",
      "Iteration 33, inertia 67220186140.357735\n",
      "Iteration 34, inertia 67217509470.3544\n",
      "Iteration 35, inertia 67215496021.23178\n",
      "Iteration 36, inertia 67213592661.63795\n",
      "Iteration 37, inertia 67211620237.92466\n",
      "Iteration 38, inertia 67209502192.47946\n",
      "Iteration 39, inertia 67207748739.48263\n",
      "Iteration 40, inertia 67205603711.31241\n",
      "Iteration 41, inertia 67203453056.19795\n",
      "Iteration 42, inertia 67201249059.576935\n",
      "Iteration 43, inertia 67198629817.948425\n",
      "Iteration 44, inertia 67196049205.68918\n",
      "Iteration 45, inertia 67193629961.44721\n",
      "Iteration 46, inertia 67192021443.09854\n",
      "Iteration 47, inertia 67190355799.88495\n",
      "Iteration 48, inertia 67188092662.42288\n",
      "Iteration 49, inertia 67185948623.68533\n",
      "Iteration 50, inertia 67184523328.524826\n",
      "Iteration 51, inertia 67183183552.76822\n",
      "Iteration 52, inertia 67182175530.43357\n",
      "Iteration 53, inertia 67181384949.54189\n",
      "Iteration 54, inertia 67180740942.526474\n",
      "Iteration 55, inertia 67180328223.788795\n",
      "Iteration 56, inertia 67179964994.58258\n",
      "Iteration 57, inertia 67179562579.98647\n",
      "Iteration 58, inertia 67179313176.02288\n",
      "Iteration 59, inertia 67179058262.51799\n",
      "Iteration 60, inertia 67178894905.354195\n",
      "Iteration 61, inertia 67178810677.921715\n",
      "Iteration 62, inertia 67178726916.51865\n",
      "Iteration 63, inertia 67178624440.46159\n",
      "Iteration 64, inertia 67178427792.33348\n",
      "Iteration 65, inertia 67178299607.547745\n",
      "Iteration 66, inertia 67178141887.51324\n",
      "Iteration 67, inertia 67177937102.53859\n",
      "Iteration 68, inertia 67177703553.02549\n",
      "Iteration 69, inertia 67177505790.15097\n",
      "Iteration 70, inertia 67177341805.98227\n",
      "Iteration 71, inertia 67177195835.277756\n",
      "Iteration 72, inertia 67177014079.55822\n",
      "Iteration 73, inertia 67176744205.9317\n",
      "Iteration 74, inertia 67176257493.8408\n",
      "Iteration 75, inertia 67175632821.47715\n",
      "Iteration 76, inertia 67174986130.82668\n",
      "Iteration 77, inertia 67174319524.97871\n",
      "Iteration 78, inertia 67173855942.749374\n",
      "Iteration 79, inertia 67173548914.67523\n",
      "Iteration 80, inertia 67173275108.002426\n",
      "Iteration 81, inertia 67173068367.08452\n",
      "Iteration 82, inertia 67172865553.52224\n",
      "Iteration 83, inertia 67172618457.36225\n",
      "Iteration 84, inertia 67172414660.501945\n",
      "Iteration 85, inertia 67172282064.92891\n",
      "Iteration 86, inertia 67172192711.81244\n",
      "Iteration 87, inertia 67171985523.13992\n",
      "Iteration 88, inertia 67171727316.54593\n",
      "Iteration 89, inertia 67171514022.62395\n",
      "Iteration 90, inertia 67171474470.60356\n",
      "Iteration 91, inertia 67171424044.57357\n",
      "Iteration 92, inertia 67171285517.819084\n",
      "Iteration 93, inertia 67171181234.04083\n",
      "Iteration 94, inertia 67170920634.1116\n",
      "Iteration 95, inertia 67170678607.533325\n",
      "Iteration 96, inertia 67170592207.58551\n",
      "Iteration 97, inertia 67170551034.015884\n",
      "Iteration 98, inertia 67170536083.87312\n",
      "Converged at iteration 98: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98430791324.0\n",
      "Iteration 1, inertia 70693328154.07898\n",
      "Iteration 2, inertia 69214721704.77264\n",
      "Iteration 3, inertia 68629683555.53787\n",
      "Iteration 4, inertia 68294067094.629745\n",
      "Iteration 5, inertia 68074691509.91096\n",
      "Iteration 6, inertia 67914267200.32605\n",
      "Iteration 7, inertia 67792594190.33243\n",
      "Iteration 8, inertia 67698378575.44581\n",
      "Iteration 9, inertia 67619969888.3912\n",
      "Iteration 10, inertia 67556746747.34472\n",
      "Iteration 11, inertia 67496986174.93751\n",
      "Iteration 12, inertia 67447220113.42899\n",
      "Iteration 13, inertia 67405933924.87963\n",
      "Iteration 14, inertia 67365761885.84461\n",
      "Iteration 15, inertia 67325662016.13761\n",
      "Iteration 16, inertia 67295747610.71165\n",
      "Iteration 17, inertia 67271362624.47824\n",
      "Iteration 18, inertia 67252165795.18156\n",
      "Iteration 19, inertia 67234982232.94126\n",
      "Iteration 20, inertia 67220457429.58301\n",
      "Iteration 21, inertia 67209693440.86068\n",
      "Iteration 22, inertia 67200196167.27606\n",
      "Iteration 23, inertia 67192428174.121544\n",
      "Iteration 24, inertia 67185933324.80493\n",
      "Iteration 25, inertia 67179580228.90873\n",
      "Iteration 26, inertia 67173690594.60068\n",
      "Iteration 27, inertia 67168319980.25838\n",
      "Iteration 28, inertia 67163539868.075584\n",
      "Iteration 29, inertia 67158935385.91319\n",
      "Iteration 30, inertia 67154174921.83425\n",
      "Iteration 31, inertia 67150155489.50871\n",
      "Iteration 32, inertia 67146244717.32911\n",
      "Iteration 33, inertia 67142807606.19669\n",
      "Iteration 34, inertia 67139078072.10316\n",
      "Iteration 35, inertia 67134773733.69157\n",
      "Iteration 36, inertia 67131947949.186646\n",
      "Iteration 37, inertia 67128732574.58879\n",
      "Iteration 38, inertia 67126127211.83191\n",
      "Iteration 39, inertia 67124195834.8337\n",
      "Iteration 40, inertia 67122725276.20836\n",
      "Iteration 41, inertia 67121430334.442116\n",
      "Iteration 42, inertia 67120455740.132\n",
      "Iteration 43, inertia 67119313179.237816\n",
      "Iteration 44, inertia 67118339280.44202\n",
      "Iteration 45, inertia 67117494507.0833\n",
      "Iteration 46, inertia 67116582949.18271\n",
      "Iteration 47, inertia 67115568076.178024\n",
      "Iteration 48, inertia 67114659617.737335\n",
      "Iteration 49, inertia 67114050809.15529\n",
      "Iteration 50, inertia 67113323384.79175\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 51, inertia 67112920477.755264\n",
      "Iteration 52, inertia 67112408234.59077\n",
      "Iteration 53, inertia 67111866454.1549\n",
      "Iteration 54, inertia 67111334524.27826\n",
      "Iteration 55, inertia 67110808544.03266\n",
      "Iteration 56, inertia 67110537419.559265\n",
      "Iteration 57, inertia 67110387031.5892\n",
      "Iteration 58, inertia 67110269429.89911\n",
      "Iteration 59, inertia 67110135463.58859\n",
      "Iteration 60, inertia 67109891844.2215\n",
      "Iteration 61, inertia 67109663328.46007\n",
      "Iteration 62, inertia 67109214604.40352\n",
      "Iteration 63, inertia 67108889357.706375\n",
      "Iteration 64, inertia 67108627147.96787\n",
      "Iteration 65, inertia 67108325418.452644\n",
      "Iteration 66, inertia 67108115292.96385\n",
      "Iteration 67, inertia 67107999643.210396\n",
      "Iteration 68, inertia 67107955341.29085\n",
      "Iteration 69, inertia 67107934409.53703\n",
      "Iteration 70, inertia 67107907577.66627\n",
      "Iteration 71, inertia 67107898673.44073\n",
      "Converged at iteration 71: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98628679416.0\n",
      "Iteration 1, inertia 70615799856.70523\n",
      "Iteration 2, inertia 69139575653.54504\n",
      "Iteration 3, inertia 68582445365.25678\n",
      "Iteration 4, inertia 68247282362.19667\n",
      "Iteration 5, inertia 68024727690.88231\n",
      "Iteration 6, inertia 67859768169.07614\n",
      "Iteration 7, inertia 67739090962.2858\n",
      "Iteration 8, inertia 67654833096.33716\n",
      "Iteration 9, inertia 67585757316.02893\n",
      "Iteration 10, inertia 67534768615.04202\n",
      "Iteration 11, inertia 67485896118.65862\n",
      "Iteration 12, inertia 67438830042.459206\n",
      "Iteration 13, inertia 67400428073.86113\n",
      "Iteration 14, inertia 67370645038.989716\n",
      "Iteration 15, inertia 67345243678.32418\n",
      "Iteration 16, inertia 67325331729.285645\n",
      "Iteration 17, inertia 67306128958.80519\n",
      "Iteration 18, inertia 67286124897.58103\n",
      "Iteration 19, inertia 67268987777.4779\n",
      "Iteration 20, inertia 67256309286.56633\n",
      "Iteration 21, inertia 67244963564.11963\n",
      "Iteration 22, inertia 67233738568.35601\n",
      "Iteration 23, inertia 67221647714.05141\n",
      "Iteration 24, inertia 67211474764.427475\n",
      "Iteration 25, inertia 67204479585.521484\n",
      "Iteration 26, inertia 67198784034.04655\n",
      "Iteration 27, inertia 67193129339.11158\n",
      "Iteration 28, inertia 67186972467.802216\n",
      "Iteration 29, inertia 67180256989.47331\n",
      "Iteration 30, inertia 67172332593.78881\n",
      "Iteration 31, inertia 67164096405.80315\n",
      "Iteration 32, inertia 67157097833.88186\n",
      "Iteration 33, inertia 67152061622.996414\n",
      "Iteration 34, inertia 67148339631.04718\n",
      "Iteration 35, inertia 67145644824.90646\n",
      "Iteration 36, inertia 67143475267.7411\n",
      "Iteration 37, inertia 67141837803.988785\n",
      "Iteration 38, inertia 67140598655.14953\n",
      "Iteration 39, inertia 67139233530.16991\n",
      "Iteration 40, inertia 67138039267.09582\n",
      "Iteration 41, inertia 67137051478.0472\n",
      "Iteration 42, inertia 67136136480.66168\n",
      "Iteration 43, inertia 67135364061.32714\n",
      "Iteration 44, inertia 67134771653.74079\n",
      "Iteration 45, inertia 67134411926.60263\n",
      "Iteration 46, inertia 67134149541.339035\n",
      "Iteration 47, inertia 67133948595.94342\n",
      "Iteration 48, inertia 67133712309.09703\n",
      "Iteration 49, inertia 67133393999.900764\n",
      "Iteration 50, inertia 67133014976.911194\n",
      "Iteration 51, inertia 67132544665.049484\n",
      "Iteration 52, inertia 67132250338.75427\n",
      "Iteration 53, inertia 67131802094.521515\n",
      "Iteration 54, inertia 67131351191.194305\n",
      "Iteration 55, inertia 67131039914.41772\n",
      "Iteration 56, inertia 67130837174.52291\n",
      "Iteration 57, inertia 67130601445.7371\n",
      "Iteration 58, inertia 67130445320.77449\n",
      "Iteration 59, inertia 67130312042.425125\n",
      "Iteration 60, inertia 67130228245.16244\n",
      "Iteration 61, inertia 67130140409.31832\n",
      "Iteration 62, inertia 67130067048.21449\n",
      "Iteration 63, inertia 67129962381.153946\n",
      "Iteration 64, inertia 67129895413.53152\n",
      "Iteration 65, inertia 67129802212.524025\n",
      "Iteration 66, inertia 67129783216.26712\n",
      "Converged at iteration 66: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98598827901.0\n",
      "Iteration 1, inertia 70572314438.39595\n",
      "Iteration 2, inertia 69133355578.52985\n",
      "Iteration 3, inertia 68554184819.164246\n",
      "Iteration 4, inertia 68223719813.480804\n",
      "Iteration 5, inertia 68016504600.99933\n",
      "Iteration 6, inertia 67876810918.1479\n",
      "Iteration 7, inertia 67777608995.700195\n",
      "Iteration 8, inertia 67694102964.18443\n",
      "Iteration 9, inertia 67625519535.687035\n",
      "Iteration 10, inertia 67559185508.21082\n",
      "Iteration 11, inertia 67497501740.75219\n",
      "Iteration 12, inertia 67431401053.788185\n",
      "Iteration 13, inertia 67370591913.27458\n",
      "Iteration 14, inertia 67327012512.92166\n",
      "Iteration 15, inertia 67298791546.24317\n",
      "Iteration 16, inertia 67277893630.460754\n",
      "Iteration 17, inertia 67261466346.036415\n",
      "Iteration 18, inertia 67247173145.10989\n",
      "Iteration 19, inertia 67233619187.319954\n",
      "Iteration 20, inertia 67221855699.64125\n",
      "Iteration 21, inertia 67211035186.78382\n",
      "Iteration 22, inertia 67200682917.56191\n",
      "Iteration 23, inertia 67191849661.5969\n",
      "Iteration 24, inertia 67182543597.27142\n",
      "Iteration 25, inertia 67172570435.986465\n",
      "Iteration 26, inertia 67164769820.5932\n",
      "Iteration 27, inertia 67159038056.47589\n",
      "Iteration 28, inertia 67153811138.19136\n",
      "Iteration 29, inertia 67149931356.69762\n",
      "Iteration 30, inertia 67146360353.397354\n",
      "Iteration 31, inertia 67142574277.11775\n",
      "Iteration 32, inertia 67139633338.30724\n",
      "Iteration 33, inertia 67137257520.63265\n",
      "Iteration 34, inertia 67135410096.7405\n",
      "Iteration 35, inertia 67133736636.95302\n",
      "Iteration 36, inertia 67132303069.64148\n",
      "Iteration 37, inertia 67130680920.26985\n",
      "Iteration 38, inertia 67129378979.174126\n",
      "Iteration 39, inertia 67127508086.58362\n",
      "Iteration 40, inertia 67126309329.51385\n",
      "Iteration 41, inertia 67125491821.81188\n",
      "Iteration 42, inertia 67124666590.78827\n",
      "Iteration 43, inertia 67123834771.189095\n",
      "Iteration 44, inertia 67123203528.08946\n",
      "Iteration 45, inertia 67122756685.40073\n",
      "Iteration 46, inertia 67122271579.03337\n",
      "Iteration 47, inertia 67121783248.53405\n",
      "Iteration 48, inertia 67121087706.55033\n",
      "Iteration 49, inertia 67120479322.34259\n",
      "Iteration 50, inertia 67119913260.07172\n",
      "Iteration 51, inertia 67119358268.256516\n",
      "Iteration 52, inertia 67118897619.97159\n",
      "Iteration 53, inertia 67118332505.58939\n",
      "Iteration 54, inertia 67117706246.80208\n",
      "Iteration 55, inertia 67117012840.25916\n",
      "Iteration 56, inertia 67116368120.86155\n",
      "Iteration 57, inertia 67115828096.24304\n",
      "Iteration 58, inertia 67115424059.769264\n",
      "Iteration 59, inertia 67114888696.61219\n",
      "Iteration 60, inertia 67114335594.189964\n",
      "Iteration 61, inertia 67113638612.03001\n",
      "Iteration 62, inertia 67113111556.98487\n",
      "Iteration 63, inertia 67112718481.94339\n",
      "Iteration 64, inertia 67112438982.83814\n",
      "Iteration 65, inertia 67112141440.69937\n",
      "Iteration 66, inertia 67111771435.82274\n",
      "Iteration 67, inertia 67111342455.51337\n",
      "Iteration 68, inertia 67110937331.065056\n",
      "Iteration 69, inertia 67110397909.68274\n",
      "Iteration 70, inertia 67109896785.21782\n",
      "Iteration 71, inertia 67109120335.49627\n",
      "Iteration 72, inertia 67108091386.664474\n",
      "Iteration 73, inertia 67107047608.248726\n",
      "Iteration 74, inertia 67105934733.40596\n",
      "Iteration 75, inertia 67104710537.32828\n",
      "Iteration 76, inertia 67103415281.138985\n",
      "Iteration 77, inertia 67102539801.87881\n",
      "Iteration 78, inertia 67101723699.995026\n",
      "Iteration 79, inertia 67100972972.79661\n",
      "Iteration 80, inertia 67100059642.08831\n",
      "Iteration 81, inertia 67099285684.49875\n",
      "Iteration 82, inertia 67098594497.0565\n",
      "Iteration 83, inertia 67098059615.00146\n",
      "Iteration 84, inertia 67097480989.876686\n",
      "Iteration 85, inertia 67096825013.50426\n",
      "Iteration 86, inertia 67096299277.89559\n",
      "Iteration 87, inertia 67095777327.92227\n",
      "Iteration 88, inertia 67095553070.075294\n",
      "Iteration 89, inertia 67095450947.31944\n",
      "Iteration 90, inertia 67095386588.38504\n",
      "Iteration 91, inertia 67095278078.70948\n",
      "Iteration 92, inertia 67095198706.6677\n",
      "Iteration 93, inertia 67095146056.71542\n",
      "Iteration 94, inertia 67095105429.30361\n",
      "Iteration 95, inertia 67095076563.60513\n",
      "Iteration 96, inertia 67095058573.12433\n",
      "Iteration 97, inertia 67095054497.752655\n",
      "Iteration 98, inertia 67095049150.64615\n",
      "Converged at iteration 98: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98244906632.0\n",
      "Iteration 1, inertia 70477551994.91391\n",
      "Iteration 2, inertia 69118628933.69984\n",
      "Iteration 3, inertia 68581298889.85228\n",
      "Iteration 4, inertia 68262686458.8672\n",
      "Iteration 5, inertia 68047072731.04046\n",
      "Iteration 6, inertia 67892856638.597374\n",
      "Iteration 7, inertia 67772132648.31224\n",
      "Iteration 8, inertia 67681567741.38115\n",
      "Iteration 9, inertia 67613874022.32276\n",
      "Iteration 10, inertia 67555120468.65232\n",
      "Iteration 11, inertia 67504330290.86632\n",
      "Iteration 12, inertia 67460791435.330765\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 13, inertia 67423565504.22704\n",
      "Iteration 14, inertia 67394171211.974464\n",
      "Iteration 15, inertia 67367566393.6538\n",
      "Iteration 16, inertia 67342853197.70143\n",
      "Iteration 17, inertia 67324365726.56574\n",
      "Iteration 18, inertia 67308590495.913445\n",
      "Iteration 19, inertia 67296704768.08238\n",
      "Iteration 20, inertia 67286493774.77105\n",
      "Iteration 21, inertia 67276551444.67889\n",
      "Iteration 22, inertia 67267037629.16758\n",
      "Iteration 23, inertia 67257401512.270546\n",
      "Iteration 24, inertia 67248367157.38725\n",
      "Iteration 25, inertia 67240898424.78166\n",
      "Iteration 26, inertia 67234710997.23953\n",
      "Iteration 27, inertia 67229191219.1167\n",
      "Iteration 28, inertia 67223747592.89774\n",
      "Iteration 29, inertia 67217827016.58572\n",
      "Iteration 30, inertia 67212593599.472275\n",
      "Iteration 31, inertia 67208070577.118774\n",
      "Iteration 32, inertia 67204425780.9957\n",
      "Iteration 33, inertia 67200422530.42721\n",
      "Iteration 34, inertia 67196962509.20571\n",
      "Iteration 35, inertia 67192887631.99124\n",
      "Iteration 36, inertia 67188947251.984634\n",
      "Iteration 37, inertia 67185689792.79942\n",
      "Iteration 38, inertia 67182400686.79121\n",
      "Iteration 39, inertia 67179396653.35261\n",
      "Iteration 40, inertia 67176546462.94734\n",
      "Iteration 41, inertia 67174552686.863235\n",
      "Iteration 42, inertia 67172759192.406204\n",
      "Iteration 43, inertia 67171206385.98902\n",
      "Iteration 44, inertia 67169749407.73784\n",
      "Iteration 45, inertia 67167995452.505\n",
      "Iteration 46, inertia 67166166340.10912\n",
      "Iteration 47, inertia 67164776791.47406\n",
      "Iteration 48, inertia 67163578059.79968\n",
      "Iteration 49, inertia 67162305077.490364\n",
      "Iteration 50, inertia 67161367089.91139\n",
      "Iteration 51, inertia 67160431701.10208\n",
      "Iteration 52, inertia 67159380406.30581\n",
      "Iteration 53, inertia 67158408984.21999\n",
      "Iteration 54, inertia 67157717643.815704\n",
      "Iteration 55, inertia 67157056231.68595\n",
      "Iteration 56, inertia 67155905450.81817\n",
      "Iteration 57, inertia 67155056129.5185\n",
      "Iteration 58, inertia 67154165273.91598\n",
      "Iteration 59, inertia 67153280553.399796\n",
      "Iteration 60, inertia 67152695474.44843\n",
      "Iteration 61, inertia 67151932505.34288\n",
      "Iteration 62, inertia 67151017477.838585\n",
      "Iteration 63, inertia 67150255954.49531\n",
      "Iteration 64, inertia 67149824549.70767\n",
      "Iteration 65, inertia 67149349809.41462\n",
      "Iteration 66, inertia 67148960499.90488\n",
      "Iteration 67, inertia 67148658023.338615\n",
      "Iteration 68, inertia 67148539681.323456\n",
      "Iteration 69, inertia 67148316529.738556\n",
      "Iteration 70, inertia 67148004837.626076\n",
      "Iteration 71, inertia 67147828250.50687\n",
      "Iteration 72, inertia 67147694471.84774\n",
      "Iteration 73, inertia 67147546968.144485\n",
      "Iteration 74, inertia 67147500893.19043\n",
      "Iteration 75, inertia 67147476759.02925\n",
      "Converged at iteration 75: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98147083130.0\n",
      "Iteration 1, inertia 70540306671.59628\n",
      "Iteration 2, inertia 69142687864.0122\n",
      "Iteration 3, inertia 68609300018.98656\n",
      "Iteration 4, inertia 68301768464.857124\n",
      "Iteration 5, inertia 68091257427.386566\n",
      "Iteration 6, inertia 67941987506.39516\n",
      "Iteration 7, inertia 67820887251.41099\n",
      "Iteration 8, inertia 67715593686.761185\n",
      "Iteration 9, inertia 67630817101.54802\n",
      "Iteration 10, inertia 67566960960.99753\n",
      "Iteration 11, inertia 67514159383.22438\n",
      "Iteration 12, inertia 67466839871.19475\n",
      "Iteration 13, inertia 67428771231.38569\n",
      "Iteration 14, inertia 67398408103.62201\n",
      "Iteration 15, inertia 67373788840.41024\n",
      "Iteration 16, inertia 67351923698.74317\n",
      "Iteration 17, inertia 67334206725.108215\n",
      "Iteration 18, inertia 67318262948.659424\n",
      "Iteration 19, inertia 67304027023.758354\n",
      "Iteration 20, inertia 67291615744.77357\n",
      "Iteration 21, inertia 67279398662.60097\n",
      "Iteration 22, inertia 67267459299.00818\n",
      "Iteration 23, inertia 67256306786.23072\n",
      "Iteration 24, inertia 67246124156.525215\n",
      "Iteration 25, inertia 67236262876.72578\n",
      "Iteration 26, inertia 67226657263.13846\n",
      "Iteration 27, inertia 67218874542.95194\n",
      "Iteration 28, inertia 67212193625.61405\n",
      "Iteration 29, inertia 67205789745.362656\n",
      "Iteration 30, inertia 67200329969.99797\n",
      "Iteration 31, inertia 67195677853.60536\n",
      "Iteration 32, inertia 67191437518.240326\n",
      "Iteration 33, inertia 67187635133.201195\n",
      "Iteration 34, inertia 67184236586.292694\n",
      "Iteration 35, inertia 67181328293.021225\n",
      "Iteration 36, inertia 67177748445.90243\n",
      "Iteration 37, inertia 67173856506.072205\n",
      "Iteration 38, inertia 67170193606.95903\n",
      "Iteration 39, inertia 67167149700.60272\n",
      "Iteration 40, inertia 67164643318.96857\n",
      "Iteration 41, inertia 67162255314.535355\n",
      "Iteration 42, inertia 67159643773.7527\n",
      "Iteration 43, inertia 67157150965.46984\n",
      "Iteration 44, inertia 67155223022.469925\n",
      "Iteration 45, inertia 67153336671.32873\n",
      "Iteration 46, inertia 67151534581.36469\n",
      "Iteration 47, inertia 67150260783.625725\n",
      "Iteration 48, inertia 67149126924.76245\n",
      "Iteration 49, inertia 67148086293.944664\n",
      "Iteration 50, inertia 67147333619.581924\n",
      "Iteration 51, inertia 67146537764.47199\n",
      "Iteration 52, inertia 67145790727.18701\n",
      "Iteration 53, inertia 67145224080.7665\n",
      "Iteration 54, inertia 67144576177.94301\n",
      "Iteration 55, inertia 67143711136.29114\n",
      "Iteration 56, inertia 67142662255.169525\n",
      "Iteration 57, inertia 67141441901.20218\n",
      "Iteration 58, inertia 67140282623.031\n",
      "Iteration 59, inertia 67139338342.98879\n",
      "Iteration 60, inertia 67138252848.4041\n",
      "Iteration 61, inertia 67137232333.565506\n",
      "Iteration 62, inertia 67135916079.13536\n",
      "Iteration 63, inertia 67134164848.32552\n",
      "Iteration 64, inertia 67132499683.61636\n",
      "Iteration 65, inertia 67131436257.07508\n",
      "Iteration 66, inertia 67130742859.574646\n",
      "Iteration 67, inertia 67129957827.29599\n",
      "Iteration 68, inertia 67129000036.84658\n",
      "Iteration 69, inertia 67128039307.54068\n",
      "Iteration 70, inertia 67126754165.728\n",
      "Iteration 71, inertia 67125727802.26189\n",
      "Iteration 72, inertia 67124818046.18981\n",
      "Iteration 73, inertia 67123763503.661255\n",
      "Iteration 74, inertia 67122779969.567505\n",
      "Iteration 75, inertia 67121540746.92918\n",
      "Iteration 76, inertia 67120618670.3222\n",
      "Iteration 77, inertia 67119862175.44153\n",
      "Iteration 78, inertia 67119133098.08347\n",
      "Iteration 79, inertia 67118313610.083305\n",
      "Iteration 80, inertia 67117601761.05551\n",
      "Iteration 81, inertia 67116804400.250275\n",
      "Iteration 82, inertia 67115636490.96813\n",
      "Iteration 83, inertia 67113907131.459755\n",
      "Iteration 84, inertia 67112054900.1022\n",
      "Iteration 85, inertia 67110267702.53628\n",
      "Iteration 86, inertia 67109073376.96295\n",
      "Iteration 87, inertia 67108035124.89147\n",
      "Iteration 88, inertia 67107139531.15828\n",
      "Iteration 89, inertia 67106445408.75952\n",
      "Iteration 90, inertia 67106013409.04901\n",
      "Iteration 91, inertia 67105720523.515205\n",
      "Iteration 92, inertia 67105530685.9334\n",
      "Iteration 93, inertia 67105461171.14398\n",
      "Iteration 94, inertia 67105419391.29917\n",
      "Iteration 95, inertia 67105375759.27125\n",
      "Iteration 96, inertia 67105335303.659645\n",
      "Iteration 97, inertia 67105288899.47866\n",
      "Iteration 98, inertia 67105258447.39914\n",
      "Iteration 99, inertia 67105215129.45302\n",
      "Iteration 100, inertia 67105175434.40117\n",
      "Iteration 101, inertia 67105144804.48329\n",
      "Iteration 102, inertia 67105104027.15786\n",
      "Iteration 103, inertia 67105076857.97398\n",
      "Iteration 104, inertia 67105067278.58435\n",
      "Converged at iteration 104: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98801017559.0\n",
      "Iteration 1, inertia 70657907650.78937\n",
      "Iteration 2, inertia 69216529666.09056\n",
      "Iteration 3, inertia 68641198659.1485\n",
      "Iteration 4, inertia 68333297818.27635\n",
      "Iteration 5, inertia 68125868412.286156\n",
      "Iteration 6, inertia 67972935030.48365\n",
      "Iteration 7, inertia 67846901925.7572\n",
      "Iteration 8, inertia 67744101970.844284\n",
      "Iteration 9, inertia 67660995204.39202\n",
      "Iteration 10, inertia 67590428991.789024\n",
      "Iteration 11, inertia 67535181978.31446\n",
      "Iteration 12, inertia 67488187024.329155\n",
      "Iteration 13, inertia 67450827646.06471\n",
      "Iteration 14, inertia 67419379774.74265\n",
      "Iteration 15, inertia 67393662546.78662\n",
      "Iteration 16, inertia 67371589087.539986\n",
      "Iteration 17, inertia 67351000886.977104\n",
      "Iteration 18, inertia 67334034980.761086\n",
      "Iteration 19, inertia 67319919564.814186\n",
      "Iteration 20, inertia 67307284866.834915\n",
      "Iteration 21, inertia 67294526491.270195\n",
      "Iteration 22, inertia 67282679719.09861\n",
      "Iteration 23, inertia 67272206643.47682\n",
      "Iteration 24, inertia 67260805075.65739\n",
      "Iteration 25, inertia 67249528678.61548\n",
      "Iteration 26, inertia 67238621783.29789\n",
      "Iteration 27, inertia 67229233954.20677\n",
      "Iteration 28, inertia 67221506416.64899\n",
      "Iteration 29, inertia 67213552505.27901\n",
      "Iteration 30, inertia 67206891466.90531\n",
      "Iteration 31, inertia 67201230286.22181\n",
      "Iteration 32, inertia 67196439182.18405\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 33, inertia 67192133041.47615\n",
      "Iteration 34, inertia 67188549760.57305\n",
      "Iteration 35, inertia 67185391711.45032\n",
      "Iteration 36, inertia 67182678986.6405\n",
      "Iteration 37, inertia 67180307497.78668\n",
      "Iteration 38, inertia 67178466066.624084\n",
      "Iteration 39, inertia 67176964475.37763\n",
      "Iteration 40, inertia 67175318873.68218\n",
      "Iteration 41, inertia 67173938286.65813\n",
      "Iteration 42, inertia 67172594665.60865\n",
      "Iteration 43, inertia 67171403924.77228\n",
      "Iteration 44, inertia 67170436668.49313\n",
      "Iteration 45, inertia 67169493376.816605\n",
      "Iteration 46, inertia 67168423391.428535\n",
      "Iteration 47, inertia 67167701774.59425\n",
      "Iteration 48, inertia 67166744896.41461\n",
      "Iteration 49, inertia 67165674225.51096\n",
      "Iteration 50, inertia 67164864395.064575\n",
      "Iteration 51, inertia 67164117056.23966\n",
      "Iteration 52, inertia 67163341088.08733\n",
      "Iteration 53, inertia 67162640112.33662\n",
      "Iteration 54, inertia 67161939232.566696\n",
      "Iteration 55, inertia 67161238783.20422\n",
      "Iteration 56, inertia 67160499313.431595\n",
      "Iteration 57, inertia 67159953880.86592\n",
      "Iteration 58, inertia 67159469515.5762\n",
      "Iteration 59, inertia 67159130425.22921\n",
      "Iteration 60, inertia 67158784248.96603\n",
      "Iteration 61, inertia 67158496886.52772\n",
      "Iteration 62, inertia 67158313574.72068\n",
      "Iteration 63, inertia 67158020810.33277\n",
      "Iteration 64, inertia 67157738940.35364\n",
      "Iteration 65, inertia 67157487456.97824\n",
      "Iteration 66, inertia 67157250432.21126\n",
      "Iteration 67, inertia 67157139585.79122\n",
      "Iteration 68, inertia 67157095750.87226\n",
      "Iteration 69, inertia 67157020529.56537\n",
      "Iteration 70, inertia 67156951809.80316\n",
      "Iteration 71, inertia 67156928303.62672\n",
      "Iteration 72, inertia 67156874940.77908\n",
      "Iteration 73, inertia 67156828570.730385\n",
      "Iteration 74, inertia 67156762881.2333\n",
      "Iteration 75, inertia 67156691003.72656\n",
      "Iteration 76, inertia 67156596446.367\n",
      "Iteration 77, inertia 67156569148.302216\n",
      "Iteration 78, inertia 67156563118.56672\n",
      "Iteration 79, inertia 67156557513.5475\n",
      "Iteration 80, inertia 67156541160.324356\n",
      "Iteration 81, inertia 67156535854.47311\n",
      "Iteration 82, inertia 67156531883.20981\n",
      "Converged at iteration 82: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 8527.28it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    4.3s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 300 \n",
      "  Threshold value :  1250 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98626632801.0\n",
      "Iteration 1, inertia 70541763018.01216\n",
      "Iteration 2, inertia 69128315354.16127\n",
      "Iteration 3, inertia 68547510456.278755\n",
      "Iteration 4, inertia 68245665397.17597\n",
      "Iteration 5, inertia 68052168226.585846\n",
      "Iteration 6, inertia 67913639067.508835\n",
      "Iteration 7, inertia 67809172681.42708\n",
      "Iteration 8, inertia 67727958659.243\n",
      "Iteration 9, inertia 67658862894.93845\n",
      "Iteration 10, inertia 67600301001.33946\n",
      "Iteration 11, inertia 67549827061.726776\n",
      "Iteration 12, inertia 67505931001.90276\n",
      "Iteration 13, inertia 67467144139.71651\n",
      "Iteration 14, inertia 67433216326.61868\n",
      "Iteration 15, inertia 67407516110.57791\n",
      "Iteration 16, inertia 67385830335.43582\n",
      "Iteration 17, inertia 67365068951.74452\n",
      "Iteration 18, inertia 67346894216.50989\n",
      "Iteration 19, inertia 67329183235.50174\n",
      "Iteration 20, inertia 67306851935.841866\n",
      "Iteration 21, inertia 67281823688.43252\n",
      "Iteration 22, inertia 67260894162.507774\n",
      "Iteration 23, inertia 67245513407.9219\n",
      "Iteration 24, inertia 67234684141.519264\n",
      "Iteration 25, inertia 67224933952.27867\n",
      "Iteration 26, inertia 67215576579.66997\n",
      "Iteration 27, inertia 67206646107.26755\n",
      "Iteration 28, inertia 67199107538.72062\n",
      "Iteration 29, inertia 67191368501.82941\n",
      "Iteration 30, inertia 67183426319.799835\n",
      "Iteration 31, inertia 67176233645.53835\n",
      "Iteration 32, inertia 67171197523.160675\n",
      "Iteration 33, inertia 67166737833.72014\n",
      "Iteration 34, inertia 67162507017.927124\n",
      "Iteration 35, inertia 67158031329.16413\n",
      "Iteration 36, inertia 67153899490.45752\n",
      "Iteration 37, inertia 67149930738.289665\n",
      "Iteration 38, inertia 67146277508.3994\n",
      "Iteration 39, inertia 67143066245.67169\n",
      "Iteration 40, inertia 67140609946.11681\n",
      "Iteration 41, inertia 67138597520.32087\n",
      "Iteration 42, inertia 67136896043.95595\n",
      "Iteration 43, inertia 67135835380.77129\n",
      "Iteration 44, inertia 67134993039.909454\n",
      "Iteration 45, inertia 67134156706.5508\n",
      "Iteration 46, inertia 67133625478.79736\n",
      "Iteration 47, inertia 67133135692.24002\n",
      "Iteration 48, inertia 67132684814.01594\n",
      "Iteration 49, inertia 67132144870.21431\n",
      "Iteration 50, inertia 67131657243.67181\n",
      "Iteration 51, inertia 67131186688.092026\n",
      "Iteration 52, inertia 67130811099.00233\n",
      "Iteration 53, inertia 67130491610.98233\n",
      "Iteration 54, inertia 67130253823.8338\n",
      "Iteration 55, inertia 67130078821.20492\n",
      "Iteration 56, inertia 67129956436.64928\n",
      "Iteration 57, inertia 67129885905.09497\n",
      "Iteration 58, inertia 67129774045.39352\n",
      "Iteration 59, inertia 67129652581.19176\n",
      "Iteration 60, inertia 67129480574.27841\n",
      "Iteration 61, inertia 67129360671.47568\n",
      "Iteration 62, inertia 67129314930.339294\n",
      "Iteration 63, inertia 67129308737.62453\n",
      "Converged at iteration 63: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 97908534085.0\n",
      "Iteration 1, inertia 70576195169.4466\n",
      "Iteration 2, inertia 69170739721.79398\n",
      "Iteration 3, inertia 68649374630.134254\n",
      "Iteration 4, inertia 68345263497.1757\n",
      "Iteration 5, inertia 68139603130.24139\n",
      "Iteration 6, inertia 67981028948.74924\n",
      "Iteration 7, inertia 67855481816.10237\n",
      "Iteration 8, inertia 67756109130.3357\n",
      "Iteration 9, inertia 67677710054.03046\n",
      "Iteration 10, inertia 67615042099.95967\n",
      "Iteration 11, inertia 67562108704.74234\n",
      "Iteration 12, inertia 67518372523.10802\n",
      "Iteration 13, inertia 67484383945.13476\n",
      "Iteration 14, inertia 67454860522.07856\n",
      "Iteration 15, inertia 67427126569.02821\n",
      "Iteration 16, inertia 67402359932.83727\n",
      "Iteration 17, inertia 67380634495.026306\n",
      "Iteration 18, inertia 67361691680.861084\n",
      "Iteration 19, inertia 67343607852.67409\n",
      "Iteration 20, inertia 67327957935.77193\n",
      "Iteration 21, inertia 67315171768.624985\n",
      "Iteration 22, inertia 67304420441.415474\n",
      "Iteration 23, inertia 67295745225.71622\n",
      "Iteration 24, inertia 67287572840.93417\n",
      "Iteration 25, inertia 67280153685.94745\n",
      "Iteration 26, inertia 67273452852.95142\n",
      "Iteration 27, inertia 67267880086.51896\n",
      "Iteration 28, inertia 67262029329.17097\n",
      "Iteration 29, inertia 67254673282.407646\n",
      "Iteration 30, inertia 67246893461.00288\n",
      "Iteration 31, inertia 67239560782.23305\n",
      "Iteration 32, inertia 67231698672.01302\n",
      "Iteration 33, inertia 67223552585.710014\n",
      "Iteration 34, inertia 67216547595.45614\n",
      "Iteration 35, inertia 67211366843.61585\n",
      "Iteration 36, inertia 67206322170.71398\n",
      "Iteration 37, inertia 67201646749.42439\n",
      "Iteration 38, inertia 67197251438.76986\n",
      "Iteration 39, inertia 67193699431.85723\n",
      "Iteration 40, inertia 67189619536.30752\n",
      "Iteration 41, inertia 67185587621.378426\n",
      "Iteration 42, inertia 67181146667.382385\n",
      "Iteration 43, inertia 67177268361.92871\n",
      "Iteration 44, inertia 67174798777.837265\n",
      "Iteration 45, inertia 67172794378.56909\n",
      "Iteration 46, inertia 67170311512.6948\n",
      "Iteration 47, inertia 67167698877.28321\n",
      "Iteration 48, inertia 67164581546.32735\n",
      "Iteration 49, inertia 67159879233.88477\n",
      "Iteration 50, inertia 67157505507.80241\n",
      "Iteration 51, inertia 67155175416.29483\n",
      "Iteration 52, inertia 67152702620.668304\n",
      "Iteration 53, inertia 67151158350.23084\n",
      "Iteration 54, inertia 67149975319.66688\n",
      "Iteration 55, inertia 67148675088.19128\n",
      "Iteration 56, inertia 67147766991.26993\n",
      "Iteration 57, inertia 67146817347.457405\n",
      "Iteration 58, inertia 67145744460.822395\n",
      "Iteration 59, inertia 67144551469.92353\n",
      "Iteration 60, inertia 67143337714.71125\n",
      "Iteration 61, inertia 67141581027.11556\n",
      "Iteration 62, inertia 67139603665.81264\n",
      "Iteration 63, inertia 67136538952.30754\n",
      "Iteration 64, inertia 67133505448.04922\n",
      "Iteration 65, inertia 67130891262.043\n",
      "Iteration 66, inertia 67128434932.46002\n",
      "Iteration 67, inertia 67126289767.12963\n",
      "Iteration 68, inertia 67124806433.882416\n",
      "Iteration 69, inertia 67123859600.92727\n",
      "Iteration 70, inertia 67122931186.98003\n",
      "Iteration 71, inertia 67122127975.51837\n",
      "Iteration 72, inertia 67121499424.877945\n",
      "Iteration 73, inertia 67121042167.628914\n",
      "Iteration 74, inertia 67120721628.68303\n",
      "Iteration 75, inertia 67120428140.25093\n",
      "Iteration 76, inertia 67120168676.57054\n",
      "Iteration 77, inertia 67119951307.288345\n",
      "Iteration 78, inertia 67119703031.80763\n",
      "Iteration 79, inertia 67119427266.76596\n",
      "Iteration 80, inertia 67119202738.72414\n",
      "Iteration 81, inertia 67118977472.19877\n",
      "Iteration 82, inertia 67118797815.68414\n",
      "Iteration 83, inertia 67118543125.612335\n",
      "Iteration 84, inertia 67118386453.88681\n",
      "Iteration 85, inertia 67118275660.32858\n",
      "Iteration 86, inertia 67118155448.931915\n",
      "Iteration 87, inertia 67118114002.27836\n",
      "Iteration 88, inertia 67118077031.692375\n",
      "Iteration 89, inertia 67117973872.056656\n",
      "Iteration 90, inertia 67117945724.41382\n",
      "Iteration 91, inertia 67117900196.9801\n",
      "Iteration 92, inertia 67117861839.66493\n",
      "Iteration 93, inertia 67117809268.843765\n",
      "Iteration 94, inertia 67117743262.26531\n",
      "Iteration 95, inertia 67117704964.180145\n",
      "Iteration 96, inertia 67117660352.70815\n",
      "Iteration 97, inertia 67117649961.75374\n",
      "Iteration 98, inertia 67117634442.28753\n",
      "Iteration 99, inertia 67117599662.25331\n",
      "Iteration 100, inertia 67117543303.7953\n",
      "Iteration 101, inertia 67117524858.96706\n",
      "Iteration 102, inertia 67117501609.072044\n",
      "Iteration 103, inertia 67117466093.79876\n",
      "Converged at iteration 103: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98643717135.0\n",
      "Iteration 1, inertia 70570428895.87671\n",
      "Iteration 2, inertia 69098416973.96782\n",
      "Iteration 3, inertia 68518430476.05727\n",
      "Iteration 4, inertia 68201361838.21483\n",
      "Iteration 5, inertia 68000009066.37096\n",
      "Iteration 6, inertia 67847842355.747734\n",
      "Iteration 7, inertia 67740469052.65139\n",
      "Iteration 8, inertia 67660435156.62989\n",
      "Iteration 9, inertia 67595748483.7437\n",
      "Iteration 10, inertia 67547364326.486595\n",
      "Iteration 11, inertia 67508769519.2992\n",
      "Iteration 12, inertia 67476766791.847946\n",
      "Iteration 13, inertia 67452148541.11234\n",
      "Iteration 14, inertia 67429267906.13946\n",
      "Iteration 15, inertia 67406289633.819786\n",
      "Iteration 16, inertia 67386974669.16315\n",
      "Iteration 17, inertia 67371162343.85999\n",
      "Iteration 18, inertia 67357070609.085106\n",
      "Iteration 19, inertia 67344385638.06832\n",
      "Iteration 20, inertia 67331984992.75671\n",
      "Iteration 21, inertia 67320969056.2374\n",
      "Iteration 22, inertia 67308615279.36734\n",
      "Iteration 23, inertia 67298233019.95635\n",
      "Iteration 24, inertia 67289349928.82058\n",
      "Iteration 25, inertia 67281405991.00571\n",
      "Iteration 26, inertia 67274358726.22826\n",
      "Iteration 27, inertia 67268216614.29469\n",
      "Iteration 28, inertia 67262267819.65897\n",
      "Iteration 29, inertia 67256679672.12321\n",
      "Iteration 30, inertia 67251099791.52532\n",
      "Iteration 31, inertia 67244609681.00861\n",
      "Iteration 32, inertia 67238101605.47008\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 33, inertia 67231255572.267685\n",
      "Iteration 34, inertia 67224046271.704475\n",
      "Iteration 35, inertia 67217597983.85812\n",
      "Iteration 36, inertia 67211697879.749626\n",
      "Iteration 37, inertia 67207047958.6443\n",
      "Iteration 38, inertia 67201466143.71383\n",
      "Iteration 39, inertia 67195449167.40187\n",
      "Iteration 40, inertia 67190806471.24331\n",
      "Iteration 41, inertia 67186250361.685074\n",
      "Iteration 42, inertia 67181649014.39912\n",
      "Iteration 43, inertia 67178234607.39217\n",
      "Iteration 44, inertia 67174591999.81742\n",
      "Iteration 45, inertia 67171929515.05281\n",
      "Iteration 46, inertia 67169611952.897545\n",
      "Iteration 47, inertia 67168045876.517654\n",
      "Iteration 48, inertia 67166962689.08171\n",
      "Iteration 49, inertia 67166320450.579834\n",
      "Iteration 50, inertia 67165765501.54254\n",
      "Iteration 51, inertia 67165222234.58496\n",
      "Iteration 52, inertia 67164814819.08441\n",
      "Iteration 53, inertia 67164461324.22328\n",
      "Iteration 54, inertia 67163955713.78218\n",
      "Iteration 55, inertia 67163360927.95265\n",
      "Iteration 56, inertia 67162724497.49009\n",
      "Iteration 57, inertia 67161997134.23753\n",
      "Iteration 58, inertia 67160966299.48304\n",
      "Iteration 59, inertia 67160125965.65316\n",
      "Iteration 60, inertia 67159479939.674835\n",
      "Iteration 61, inertia 67158705081.40327\n",
      "Iteration 62, inertia 67157885722.63463\n",
      "Iteration 63, inertia 67157245625.17851\n",
      "Iteration 64, inertia 67156237605.312065\n",
      "Iteration 65, inertia 67155186330.010376\n",
      "Iteration 66, inertia 67153568975.201706\n",
      "Iteration 67, inertia 67152267157.24538\n",
      "Iteration 68, inertia 67151461563.480316\n",
      "Iteration 69, inertia 67150476776.70406\n",
      "Iteration 70, inertia 67149509836.51683\n",
      "Iteration 71, inertia 67148474251.27354\n",
      "Iteration 72, inertia 67147732640.11376\n",
      "Iteration 73, inertia 67147238810.58942\n",
      "Iteration 74, inertia 67146709695.10292\n",
      "Iteration 75, inertia 67146083649.814705\n",
      "Iteration 76, inertia 67145478901.154236\n",
      "Iteration 77, inertia 67145121943.00412\n",
      "Iteration 78, inertia 67144929952.20789\n",
      "Iteration 79, inertia 67144842664.93971\n",
      "Iteration 80, inertia 67144742445.130486\n",
      "Iteration 81, inertia 67144649295.64928\n",
      "Iteration 82, inertia 67144583826.111664\n",
      "Iteration 83, inertia 67144499401.78898\n",
      "Iteration 84, inertia 67144483955.75783\n",
      "Iteration 85, inertia 67144471224.73582\n",
      "Converged at iteration 85: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98578105489.0\n",
      "Iteration 1, inertia 70638649926.99805\n",
      "Iteration 2, inertia 69124056683.22932\n",
      "Iteration 3, inertia 68508215700.49741\n",
      "Iteration 4, inertia 68178495821.31209\n",
      "Iteration 5, inertia 67984996821.845985\n",
      "Iteration 6, inertia 67861006947.50554\n",
      "Iteration 7, inertia 67771857692.0405\n",
      "Iteration 8, inertia 67702347326.57628\n",
      "Iteration 9, inertia 67644058852.27614\n",
      "Iteration 10, inertia 67590512441.67088\n",
      "Iteration 11, inertia 67545660266.11571\n",
      "Iteration 12, inertia 67510421525.295784\n",
      "Iteration 13, inertia 67480612878.312996\n",
      "Iteration 14, inertia 67449751047.41888\n",
      "Iteration 15, inertia 67420663528.70397\n",
      "Iteration 16, inertia 67394905229.20494\n",
      "Iteration 17, inertia 67371141467.70582\n",
      "Iteration 18, inertia 67350185141.6623\n",
      "Iteration 19, inertia 67331238588.582794\n",
      "Iteration 20, inertia 67313355402.91063\n",
      "Iteration 21, inertia 67294397337.69846\n",
      "Iteration 22, inertia 67276531865.8585\n",
      "Iteration 23, inertia 67267895537.39912\n",
      "Iteration 24, inertia 67261014422.93309\n",
      "Iteration 25, inertia 67253766755.43546\n",
      "Iteration 26, inertia 67247368417.77827\n",
      "Iteration 27, inertia 67241759476.295425\n",
      "Iteration 28, inertia 67237213714.73522\n",
      "Iteration 29, inertia 67232473863.8301\n",
      "Iteration 30, inertia 67228484557.05361\n",
      "Iteration 31, inertia 67225232661.69747\n",
      "Iteration 32, inertia 67222761582.08943\n",
      "Iteration 33, inertia 67220186140.357735\n",
      "Iteration 34, inertia 67217509470.3544\n",
      "Iteration 35, inertia 67215496021.23178\n",
      "Iteration 36, inertia 67213592661.63795\n",
      "Iteration 37, inertia 67211620237.92467\n",
      "Iteration 38, inertia 67209502192.47944\n",
      "Iteration 39, inertia 67207748739.48263\n",
      "Iteration 40, inertia 67205603711.31241\n",
      "Iteration 41, inertia 67203453056.19796\n",
      "Iteration 42, inertia 67201249059.576935\n",
      "Iteration 43, inertia 67198629817.948425\n",
      "Iteration 44, inertia 67196049205.689186\n",
      "Iteration 45, inertia 67193629961.44721\n",
      "Iteration 46, inertia 67192021443.09854\n",
      "Iteration 47, inertia 67190355799.88495\n",
      "Iteration 48, inertia 67188092662.42288\n",
      "Iteration 49, inertia 67185948623.68533\n",
      "Iteration 50, inertia 67184523328.52482\n",
      "Iteration 51, inertia 67183183552.76822\n",
      "Iteration 52, inertia 67182175530.43357\n",
      "Iteration 53, inertia 67181384949.54189\n",
      "Iteration 54, inertia 67180740942.526474\n",
      "Iteration 55, inertia 67180328223.78878\n",
      "Iteration 56, inertia 67179964994.58258\n",
      "Iteration 57, inertia 67179562579.98647\n",
      "Iteration 58, inertia 67179313176.02287\n",
      "Iteration 59, inertia 67179058262.51799\n",
      "Iteration 60, inertia 67178894905.354195\n",
      "Iteration 61, inertia 67178810677.921715\n",
      "Iteration 62, inertia 67178726916.51865\n",
      "Iteration 63, inertia 67178624440.46159\n",
      "Iteration 64, inertia 67178427792.33348\n",
      "Iteration 65, inertia 67178299607.547745\n",
      "Iteration 66, inertia 67178141887.51324\n",
      "Iteration 67, inertia 67177937102.53859\n",
      "Iteration 68, inertia 67177703553.02549\n",
      "Iteration 69, inertia 67177505790.15097\n",
      "Iteration 70, inertia 67177341805.98227\n",
      "Iteration 71, inertia 67177195835.27774\n",
      "Iteration 72, inertia 67177014079.55822\n",
      "Iteration 73, inertia 67176744205.9317\n",
      "Iteration 74, inertia 67176257493.8408\n",
      "Iteration 75, inertia 67175632821.47715\n",
      "Iteration 76, inertia 67174986130.82668\n",
      "Iteration 77, inertia 67174319524.97871\n",
      "Iteration 78, inertia 67173855942.749374\n",
      "Iteration 79, inertia 67173548914.67523\n",
      "Iteration 80, inertia 67173275108.002426\n",
      "Iteration 81, inertia 67173068367.08452\n",
      "Iteration 82, inertia 67172865553.52224\n",
      "Iteration 83, inertia 67172618457.36225\n",
      "Iteration 84, inertia 67172414660.50194\n",
      "Iteration 85, inertia 67172282064.92891\n",
      "Iteration 86, inertia 67172192711.81244\n",
      "Iteration 87, inertia 67171985523.139915\n",
      "Iteration 88, inertia 67171727316.54593\n",
      "Iteration 89, inertia 67171514022.62395\n",
      "Iteration 90, inertia 67171474470.60356\n",
      "Iteration 91, inertia 67171424044.57357\n",
      "Iteration 92, inertia 67171285517.819084\n",
      "Iteration 93, inertia 67171181234.04083\n",
      "Iteration 94, inertia 67170920634.1116\n",
      "Iteration 95, inertia 67170678607.533325\n",
      "Iteration 96, inertia 67170592207.58551\n",
      "Iteration 97, inertia 67170551034.015884\n",
      "Iteration 98, inertia 67170536083.87312\n",
      "Converged at iteration 98: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98430791324.0\n",
      "Iteration 1, inertia 70693328154.07898\n",
      "Iteration 2, inertia 69214721704.77264\n",
      "Iteration 3, inertia 68629683555.53787\n",
      "Iteration 4, inertia 68294067094.629745\n",
      "Iteration 5, inertia 68074691509.91096\n",
      "Iteration 6, inertia 67914267200.32605\n",
      "Iteration 7, inertia 67792594190.33243\n",
      "Iteration 8, inertia 67698378575.445816\n",
      "Iteration 9, inertia 67619969888.3912\n",
      "Iteration 10, inertia 67556746747.34472\n",
      "Iteration 11, inertia 67496986174.93751\n",
      "Iteration 12, inertia 67447220113.429\n",
      "Iteration 13, inertia 67405933924.87963\n",
      "Iteration 14, inertia 67365761885.84461\n",
      "Iteration 15, inertia 67325662016.13762\n",
      "Iteration 16, inertia 67295747610.711655\n",
      "Iteration 17, inertia 67271362624.47824\n",
      "Iteration 18, inertia 67252165795.18156\n",
      "Iteration 19, inertia 67234982232.94127\n",
      "Iteration 20, inertia 67220457429.58301\n",
      "Iteration 21, inertia 67209693440.86068\n",
      "Iteration 22, inertia 67200196167.27606\n",
      "Iteration 23, inertia 67192428174.12155\n",
      "Iteration 24, inertia 67185933324.80493\n",
      "Iteration 25, inertia 67179580228.90874\n",
      "Iteration 26, inertia 67173690594.60068\n",
      "Iteration 27, inertia 67168319980.25838\n",
      "Iteration 28, inertia 67163539868.075584\n",
      "Iteration 29, inertia 67158935385.91319\n",
      "Iteration 30, inertia 67154174921.83425\n",
      "Iteration 31, inertia 67150155489.5087\n",
      "Iteration 32, inertia 67146244717.32911\n",
      "Iteration 33, inertia 67142807606.19669\n",
      "Iteration 34, inertia 67139078072.10315\n",
      "Iteration 35, inertia 67134773733.691574\n",
      "Iteration 36, inertia 67131947949.18664\n",
      "Iteration 37, inertia 67128732574.5888\n",
      "Iteration 38, inertia 67126127211.83191\n",
      "Iteration 39, inertia 67124195834.833694\n",
      "Iteration 40, inertia 67122725276.20835\n",
      "Iteration 41, inertia 67121430334.442116\n",
      "Iteration 42, inertia 67120455740.131996\n",
      "Iteration 43, inertia 67119313179.237816\n",
      "Iteration 44, inertia 67118339280.44202\n",
      "Iteration 45, inertia 67117494507.083305\n",
      "Iteration 46, inertia 67116582949.18271\n",
      "Iteration 47, inertia 67115568076.178024\n",
      "Iteration 48, inertia 67114659617.73734\n",
      "Iteration 49, inertia 67114050809.15529\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 50, inertia 67113323384.79175\n",
      "Iteration 51, inertia 67112920477.755264\n",
      "Iteration 52, inertia 67112408234.59077\n",
      "Iteration 53, inertia 67111866454.1549\n",
      "Iteration 54, inertia 67111334524.27826\n",
      "Iteration 55, inertia 67110808544.03266\n",
      "Iteration 56, inertia 67110537419.559265\n",
      "Iteration 57, inertia 67110387031.5892\n",
      "Iteration 58, inertia 67110269429.89911\n",
      "Iteration 59, inertia 67110135463.58859\n",
      "Iteration 60, inertia 67109891844.2215\n",
      "Iteration 61, inertia 67109663328.46007\n",
      "Iteration 62, inertia 67109214604.4035\n",
      "Iteration 63, inertia 67108889357.706375\n",
      "Iteration 64, inertia 67108627147.96787\n",
      "Iteration 65, inertia 67108325418.452644\n",
      "Iteration 66, inertia 67108115292.96385\n",
      "Iteration 67, inertia 67107999643.210396\n",
      "Iteration 68, inertia 67107955341.29084\n",
      "Iteration 69, inertia 67107934409.53703\n",
      "Iteration 70, inertia 67107907577.66627\n",
      "Iteration 71, inertia 67107898673.44073\n",
      "Converged at iteration 71: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98628679416.0\n",
      "Iteration 1, inertia 70615799856.70523\n",
      "Iteration 2, inertia 69139575653.54504\n",
      "Iteration 3, inertia 68582445365.25678\n",
      "Iteration 4, inertia 68247282362.19667\n",
      "Iteration 5, inertia 68024727690.88232\n",
      "Iteration 6, inertia 67859768169.07614\n",
      "Iteration 7, inertia 67739090962.28581\n",
      "Iteration 8, inertia 67654833096.33716\n",
      "Iteration 9, inertia 67585757316.02893\n",
      "Iteration 10, inertia 67534768615.04202\n",
      "Iteration 11, inertia 67485896118.65863\n",
      "Iteration 12, inertia 67438830042.4592\n",
      "Iteration 13, inertia 67400428073.86112\n",
      "Iteration 14, inertia 67370645038.989716\n",
      "Iteration 15, inertia 67345243678.32418\n",
      "Iteration 16, inertia 67325331729.285645\n",
      "Iteration 17, inertia 67306128958.80519\n",
      "Iteration 18, inertia 67286124897.58104\n",
      "Iteration 19, inertia 67268987777.4779\n",
      "Iteration 20, inertia 67256309286.566315\n",
      "Iteration 21, inertia 67244963564.11963\n",
      "Iteration 22, inertia 67233738568.35601\n",
      "Iteration 23, inertia 67221647714.051414\n",
      "Iteration 24, inertia 67211474764.427475\n",
      "Iteration 25, inertia 67204479585.52149\n",
      "Iteration 26, inertia 67198784034.046555\n",
      "Iteration 27, inertia 67193129339.11158\n",
      "Iteration 28, inertia 67186972467.802216\n",
      "Iteration 29, inertia 67180256989.473305\n",
      "Iteration 30, inertia 67172332593.78881\n",
      "Iteration 31, inertia 67164096405.80314\n",
      "Iteration 32, inertia 67157097833.88186\n",
      "Iteration 33, inertia 67152061622.996414\n",
      "Iteration 34, inertia 67148339631.04718\n",
      "Iteration 35, inertia 67145644824.90646\n",
      "Iteration 36, inertia 67143475267.7411\n",
      "Iteration 37, inertia 67141837803.988785\n",
      "Iteration 38, inertia 67140598655.149536\n",
      "Iteration 39, inertia 67139233530.16991\n",
      "Iteration 40, inertia 67138039267.09582\n",
      "Iteration 41, inertia 67137051478.047195\n",
      "Iteration 42, inertia 67136136480.66168\n",
      "Iteration 43, inertia 67135364061.32714\n",
      "Iteration 44, inertia 67134771653.74079\n",
      "Iteration 45, inertia 67134411926.60263\n",
      "Iteration 46, inertia 67134149541.339035\n",
      "Iteration 47, inertia 67133948595.94343\n",
      "Iteration 48, inertia 67133712309.09704\n",
      "Iteration 49, inertia 67133393999.900764\n",
      "Iteration 50, inertia 67133014976.911194\n",
      "Iteration 51, inertia 67132544665.04947\n",
      "Iteration 52, inertia 67132250338.75428\n",
      "Iteration 53, inertia 67131802094.521515\n",
      "Iteration 54, inertia 67131351191.194305\n",
      "Iteration 55, inertia 67131039914.417725\n",
      "Iteration 56, inertia 67130837174.52291\n",
      "Iteration 57, inertia 67130601445.7371\n",
      "Iteration 58, inertia 67130445320.77449\n",
      "Iteration 59, inertia 67130312042.425125\n",
      "Iteration 60, inertia 67130228245.16244\n",
      "Iteration 61, inertia 67130140409.31832\n",
      "Iteration 62, inertia 67130067048.2145\n",
      "Iteration 63, inertia 67129962381.153946\n",
      "Iteration 64, inertia 67129895413.531525\n",
      "Iteration 65, inertia 67129802212.524025\n",
      "Iteration 66, inertia 67129783216.26712\n",
      "Converged at iteration 66: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98598827901.0\n",
      "Iteration 1, inertia 70572314438.39595\n",
      "Iteration 2, inertia 69133355578.52985\n",
      "Iteration 3, inertia 68554184819.164246\n",
      "Iteration 4, inertia 68223719813.480804\n",
      "Iteration 5, inertia 68016504600.99933\n",
      "Iteration 6, inertia 67876810918.1479\n",
      "Iteration 7, inertia 67777608995.700195\n",
      "Iteration 8, inertia 67694102964.18443\n",
      "Iteration 9, inertia 67625519535.687035\n",
      "Iteration 10, inertia 67559185508.21082\n",
      "Iteration 11, inertia 67497501740.75218\n",
      "Iteration 12, inertia 67431401053.788185\n",
      "Iteration 13, inertia 67370591913.27458\n",
      "Iteration 14, inertia 67327012512.92166\n",
      "Iteration 15, inertia 67298791546.243164\n",
      "Iteration 16, inertia 67277893630.460754\n",
      "Iteration 17, inertia 67261466346.03641\n",
      "Iteration 18, inertia 67247173145.109886\n",
      "Iteration 19, inertia 67233619187.319954\n",
      "Iteration 20, inertia 67221855699.64126\n",
      "Iteration 21, inertia 67211035186.78382\n",
      "Iteration 22, inertia 67200682917.56191\n",
      "Iteration 23, inertia 67191849661.5969\n",
      "Iteration 24, inertia 67182543597.27142\n",
      "Iteration 25, inertia 67172570435.98646\n",
      "Iteration 26, inertia 67164769820.5932\n",
      "Iteration 27, inertia 67159038056.47589\n",
      "Iteration 28, inertia 67153811138.191345\n",
      "Iteration 29, inertia 67149931356.697624\n",
      "Iteration 30, inertia 67146360353.39735\n",
      "Iteration 31, inertia 67142574277.11775\n",
      "Iteration 32, inertia 67139633338.30724\n",
      "Iteration 33, inertia 67137257520.63265\n",
      "Iteration 34, inertia 67135410096.7405\n",
      "Iteration 35, inertia 67133736636.95302\n",
      "Iteration 36, inertia 67132303069.64148\n",
      "Iteration 37, inertia 67130680920.26985\n",
      "Iteration 38, inertia 67129378979.174126\n",
      "Iteration 39, inertia 67127508086.58361\n",
      "Iteration 40, inertia 67126309329.51385\n",
      "Iteration 41, inertia 67125491821.811874\n",
      "Iteration 42, inertia 67124666590.78827\n",
      "Iteration 43, inertia 67123834771.1891\n",
      "Iteration 44, inertia 67123203528.08946\n",
      "Iteration 45, inertia 67122756685.40073\n",
      "Iteration 46, inertia 67122271579.03337\n",
      "Iteration 47, inertia 67121783248.53405\n",
      "Iteration 48, inertia 67121087706.55033\n",
      "Iteration 49, inertia 67120479322.34259\n",
      "Iteration 50, inertia 67119913260.07172\n",
      "Iteration 51, inertia 67119358268.256516\n",
      "Iteration 52, inertia 67118897619.97159\n",
      "Iteration 53, inertia 67118332505.589386\n",
      "Iteration 54, inertia 67117706246.80208\n",
      "Iteration 55, inertia 67117012840.25916\n",
      "Iteration 56, inertia 67116368120.86155\n",
      "Iteration 57, inertia 67115828096.24304\n",
      "Iteration 58, inertia 67115424059.769264\n",
      "Iteration 59, inertia 67114888696.61219\n",
      "Iteration 60, inertia 67114335594.18996\n",
      "Iteration 61, inertia 67113638612.03002\n",
      "Iteration 62, inertia 67113111556.98487\n",
      "Iteration 63, inertia 67112718481.94339\n",
      "Iteration 64, inertia 67112438982.83814\n",
      "Iteration 65, inertia 67112141440.69937\n",
      "Iteration 66, inertia 67111771435.82274\n",
      "Iteration 67, inertia 67111342455.513374\n",
      "Iteration 68, inertia 67110937331.065056\n",
      "Iteration 69, inertia 67110397909.68274\n",
      "Iteration 70, inertia 67109896785.21782\n",
      "Iteration 71, inertia 67109120335.49627\n",
      "Iteration 72, inertia 67108091386.664474\n",
      "Iteration 73, inertia 67107047608.248726\n",
      "Iteration 74, inertia 67105934733.40596\n",
      "Iteration 75, inertia 67104710537.32828\n",
      "Iteration 76, inertia 67103415281.138985\n",
      "Iteration 77, inertia 67102539801.8788\n",
      "Iteration 78, inertia 67101723699.995026\n",
      "Iteration 79, inertia 67100972972.796616\n",
      "Iteration 80, inertia 67100059642.08831\n",
      "Iteration 81, inertia 67099285684.49875\n",
      "Iteration 82, inertia 67098594497.0565\n",
      "Iteration 83, inertia 67098059615.00146\n",
      "Iteration 84, inertia 67097480989.876686\n",
      "Iteration 85, inertia 67096825013.50426\n",
      "Iteration 86, inertia 67096299277.89559\n",
      "Iteration 87, inertia 67095777327.922264\n",
      "Iteration 88, inertia 67095553070.075294\n",
      "Iteration 89, inertia 67095450947.31944\n",
      "Iteration 90, inertia 67095386588.38504\n",
      "Iteration 91, inertia 67095278078.70947\n",
      "Iteration 92, inertia 67095198706.6677\n",
      "Iteration 93, inertia 67095146056.71543\n",
      "Iteration 94, inertia 67095105429.30361\n",
      "Iteration 95, inertia 67095076563.60513\n",
      "Iteration 96, inertia 67095058573.12434\n",
      "Iteration 97, inertia 67095054497.752655\n",
      "Iteration 98, inertia 67095049150.64615\n",
      "Converged at iteration 98: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98244906632.0\n",
      "Iteration 1, inertia 70477551994.91393\n",
      "Iteration 2, inertia 69118628933.69984\n",
      "Iteration 3, inertia 68581298889.85228\n",
      "Iteration 4, inertia 68262686458.8672\n",
      "Iteration 5, inertia 68047072731.04046\n",
      "Iteration 6, inertia 67892856638.597374\n",
      "Iteration 7, inertia 67772132648.31225\n",
      "Iteration 8, inertia 67681567741.38115\n",
      "Iteration 9, inertia 67613874022.32276\n",
      "Iteration 10, inertia 67555120468.65232\n",
      "Iteration 11, inertia 67504330290.86632\n",
      "Iteration 12, inertia 67460791435.33077\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 13, inertia 67423565504.22704\n",
      "Iteration 14, inertia 67394171211.97447\n",
      "Iteration 15, inertia 67367566393.6538\n",
      "Iteration 16, inertia 67342853197.70143\n",
      "Iteration 17, inertia 67324365726.56575\n",
      "Iteration 18, inertia 67308590495.913445\n",
      "Iteration 19, inertia 67296704768.08238\n",
      "Iteration 20, inertia 67286493774.77105\n",
      "Iteration 21, inertia 67276551444.67889\n",
      "Iteration 22, inertia 67267037629.16758\n",
      "Iteration 23, inertia 67257401512.270546\n",
      "Iteration 24, inertia 67248367157.38725\n",
      "Iteration 25, inertia 67240898424.78166\n",
      "Iteration 26, inertia 67234710997.23953\n",
      "Iteration 27, inertia 67229191219.1167\n",
      "Iteration 28, inertia 67223747592.89774\n",
      "Iteration 29, inertia 67217827016.58572\n",
      "Iteration 30, inertia 67212593599.472275\n",
      "Iteration 31, inertia 67208070577.11878\n",
      "Iteration 32, inertia 67204425780.9957\n",
      "Iteration 33, inertia 67200422530.42721\n",
      "Iteration 34, inertia 67196962509.20571\n",
      "Iteration 35, inertia 67192887631.99124\n",
      "Iteration 36, inertia 67188947251.984634\n",
      "Iteration 37, inertia 67185689792.799416\n",
      "Iteration 38, inertia 67182400686.79121\n",
      "Iteration 39, inertia 67179396653.352615\n",
      "Iteration 40, inertia 67176546462.94734\n",
      "Iteration 41, inertia 67174552686.86323\n",
      "Iteration 42, inertia 67172759192.406204\n",
      "Iteration 43, inertia 67171206385.98902\n",
      "Iteration 44, inertia 67169749407.73784\n",
      "Iteration 45, inertia 67167995452.505\n",
      "Iteration 46, inertia 67166166340.10912\n",
      "Iteration 47, inertia 67164776791.47406\n",
      "Iteration 48, inertia 67163578059.79968\n",
      "Iteration 49, inertia 67162305077.490364\n",
      "Iteration 50, inertia 67161367089.91141\n",
      "Iteration 51, inertia 67160431701.1021\n",
      "Iteration 52, inertia 67159380406.30581\n",
      "Iteration 53, inertia 67158408984.21999\n",
      "Iteration 54, inertia 67157717643.815704\n",
      "Iteration 55, inertia 67157056231.68595\n",
      "Iteration 56, inertia 67155905450.81817\n",
      "Iteration 57, inertia 67155056129.51851\n",
      "Iteration 58, inertia 67154165273.91598\n",
      "Iteration 59, inertia 67153280553.399796\n",
      "Iteration 60, inertia 67152695474.44844\n",
      "Iteration 61, inertia 67151932505.34288\n",
      "Iteration 62, inertia 67151017477.838585\n",
      "Iteration 63, inertia 67150255954.49531\n",
      "Iteration 64, inertia 67149824549.707664\n",
      "Iteration 65, inertia 67149349809.41462\n",
      "Iteration 66, inertia 67148960499.90488\n",
      "Iteration 67, inertia 67148658023.338615\n",
      "Iteration 68, inertia 67148539681.32346\n",
      "Iteration 69, inertia 67148316529.73856\n",
      "Iteration 70, inertia 67148004837.626076\n",
      "Iteration 71, inertia 67147828250.50687\n",
      "Iteration 72, inertia 67147694471.84774\n",
      "Iteration 73, inertia 67147546968.144485\n",
      "Iteration 74, inertia 67147500893.19043\n",
      "Iteration 75, inertia 67147476759.02925\n",
      "Converged at iteration 75: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98147083130.0\n",
      "Iteration 1, inertia 70540306671.5963\n",
      "Iteration 2, inertia 69142687864.0122\n",
      "Iteration 3, inertia 68609300018.98656\n",
      "Iteration 4, inertia 68301768464.857124\n",
      "Iteration 5, inertia 68091257427.386566\n",
      "Iteration 6, inertia 67941987506.39516\n",
      "Iteration 7, inertia 67820887251.41098\n",
      "Iteration 8, inertia 67715593686.761185\n",
      "Iteration 9, inertia 67630817101.54802\n",
      "Iteration 10, inertia 67566960960.99752\n",
      "Iteration 11, inertia 67514159383.22438\n",
      "Iteration 12, inertia 67466839871.19474\n",
      "Iteration 13, inertia 67428771231.38569\n",
      "Iteration 14, inertia 67398408103.622\n",
      "Iteration 15, inertia 67373788840.41024\n",
      "Iteration 16, inertia 67351923698.74318\n",
      "Iteration 17, inertia 67334206725.108215\n",
      "Iteration 18, inertia 67318262948.65942\n",
      "Iteration 19, inertia 67304027023.758354\n",
      "Iteration 20, inertia 67291615744.77357\n",
      "Iteration 21, inertia 67279398662.60097\n",
      "Iteration 22, inertia 67267459299.00817\n",
      "Iteration 23, inertia 67256306786.23072\n",
      "Iteration 24, inertia 67246124156.52522\n",
      "Iteration 25, inertia 67236262876.72578\n",
      "Iteration 26, inertia 67226657263.13846\n",
      "Iteration 27, inertia 67218874542.951935\n",
      "Iteration 28, inertia 67212193625.61405\n",
      "Iteration 29, inertia 67205789745.36265\n",
      "Iteration 30, inertia 67200329969.99797\n",
      "Iteration 31, inertia 67195677853.60536\n",
      "Iteration 32, inertia 67191437518.240326\n",
      "Iteration 33, inertia 67187635133.201195\n",
      "Iteration 34, inertia 67184236586.292694\n",
      "Iteration 35, inertia 67181328293.02121\n",
      "Iteration 36, inertia 67177748445.90243\n",
      "Iteration 37, inertia 67173856506.0722\n",
      "Iteration 38, inertia 67170193606.95904\n",
      "Iteration 39, inertia 67167149700.60272\n",
      "Iteration 40, inertia 67164643318.96857\n",
      "Iteration 41, inertia 67162255314.535355\n",
      "Iteration 42, inertia 67159643773.75271\n",
      "Iteration 43, inertia 67157150965.46984\n",
      "Iteration 44, inertia 67155223022.46994\n",
      "Iteration 45, inertia 67153336671.32873\n",
      "Iteration 46, inertia 67151534581.36469\n",
      "Iteration 47, inertia 67150260783.62572\n",
      "Iteration 48, inertia 67149126924.76244\n",
      "Iteration 49, inertia 67148086293.944664\n",
      "Iteration 50, inertia 67147333619.581924\n",
      "Iteration 51, inertia 67146537764.47199\n",
      "Iteration 52, inertia 67145790727.18701\n",
      "Iteration 53, inertia 67145224080.7665\n",
      "Iteration 54, inertia 67144576177.94301\n",
      "Iteration 55, inertia 67143711136.29114\n",
      "Iteration 56, inertia 67142662255.169525\n",
      "Iteration 57, inertia 67141441901.20218\n",
      "Iteration 58, inertia 67140282623.031\n",
      "Iteration 59, inertia 67139338342.98879\n",
      "Iteration 60, inertia 67138252848.4041\n",
      "Iteration 61, inertia 67137232333.565506\n",
      "Iteration 62, inertia 67135916079.13536\n",
      "Iteration 63, inertia 67134164848.32552\n",
      "Iteration 64, inertia 67132499683.61636\n",
      "Iteration 65, inertia 67131436257.07508\n",
      "Iteration 66, inertia 67130742859.574646\n",
      "Iteration 67, inertia 67129957827.29598\n",
      "Iteration 68, inertia 67129000036.84659\n",
      "Iteration 69, inertia 67128039307.540665\n",
      "Iteration 70, inertia 67126754165.728\n",
      "Iteration 71, inertia 67125727802.26189\n",
      "Iteration 72, inertia 67124818046.18981\n",
      "Iteration 73, inertia 67123763503.661255\n",
      "Iteration 74, inertia 67122779969.567505\n",
      "Iteration 75, inertia 67121540746.92918\n",
      "Iteration 76, inertia 67120618670.322205\n",
      "Iteration 77, inertia 67119862175.44153\n",
      "Iteration 78, inertia 67119133098.08347\n",
      "Iteration 79, inertia 67118313610.083305\n",
      "Iteration 80, inertia 67117601761.05551\n",
      "Iteration 81, inertia 67116804400.25028\n",
      "Iteration 82, inertia 67115636490.96813\n",
      "Iteration 83, inertia 67113907131.459755\n",
      "Iteration 84, inertia 67112054900.102196\n",
      "Iteration 85, inertia 67110267702.53628\n",
      "Iteration 86, inertia 67109073376.96295\n",
      "Iteration 87, inertia 67108035124.89147\n",
      "Iteration 88, inertia 67107139531.15828\n",
      "Iteration 89, inertia 67106445408.75952\n",
      "Iteration 90, inertia 67106013409.04901\n",
      "Iteration 91, inertia 67105720523.515205\n",
      "Iteration 92, inertia 67105530685.9334\n",
      "Iteration 93, inertia 67105461171.14398\n",
      "Iteration 94, inertia 67105419391.299164\n",
      "Iteration 95, inertia 67105375759.27125\n",
      "Iteration 96, inertia 67105335303.659645\n",
      "Iteration 97, inertia 67105288899.47866\n",
      "Iteration 98, inertia 67105258447.39914\n",
      "Iteration 99, inertia 67105215129.45302\n",
      "Iteration 100, inertia 67105175434.40117\n",
      "Iteration 101, inertia 67105144804.4833\n",
      "Iteration 102, inertia 67105104027.15786\n",
      "Iteration 103, inertia 67105076857.97398\n",
      "Iteration 104, inertia 67105067278.58435\n",
      "Converged at iteration 104: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98801017559.0\n",
      "Iteration 1, inertia 70657907650.78937\n",
      "Iteration 2, inertia 69216529666.09056\n",
      "Iteration 3, inertia 68641198659.1485\n",
      "Iteration 4, inertia 68333297818.27636\n",
      "Iteration 5, inertia 68125868412.28616\n",
      "Iteration 6, inertia 67972935030.48365\n",
      "Iteration 7, inertia 67846901925.7572\n",
      "Iteration 8, inertia 67744101970.84428\n",
      "Iteration 9, inertia 67660995204.39201\n",
      "Iteration 10, inertia 67590428991.789024\n",
      "Iteration 11, inertia 67535181978.31446\n",
      "Iteration 12, inertia 67488187024.329155\n",
      "Iteration 13, inertia 67450827646.06471\n",
      "Iteration 14, inertia 67419379774.74265\n",
      "Iteration 15, inertia 67393662546.78662\n",
      "Iteration 16, inertia 67371589087.539986\n",
      "Iteration 17, inertia 67351000886.977104\n",
      "Iteration 18, inertia 67334034980.761086\n",
      "Iteration 19, inertia 67319919564.81418\n",
      "Iteration 20, inertia 67307284866.834915\n",
      "Iteration 21, inertia 67294526491.2702\n",
      "Iteration 22, inertia 67282679719.09861\n",
      "Iteration 23, inertia 67272206643.47682\n",
      "Iteration 24, inertia 67260805075.65739\n",
      "Iteration 25, inertia 67249528678.61548\n",
      "Iteration 26, inertia 67238621783.29788\n",
      "Iteration 27, inertia 67229233954.20677\n",
      "Iteration 28, inertia 67221506416.64899\n",
      "Iteration 29, inertia 67213552505.27902\n",
      "Iteration 30, inertia 67206891466.90531\n",
      "Iteration 31, inertia 67201230286.22182\n",
      "Iteration 32, inertia 67196439182.18405\n",
      "Iteration 33, inertia 67192133041.47615\n",
      "Iteration 34, inertia 67188549760.57305\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 35, inertia 67185391711.45032\n",
      "Iteration 36, inertia 67182678986.6405\n",
      "Iteration 37, inertia 67180307497.78668\n",
      "Iteration 38, inertia 67178466066.624084\n",
      "Iteration 39, inertia 67176964475.37763\n",
      "Iteration 40, inertia 67175318873.682175\n",
      "Iteration 41, inertia 67173938286.65813\n",
      "Iteration 42, inertia 67172594665.60865\n",
      "Iteration 43, inertia 67171403924.77227\n",
      "Iteration 44, inertia 67170436668.49313\n",
      "Iteration 45, inertia 67169493376.816605\n",
      "Iteration 46, inertia 67168423391.428535\n",
      "Iteration 47, inertia 67167701774.59425\n",
      "Iteration 48, inertia 67166744896.41461\n",
      "Iteration 49, inertia 67165674225.51096\n",
      "Iteration 50, inertia 67164864395.064575\n",
      "Iteration 51, inertia 67164117056.23966\n",
      "Iteration 52, inertia 67163341088.087326\n",
      "Iteration 53, inertia 67162640112.33662\n",
      "Iteration 54, inertia 67161939232.566696\n",
      "Iteration 55, inertia 67161238783.20422\n",
      "Iteration 56, inertia 67160499313.431595\n",
      "Iteration 57, inertia 67159953880.86591\n",
      "Iteration 58, inertia 67159469515.5762\n",
      "Iteration 59, inertia 67159130425.22922\n",
      "Iteration 60, inertia 67158784248.96603\n",
      "Iteration 61, inertia 67158496886.52772\n",
      "Iteration 62, inertia 67158313574.72068\n",
      "Iteration 63, inertia 67158020810.33277\n",
      "Iteration 64, inertia 67157738940.353645\n",
      "Iteration 65, inertia 67157487456.97824\n",
      "Iteration 66, inertia 67157250432.211266\n",
      "Iteration 67, inertia 67157139585.79122\n",
      "Iteration 68, inertia 67157095750.87225\n",
      "Iteration 69, inertia 67157020529.56537\n",
      "Iteration 70, inertia 67156951809.80317\n",
      "Iteration 71, inertia 67156928303.62672\n",
      "Iteration 72, inertia 67156874940.77908\n",
      "Iteration 73, inertia 67156828570.730385\n",
      "Iteration 74, inertia 67156762881.233284\n",
      "Iteration 75, inertia 67156691003.72656\n",
      "Iteration 76, inertia 67156596446.367\n",
      "Iteration 77, inertia 67156569148.302216\n",
      "Iteration 78, inertia 67156563118.56672\n",
      "Iteration 79, inertia 67156557513.5475\n",
      "Iteration 80, inertia 67156541160.32435\n",
      "Iteration 81, inertia 67156535854.47311\n",
      "Iteration 82, inertia 67156531883.20981\n",
      "Converged at iteration 82: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 8105.25it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   11.3s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 300 \n",
      "  Threshold value :  1500 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98626632801.0\n",
      "Iteration 1, inertia 70541763018.01218\n",
      "Iteration 2, inertia 69128315354.16127\n",
      "Iteration 3, inertia 68547510456.27876\n",
      "Iteration 4, inertia 68245665397.175964\n",
      "Iteration 5, inertia 68052168226.585846\n",
      "Iteration 6, inertia 67913639067.508835\n",
      "Iteration 7, inertia 67809172681.427086\n",
      "Iteration 8, inertia 67727958659.243\n",
      "Iteration 9, inertia 67658862894.93845\n",
      "Iteration 10, inertia 67600301001.33946\n",
      "Iteration 11, inertia 67549827061.726776\n",
      "Iteration 12, inertia 67505931001.90276\n",
      "Iteration 13, inertia 67467144139.71651\n",
      "Iteration 14, inertia 67433216326.61868\n",
      "Iteration 15, inertia 67407516110.57791\n",
      "Iteration 16, inertia 67385830335.43584\n",
      "Iteration 17, inertia 67365068951.744514\n",
      "Iteration 18, inertia 67346894216.50989\n",
      "Iteration 19, inertia 67329183235.50173\n",
      "Iteration 20, inertia 67306851935.841866\n",
      "Iteration 21, inertia 67281823688.43252\n",
      "Iteration 22, inertia 67260894162.507774\n",
      "Iteration 23, inertia 67245513407.9219\n",
      "Iteration 24, inertia 67234684141.51927\n",
      "Iteration 25, inertia 67224933952.27867\n",
      "Iteration 26, inertia 67215576579.66997\n",
      "Iteration 27, inertia 67206646107.26756\n",
      "Iteration 28, inertia 67199107538.72062\n",
      "Iteration 29, inertia 67191368501.82941\n",
      "Iteration 30, inertia 67183426319.799835\n",
      "Iteration 31, inertia 67176233645.53835\n",
      "Iteration 32, inertia 67171197523.16069\n",
      "Iteration 33, inertia 67166737833.72014\n",
      "Iteration 34, inertia 67162507017.927124\n",
      "Iteration 35, inertia 67158031329.16412\n",
      "Iteration 36, inertia 67153899490.45752\n",
      "Iteration 37, inertia 67149930738.289665\n",
      "Iteration 38, inertia 67146277508.3994\n",
      "Iteration 39, inertia 67143066245.671684\n",
      "Iteration 40, inertia 67140609946.11681\n",
      "Iteration 41, inertia 67138597520.32087\n",
      "Iteration 42, inertia 67136896043.95595\n",
      "Iteration 43, inertia 67135835380.77129\n",
      "Iteration 44, inertia 67134993039.909454\n",
      "Iteration 45, inertia 67134156706.5508\n",
      "Iteration 46, inertia 67133625478.79736\n",
      "Iteration 47, inertia 67133135692.24002\n",
      "Iteration 48, inertia 67132684814.01594\n",
      "Iteration 49, inertia 67132144870.21431\n",
      "Iteration 50, inertia 67131657243.67181\n",
      "Iteration 51, inertia 67131186688.09204\n",
      "Iteration 52, inertia 67130811099.00233\n",
      "Iteration 53, inertia 67130491610.98233\n",
      "Iteration 54, inertia 67130253823.8338\n",
      "Iteration 55, inertia 67130078821.20491\n",
      "Iteration 56, inertia 67129956436.64928\n",
      "Iteration 57, inertia 67129885905.09497\n",
      "Iteration 58, inertia 67129774045.39352\n",
      "Iteration 59, inertia 67129652581.19176\n",
      "Iteration 60, inertia 67129480574.27843\n",
      "Iteration 61, inertia 67129360671.47568\n",
      "Iteration 62, inertia 67129314930.33928\n",
      "Iteration 63, inertia 67129308737.62453\n",
      "Converged at iteration 63: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 97908534085.0\n",
      "Iteration 1, inertia 70576195169.4466\n",
      "Iteration 2, inertia 69170739721.79398\n",
      "Iteration 3, inertia 68649374630.134254\n",
      "Iteration 4, inertia 68345263497.1757\n",
      "Iteration 5, inertia 68139603130.24139\n",
      "Iteration 6, inertia 67981028948.74924\n",
      "Iteration 7, inertia 67855481816.10237\n",
      "Iteration 8, inertia 67756109130.3357\n",
      "Iteration 9, inertia 67677710054.03046\n",
      "Iteration 10, inertia 67615042099.95968\n",
      "Iteration 11, inertia 67562108704.74234\n",
      "Iteration 12, inertia 67518372523.108025\n",
      "Iteration 13, inertia 67484383945.13476\n",
      "Iteration 14, inertia 67454860522.07856\n",
      "Iteration 15, inertia 67427126569.02821\n",
      "Iteration 16, inertia 67402359932.83727\n",
      "Iteration 17, inertia 67380634495.026306\n",
      "Iteration 18, inertia 67361691680.86108\n",
      "Iteration 19, inertia 67343607852.67409\n",
      "Iteration 20, inertia 67327957935.77193\n",
      "Iteration 21, inertia 67315171768.624985\n",
      "Iteration 22, inertia 67304420441.415474\n",
      "Iteration 23, inertia 67295745225.71622\n",
      "Iteration 24, inertia 67287572840.934166\n",
      "Iteration 25, inertia 67280153685.94745\n",
      "Iteration 26, inertia 67273452852.95142\n",
      "Iteration 27, inertia 67267880086.51897\n",
      "Iteration 28, inertia 67262029329.17097\n",
      "Iteration 29, inertia 67254673282.407646\n",
      "Iteration 30, inertia 67246893461.00288\n",
      "Iteration 31, inertia 67239560782.23305\n",
      "Iteration 32, inertia 67231698672.01303\n",
      "Iteration 33, inertia 67223552585.710014\n",
      "Iteration 34, inertia 67216547595.45614\n",
      "Iteration 35, inertia 67211366843.615845\n",
      "Iteration 36, inertia 67206322170.71398\n",
      "Iteration 37, inertia 67201646749.42439\n",
      "Iteration 38, inertia 67197251438.76985\n",
      "Iteration 39, inertia 67193699431.85724\n",
      "Iteration 40, inertia 67189619536.30752\n",
      "Iteration 41, inertia 67185587621.37842\n",
      "Iteration 42, inertia 67181146667.382385\n",
      "Iteration 43, inertia 67177268361.9287\n",
      "Iteration 44, inertia 67174798777.837265\n",
      "Iteration 45, inertia 67172794378.56909\n",
      "Iteration 46, inertia 67170311512.6948\n",
      "Iteration 47, inertia 67167698877.2832\n",
      "Iteration 48, inertia 67164581546.32735\n",
      "Iteration 49, inertia 67159879233.88477\n",
      "Iteration 50, inertia 67157505507.80241\n",
      "Iteration 51, inertia 67155175416.29483\n",
      "Iteration 52, inertia 67152702620.668304\n",
      "Iteration 53, inertia 67151158350.23084\n",
      "Iteration 54, inertia 67149975319.66688\n",
      "Iteration 55, inertia 67148675088.19128\n",
      "Iteration 56, inertia 67147766991.26993\n",
      "Iteration 57, inertia 67146817347.457405\n",
      "Iteration 58, inertia 67145744460.822395\n",
      "Iteration 59, inertia 67144551469.92354\n",
      "Iteration 60, inertia 67143337714.71125\n",
      "Iteration 61, inertia 67141581027.11556\n",
      "Iteration 62, inertia 67139603665.81264\n",
      "Iteration 63, inertia 67136538952.30754\n",
      "Iteration 64, inertia 67133505448.04922\n",
      "Iteration 65, inertia 67130891262.043\n",
      "Iteration 66, inertia 67128434932.46002\n",
      "Iteration 67, inertia 67126289767.12962\n",
      "Iteration 68, inertia 67124806433.88242\n",
      "Iteration 69, inertia 67123859600.92727\n",
      "Iteration 70, inertia 67122931186.98003\n",
      "Iteration 71, inertia 67122127975.518364\n",
      "Iteration 72, inertia 67121499424.877945\n",
      "Iteration 73, inertia 67121042167.62893\n",
      "Iteration 74, inertia 67120721628.68302\n",
      "Iteration 75, inertia 67120428140.25093\n",
      "Iteration 76, inertia 67120168676.57054\n",
      "Iteration 77, inertia 67119951307.288345\n",
      "Iteration 78, inertia 67119703031.80763\n",
      "Iteration 79, inertia 67119427266.76597\n",
      "Iteration 80, inertia 67119202738.72414\n",
      "Iteration 81, inertia 67118977472.19878\n",
      "Iteration 82, inertia 67118797815.68414\n",
      "Iteration 83, inertia 67118543125.612335\n",
      "Iteration 84, inertia 67118386453.88681\n",
      "Iteration 85, inertia 67118275660.3286\n",
      "Iteration 86, inertia 67118155448.931915\n",
      "Iteration 87, inertia 67118114002.27836\n",
      "Iteration 88, inertia 67118077031.692375\n",
      "Iteration 89, inertia 67117973872.05665\n",
      "Iteration 90, inertia 67117945724.41382\n",
      "Iteration 91, inertia 67117900196.9801\n",
      "Iteration 92, inertia 67117861839.66493\n",
      "Iteration 93, inertia 67117809268.84377\n",
      "Iteration 94, inertia 67117743262.26531\n",
      "Iteration 95, inertia 67117704964.180145\n",
      "Iteration 96, inertia 67117660352.708145\n",
      "Iteration 97, inertia 67117649961.75374\n",
      "Iteration 98, inertia 67117634442.28752\n",
      "Iteration 99, inertia 67117599662.25331\n",
      "Iteration 100, inertia 67117543303.7953\n",
      "Iteration 101, inertia 67117524858.96706\n",
      "Iteration 102, inertia 67117501609.072044\n",
      "Iteration 103, inertia 67117466093.79876\n",
      "Converged at iteration 103: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98643717135.0\n",
      "Iteration 1, inertia 70570428895.87672\n",
      "Iteration 2, inertia 69098416973.96782\n",
      "Iteration 3, inertia 68518430476.05727\n",
      "Iteration 4, inertia 68201361838.21483\n",
      "Iteration 5, inertia 68000009066.37096\n",
      "Iteration 6, inertia 67847842355.74775\n",
      "Iteration 7, inertia 67740469052.65139\n",
      "Iteration 8, inertia 67660435156.62989\n",
      "Iteration 9, inertia 67595748483.7437\n",
      "Iteration 10, inertia 67547364326.486595\n",
      "Iteration 11, inertia 67508769519.2992\n",
      "Iteration 12, inertia 67476766791.847946\n",
      "Iteration 13, inertia 67452148541.11234\n",
      "Iteration 14, inertia 67429267906.13946\n",
      "Iteration 15, inertia 67406289633.819786\n",
      "Iteration 16, inertia 67386974669.16315\n",
      "Iteration 17, inertia 67371162343.86\n",
      "Iteration 18, inertia 67357070609.085106\n",
      "Iteration 19, inertia 67344385638.06832\n",
      "Iteration 20, inertia 67331984992.75671\n",
      "Iteration 21, inertia 67320969056.2374\n",
      "Iteration 22, inertia 67308615279.36734\n",
      "Iteration 23, inertia 67298233019.956345\n",
      "Iteration 24, inertia 67289349928.82058\n",
      "Iteration 25, inertia 67281405991.00571\n",
      "Iteration 26, inertia 67274358726.22826\n",
      "Iteration 27, inertia 67268216614.29469\n",
      "Iteration 28, inertia 67262267819.658966\n",
      "Iteration 29, inertia 67256679672.12321\n",
      "Iteration 30, inertia 67251099791.52532\n",
      "Iteration 31, inertia 67244609681.00861\n",
      "Iteration 32, inertia 67238101605.47007\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 33, inertia 67231255572.267685\n",
      "Iteration 34, inertia 67224046271.70448\n",
      "Iteration 35, inertia 67217597983.85812\n",
      "Iteration 36, inertia 67211697879.749626\n",
      "Iteration 37, inertia 67207047958.6443\n",
      "Iteration 38, inertia 67201466143.71384\n",
      "Iteration 39, inertia 67195449167.40187\n",
      "Iteration 40, inertia 67190806471.24331\n",
      "Iteration 41, inertia 67186250361.685074\n",
      "Iteration 42, inertia 67181649014.39912\n",
      "Iteration 43, inertia 67178234607.39217\n",
      "Iteration 44, inertia 67174591999.81742\n",
      "Iteration 45, inertia 67171929515.05281\n",
      "Iteration 46, inertia 67169611952.897545\n",
      "Iteration 47, inertia 67168045876.517654\n",
      "Iteration 48, inertia 67166962689.08171\n",
      "Iteration 49, inertia 67166320450.579834\n",
      "Iteration 50, inertia 67165765501.54254\n",
      "Iteration 51, inertia 67165222234.58496\n",
      "Iteration 52, inertia 67164814819.08441\n",
      "Iteration 53, inertia 67164461324.22328\n",
      "Iteration 54, inertia 67163955713.78217\n",
      "Iteration 55, inertia 67163360927.95265\n",
      "Iteration 56, inertia 67162724497.49009\n",
      "Iteration 57, inertia 67161997134.23753\n",
      "Iteration 58, inertia 67160966299.48303\n",
      "Iteration 59, inertia 67160125965.65316\n",
      "Iteration 60, inertia 67159479939.67483\n",
      "Iteration 61, inertia 67158705081.40327\n",
      "Iteration 62, inertia 67157885722.63463\n",
      "Iteration 63, inertia 67157245625.17852\n",
      "Iteration 64, inertia 67156237605.312065\n",
      "Iteration 65, inertia 67155186330.010376\n",
      "Iteration 66, inertia 67153568975.201706\n",
      "Iteration 67, inertia 67152267157.24538\n",
      "Iteration 68, inertia 67151461563.480316\n",
      "Iteration 69, inertia 67150476776.70406\n",
      "Iteration 70, inertia 67149509836.51684\n",
      "Iteration 71, inertia 67148474251.27354\n",
      "Iteration 72, inertia 67147732640.11377\n",
      "Iteration 73, inertia 67147238810.58942\n",
      "Iteration 74, inertia 67146709695.10293\n",
      "Iteration 75, inertia 67146083649.814705\n",
      "Iteration 76, inertia 67145478901.154236\n",
      "Iteration 77, inertia 67145121943.00412\n",
      "Iteration 78, inertia 67144929952.207886\n",
      "Iteration 79, inertia 67144842664.93971\n",
      "Iteration 80, inertia 67144742445.130486\n",
      "Iteration 81, inertia 67144649295.64928\n",
      "Iteration 82, inertia 67144583826.111664\n",
      "Iteration 83, inertia 67144499401.78898\n",
      "Iteration 84, inertia 67144483955.75782\n",
      "Iteration 85, inertia 67144471224.73582\n",
      "Converged at iteration 85: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98578105489.0\n",
      "Iteration 1, inertia 70638649926.99805\n",
      "Iteration 2, inertia 69124056683.22932\n",
      "Iteration 3, inertia 68508215700.49741\n",
      "Iteration 4, inertia 68178495821.31209\n",
      "Iteration 5, inertia 67984996821.84599\n",
      "Iteration 6, inertia 67861006947.50554\n",
      "Iteration 7, inertia 67771857692.0405\n",
      "Iteration 8, inertia 67702347326.57628\n",
      "Iteration 9, inertia 67644058852.27614\n",
      "Iteration 10, inertia 67590512441.670876\n",
      "Iteration 11, inertia 67545660266.115715\n",
      "Iteration 12, inertia 67510421525.295784\n",
      "Iteration 13, inertia 67480612878.312996\n",
      "Iteration 14, inertia 67449751047.41888\n",
      "Iteration 15, inertia 67420663528.703964\n",
      "Iteration 16, inertia 67394905229.20494\n",
      "Iteration 17, inertia 67371141467.705826\n",
      "Iteration 18, inertia 67350185141.6623\n",
      "Iteration 19, inertia 67331238588.58279\n",
      "Iteration 20, inertia 67313355402.91063\n",
      "Iteration 21, inertia 67294397337.69846\n",
      "Iteration 22, inertia 67276531865.858505\n",
      "Iteration 23, inertia 67267895537.39912\n",
      "Iteration 24, inertia 67261014422.93308\n",
      "Iteration 25, inertia 67253766755.43546\n",
      "Iteration 26, inertia 67247368417.77825\n",
      "Iteration 27, inertia 67241759476.295425\n",
      "Iteration 28, inertia 67237213714.735214\n",
      "Iteration 29, inertia 67232473863.8301\n",
      "Iteration 30, inertia 67228484557.05362\n",
      "Iteration 31, inertia 67225232661.69747\n",
      "Iteration 32, inertia 67222761582.08943\n",
      "Iteration 33, inertia 67220186140.357735\n",
      "Iteration 34, inertia 67217509470.3544\n",
      "Iteration 35, inertia 67215496021.23178\n",
      "Iteration 36, inertia 67213592661.63795\n",
      "Iteration 37, inertia 67211620237.92465\n",
      "Iteration 38, inertia 67209502192.479454\n",
      "Iteration 39, inertia 67207748739.48262\n",
      "Iteration 40, inertia 67205603711.31241\n",
      "Iteration 41, inertia 67203453056.19796\n",
      "Iteration 42, inertia 67201249059.576935\n",
      "Iteration 43, inertia 67198629817.948425\n",
      "Iteration 44, inertia 67196049205.68918\n",
      "Iteration 45, inertia 67193629961.44721\n",
      "Iteration 46, inertia 67192021443.09854\n",
      "Iteration 47, inertia 67190355799.88496\n",
      "Iteration 48, inertia 67188092662.42288\n",
      "Iteration 49, inertia 67185948623.68533\n",
      "Iteration 50, inertia 67184523328.524826\n",
      "Iteration 51, inertia 67183183552.76822\n",
      "Iteration 52, inertia 67182175530.43357\n",
      "Iteration 53, inertia 67181384949.54189\n",
      "Iteration 54, inertia 67180740942.526474\n",
      "Iteration 55, inertia 67180328223.788795\n",
      "Iteration 56, inertia 67179964994.58258\n",
      "Iteration 57, inertia 67179562579.98647\n",
      "Iteration 58, inertia 67179313176.02288\n",
      "Iteration 59, inertia 67179058262.51799\n",
      "Iteration 60, inertia 67178894905.354195\n",
      "Iteration 61, inertia 67178810677.92172\n",
      "Iteration 62, inertia 67178726916.51865\n",
      "Iteration 63, inertia 67178624440.46159\n",
      "Iteration 64, inertia 67178427792.33347\n",
      "Iteration 65, inertia 67178299607.547745\n",
      "Iteration 66, inertia 67178141887.51324\n",
      "Iteration 67, inertia 67177937102.53859\n",
      "Iteration 68, inertia 67177703553.02549\n",
      "Iteration 69, inertia 67177505790.15096\n",
      "Iteration 70, inertia 67177341805.98227\n",
      "Iteration 71, inertia 67177195835.27775\n",
      "Iteration 72, inertia 67177014079.55822\n",
      "Iteration 73, inertia 67176744205.9317\n",
      "Iteration 74, inertia 67176257493.84079\n",
      "Iteration 75, inertia 67175632821.47715\n",
      "Iteration 76, inertia 67174986130.82668\n",
      "Iteration 77, inertia 67174319524.97871\n",
      "Iteration 78, inertia 67173855942.749374\n",
      "Iteration 79, inertia 67173548914.67523\n",
      "Iteration 80, inertia 67173275108.002426\n",
      "Iteration 81, inertia 67173068367.08452\n",
      "Iteration 82, inertia 67172865553.52224\n",
      "Iteration 83, inertia 67172618457.36225\n",
      "Iteration 84, inertia 67172414660.50194\n",
      "Iteration 85, inertia 67172282064.92891\n",
      "Iteration 86, inertia 67172192711.81245\n",
      "Iteration 87, inertia 67171985523.13993\n",
      "Iteration 88, inertia 67171727316.54593\n",
      "Iteration 89, inertia 67171514022.62395\n",
      "Iteration 90, inertia 67171474470.60356\n",
      "Iteration 91, inertia 67171424044.57357\n",
      "Iteration 92, inertia 67171285517.819084\n",
      "Iteration 93, inertia 67171181234.04083\n",
      "Iteration 94, inertia 67170920634.1116\n",
      "Iteration 95, inertia 67170678607.533325\n",
      "Iteration 96, inertia 67170592207.58551\n",
      "Iteration 97, inertia 67170551034.015884\n",
      "Iteration 98, inertia 67170536083.87312\n",
      "Converged at iteration 98: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98430791324.0\n",
      "Iteration 1, inertia 70693328154.07898\n",
      "Iteration 2, inertia 69214721704.77264\n",
      "Iteration 3, inertia 68629683555.53787\n",
      "Iteration 4, inertia 68294067094.629745\n",
      "Iteration 5, inertia 68074691509.91095\n",
      "Iteration 6, inertia 67914267200.32606\n",
      "Iteration 7, inertia 67792594190.33243\n",
      "Iteration 8, inertia 67698378575.445816\n",
      "Iteration 9, inertia 67619969888.3912\n",
      "Iteration 10, inertia 67556746747.34473\n",
      "Iteration 11, inertia 67496986174.937515\n",
      "Iteration 12, inertia 67447220113.42899\n",
      "Iteration 13, inertia 67405933924.87963\n",
      "Iteration 14, inertia 67365761885.84461\n",
      "Iteration 15, inertia 67325662016.13762\n",
      "Iteration 16, inertia 67295747610.711655\n",
      "Iteration 17, inertia 67271362624.47824\n",
      "Iteration 18, inertia 67252165795.18156\n",
      "Iteration 19, inertia 67234982232.94127\n",
      "Iteration 20, inertia 67220457429.58301\n",
      "Iteration 21, inertia 67209693440.86068\n",
      "Iteration 22, inertia 67200196167.27606\n",
      "Iteration 23, inertia 67192428174.12155\n",
      "Iteration 24, inertia 67185933324.80493\n",
      "Iteration 25, inertia 67179580228.90874\n",
      "Iteration 26, inertia 67173690594.60068\n",
      "Iteration 27, inertia 67168319980.258385\n",
      "Iteration 28, inertia 67163539868.075584\n",
      "Iteration 29, inertia 67158935385.91319\n",
      "Iteration 30, inertia 67154174921.83425\n",
      "Iteration 31, inertia 67150155489.508705\n",
      "Iteration 32, inertia 67146244717.32911\n",
      "Iteration 33, inertia 67142807606.19669\n",
      "Iteration 34, inertia 67139078072.10315\n",
      "Iteration 35, inertia 67134773733.691574\n",
      "Iteration 36, inertia 67131947949.18664\n",
      "Iteration 37, inertia 67128732574.5888\n",
      "Iteration 38, inertia 67126127211.83191\n",
      "Iteration 39, inertia 67124195834.833694\n",
      "Iteration 40, inertia 67122725276.20836\n",
      "Iteration 41, inertia 67121430334.442116\n",
      "Iteration 42, inertia 67120455740.131996\n",
      "Iteration 43, inertia 67119313179.237816\n",
      "Iteration 44, inertia 67118339280.44202\n",
      "Iteration 45, inertia 67117494507.0833\n",
      "Iteration 46, inertia 67116582949.18271\n",
      "Iteration 47, inertia 67115568076.17802\n",
      "Iteration 48, inertia 67114659617.73734\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 49, inertia 67114050809.15529\n",
      "Iteration 50, inertia 67113323384.79175\n",
      "Iteration 51, inertia 67112920477.755264\n",
      "Iteration 52, inertia 67112408234.59077\n",
      "Iteration 53, inertia 67111866454.1549\n",
      "Iteration 54, inertia 67111334524.27826\n",
      "Iteration 55, inertia 67110808544.03266\n",
      "Iteration 56, inertia 67110537419.559265\n",
      "Iteration 57, inertia 67110387031.5892\n",
      "Iteration 58, inertia 67110269429.89911\n",
      "Iteration 59, inertia 67110135463.58859\n",
      "Iteration 60, inertia 67109891844.2215\n",
      "Iteration 61, inertia 67109663328.46007\n",
      "Iteration 62, inertia 67109214604.40352\n",
      "Iteration 63, inertia 67108889357.706375\n",
      "Iteration 64, inertia 67108627147.96787\n",
      "Iteration 65, inertia 67108325418.452644\n",
      "Iteration 66, inertia 67108115292.96385\n",
      "Iteration 67, inertia 67107999643.2104\n",
      "Iteration 68, inertia 67107955341.29084\n",
      "Iteration 69, inertia 67107934409.53703\n",
      "Iteration 70, inertia 67107907577.66627\n",
      "Iteration 71, inertia 67107898673.44073\n",
      "Converged at iteration 71: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98628679416.0\n",
      "Iteration 1, inertia 70615799856.70523\n",
      "Iteration 2, inertia 69139575653.54504\n",
      "Iteration 3, inertia 68582445365.25678\n",
      "Iteration 4, inertia 68247282362.19667\n",
      "Iteration 5, inertia 68024727690.88232\n",
      "Iteration 6, inertia 67859768169.07614\n",
      "Iteration 7, inertia 67739090962.28581\n",
      "Iteration 8, inertia 67654833096.33716\n",
      "Iteration 9, inertia 67585757316.02893\n",
      "Iteration 10, inertia 67534768615.04202\n",
      "Iteration 11, inertia 67485896118.65862\n",
      "Iteration 12, inertia 67438830042.4592\n",
      "Iteration 13, inertia 67400428073.86112\n",
      "Iteration 14, inertia 67370645038.989716\n",
      "Iteration 15, inertia 67345243678.32417\n",
      "Iteration 16, inertia 67325331729.28564\n",
      "Iteration 17, inertia 67306128958.80519\n",
      "Iteration 18, inertia 67286124897.58104\n",
      "Iteration 19, inertia 67268987777.4779\n",
      "Iteration 20, inertia 67256309286.56633\n",
      "Iteration 21, inertia 67244963564.11963\n",
      "Iteration 22, inertia 67233738568.35601\n",
      "Iteration 23, inertia 67221647714.051414\n",
      "Iteration 24, inertia 67211474764.427475\n",
      "Iteration 25, inertia 67204479585.52149\n",
      "Iteration 26, inertia 67198784034.046555\n",
      "Iteration 27, inertia 67193129339.11158\n",
      "Iteration 28, inertia 67186972467.8022\n",
      "Iteration 29, inertia 67180256989.473305\n",
      "Iteration 30, inertia 67172332593.7888\n",
      "Iteration 31, inertia 67164096405.80314\n",
      "Iteration 32, inertia 67157097833.88187\n",
      "Iteration 33, inertia 67152061622.99642\n",
      "Iteration 34, inertia 67148339631.04717\n",
      "Iteration 35, inertia 67145644824.90646\n",
      "Iteration 36, inertia 67143475267.74109\n",
      "Iteration 37, inertia 67141837803.988785\n",
      "Iteration 38, inertia 67140598655.14952\n",
      "Iteration 39, inertia 67139233530.16991\n",
      "Iteration 40, inertia 67138039267.09582\n",
      "Iteration 41, inertia 67137051478.047195\n",
      "Iteration 42, inertia 67136136480.661674\n",
      "Iteration 43, inertia 67135364061.32714\n",
      "Iteration 44, inertia 67134771653.74079\n",
      "Iteration 45, inertia 67134411926.60263\n",
      "Iteration 46, inertia 67134149541.339035\n",
      "Iteration 47, inertia 67133948595.94342\n",
      "Iteration 48, inertia 67133712309.09704\n",
      "Iteration 49, inertia 67133393999.900764\n",
      "Iteration 50, inertia 67133014976.911194\n",
      "Iteration 51, inertia 67132544665.04947\n",
      "Iteration 52, inertia 67132250338.75429\n",
      "Iteration 53, inertia 67131802094.521515\n",
      "Iteration 54, inertia 67131351191.194305\n",
      "Iteration 55, inertia 67131039914.417725\n",
      "Iteration 56, inertia 67130837174.52291\n",
      "Iteration 57, inertia 67130601445.7371\n",
      "Iteration 58, inertia 67130445320.77449\n",
      "Iteration 59, inertia 67130312042.425125\n",
      "Iteration 60, inertia 67130228245.16244\n",
      "Iteration 61, inertia 67130140409.31832\n",
      "Iteration 62, inertia 67130067048.21449\n",
      "Iteration 63, inertia 67129962381.153946\n",
      "Iteration 64, inertia 67129895413.531525\n",
      "Iteration 65, inertia 67129802212.52402\n",
      "Iteration 66, inertia 67129783216.26712\n",
      "Converged at iteration 66: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98598827901.0\n",
      "Iteration 1, inertia 70572314438.39597\n",
      "Iteration 2, inertia 69133355578.52985\n",
      "Iteration 3, inertia 68554184819.164246\n",
      "Iteration 4, inertia 68223719813.480804\n",
      "Iteration 5, inertia 68016504600.99933\n",
      "Iteration 6, inertia 67876810918.14791\n",
      "Iteration 7, inertia 67777608995.700195\n",
      "Iteration 8, inertia 67694102964.18443\n",
      "Iteration 9, inertia 67625519535.687035\n",
      "Iteration 10, inertia 67559185508.21082\n",
      "Iteration 11, inertia 67497501740.75219\n",
      "Iteration 12, inertia 67431401053.788185\n",
      "Iteration 13, inertia 67370591913.27458\n",
      "Iteration 14, inertia 67327012512.92166\n",
      "Iteration 15, inertia 67298791546.243164\n",
      "Iteration 16, inertia 67277893630.460754\n",
      "Iteration 17, inertia 67261466346.03641\n",
      "Iteration 18, inertia 67247173145.109886\n",
      "Iteration 19, inertia 67233619187.319954\n",
      "Iteration 20, inertia 67221855699.64126\n",
      "Iteration 21, inertia 67211035186.78382\n",
      "Iteration 22, inertia 67200682917.561905\n",
      "Iteration 23, inertia 67191849661.5969\n",
      "Iteration 24, inertia 67182543597.271416\n",
      "Iteration 25, inertia 67172570435.98646\n",
      "Iteration 26, inertia 67164769820.5932\n",
      "Iteration 27, inertia 67159038056.47589\n",
      "Iteration 28, inertia 67153811138.19135\n",
      "Iteration 29, inertia 67149931356.69762\n",
      "Iteration 30, inertia 67146360353.397354\n",
      "Iteration 31, inertia 67142574277.11775\n",
      "Iteration 32, inertia 67139633338.30725\n",
      "Iteration 33, inertia 67137257520.63265\n",
      "Iteration 34, inertia 67135410096.7405\n",
      "Iteration 35, inertia 67133736636.95302\n",
      "Iteration 36, inertia 67132303069.64148\n",
      "Iteration 37, inertia 67130680920.26985\n",
      "Iteration 38, inertia 67129378979.174126\n",
      "Iteration 39, inertia 67127508086.58362\n",
      "Iteration 40, inertia 67126309329.51385\n",
      "Iteration 41, inertia 67125491821.811874\n",
      "Iteration 42, inertia 67124666590.78827\n",
      "Iteration 43, inertia 67123834771.189095\n",
      "Iteration 44, inertia 67123203528.08946\n",
      "Iteration 45, inertia 67122756685.40073\n",
      "Iteration 46, inertia 67122271579.03337\n",
      "Iteration 47, inertia 67121783248.53405\n",
      "Iteration 48, inertia 67121087706.55033\n",
      "Iteration 49, inertia 67120479322.34259\n",
      "Iteration 50, inertia 67119913260.07172\n",
      "Iteration 51, inertia 67119358268.256516\n",
      "Iteration 52, inertia 67118897619.97159\n",
      "Iteration 53, inertia 67118332505.589386\n",
      "Iteration 54, inertia 67117706246.80208\n",
      "Iteration 55, inertia 67117012840.25916\n",
      "Iteration 56, inertia 67116368120.86154\n",
      "Iteration 57, inertia 67115828096.24304\n",
      "Iteration 58, inertia 67115424059.76927\n",
      "Iteration 59, inertia 67114888696.61218\n",
      "Iteration 60, inertia 67114335594.18996\n",
      "Iteration 61, inertia 67113638612.03002\n",
      "Iteration 62, inertia 67113111556.98486\n",
      "Iteration 63, inertia 67112718481.94339\n",
      "Iteration 64, inertia 67112438982.83814\n",
      "Iteration 65, inertia 67112141440.69937\n",
      "Iteration 66, inertia 67111771435.82273\n",
      "Iteration 67, inertia 67111342455.513374\n",
      "Iteration 68, inertia 67110937331.065056\n",
      "Iteration 69, inertia 67110397909.68274\n",
      "Iteration 70, inertia 67109896785.21782\n",
      "Iteration 71, inertia 67109120335.49627\n",
      "Iteration 72, inertia 67108091386.66446\n",
      "Iteration 73, inertia 67107047608.248726\n",
      "Iteration 74, inertia 67105934733.40596\n",
      "Iteration 75, inertia 67104710537.32828\n",
      "Iteration 76, inertia 67103415281.138985\n",
      "Iteration 77, inertia 67102539801.87881\n",
      "Iteration 78, inertia 67101723699.99503\n",
      "Iteration 79, inertia 67100972972.796616\n",
      "Iteration 80, inertia 67100059642.08831\n",
      "Iteration 81, inertia 67099285684.49875\n",
      "Iteration 82, inertia 67098594497.0565\n",
      "Iteration 83, inertia 67098059615.00146\n",
      "Iteration 84, inertia 67097480989.876686\n",
      "Iteration 85, inertia 67096825013.50426\n",
      "Iteration 86, inertia 67096299277.89559\n",
      "Iteration 87, inertia 67095777327.92227\n",
      "Iteration 88, inertia 67095553070.075294\n",
      "Iteration 89, inertia 67095450947.31944\n",
      "Iteration 90, inertia 67095386588.38503\n",
      "Iteration 91, inertia 67095278078.709465\n",
      "Iteration 92, inertia 67095198706.6677\n",
      "Iteration 93, inertia 67095146056.71543\n",
      "Iteration 94, inertia 67095105429.30361\n",
      "Iteration 95, inertia 67095076563.60513\n",
      "Iteration 96, inertia 67095058573.12433\n",
      "Iteration 97, inertia 67095054497.752655\n",
      "Iteration 98, inertia 67095049150.64615\n",
      "Converged at iteration 98: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98244906632.0\n",
      "Iteration 1, inertia 70477551994.91391\n",
      "Iteration 2, inertia 69118628933.69984\n",
      "Iteration 3, inertia 68581298889.85228\n",
      "Iteration 4, inertia 68262686458.8672\n",
      "Iteration 5, inertia 68047072731.04046\n",
      "Iteration 6, inertia 67892856638.59737\n",
      "Iteration 7, inertia 67772132648.31224\n",
      "Iteration 8, inertia 67681567741.38116\n",
      "Iteration 9, inertia 67613874022.32276\n",
      "Iteration 10, inertia 67555120468.65232\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 11, inertia 67504330290.8663\n",
      "Iteration 12, inertia 67460791435.33077\n",
      "Iteration 13, inertia 67423565504.22704\n",
      "Iteration 14, inertia 67394171211.97447\n",
      "Iteration 15, inertia 67367566393.6538\n",
      "Iteration 16, inertia 67342853197.70143\n",
      "Iteration 17, inertia 67324365726.56574\n",
      "Iteration 18, inertia 67308590495.91345\n",
      "Iteration 19, inertia 67296704768.08239\n",
      "Iteration 20, inertia 67286493774.77105\n",
      "Iteration 21, inertia 67276551444.67889\n",
      "Iteration 22, inertia 67267037629.16758\n",
      "Iteration 23, inertia 67257401512.270546\n",
      "Iteration 24, inertia 67248367157.38725\n",
      "Iteration 25, inertia 67240898424.78166\n",
      "Iteration 26, inertia 67234710997.23953\n",
      "Iteration 27, inertia 67229191219.1167\n",
      "Iteration 28, inertia 67223747592.89774\n",
      "Iteration 29, inertia 67217827016.58572\n",
      "Iteration 30, inertia 67212593599.472275\n",
      "Iteration 31, inertia 67208070577.11877\n",
      "Iteration 32, inertia 67204425780.9957\n",
      "Iteration 33, inertia 67200422530.42721\n",
      "Iteration 34, inertia 67196962509.20573\n",
      "Iteration 35, inertia 67192887631.99124\n",
      "Iteration 36, inertia 67188947251.984634\n",
      "Iteration 37, inertia 67185689792.79942\n",
      "Iteration 38, inertia 67182400686.79121\n",
      "Iteration 39, inertia 67179396653.352615\n",
      "Iteration 40, inertia 67176546462.94734\n",
      "Iteration 41, inertia 67174552686.86323\n",
      "Iteration 42, inertia 67172759192.406204\n",
      "Iteration 43, inertia 67171206385.98902\n",
      "Iteration 44, inertia 67169749407.73784\n",
      "Iteration 45, inertia 67167995452.505\n",
      "Iteration 46, inertia 67166166340.10912\n",
      "Iteration 47, inertia 67164776791.47406\n",
      "Iteration 48, inertia 67163578059.79968\n",
      "Iteration 49, inertia 67162305077.490364\n",
      "Iteration 50, inertia 67161367089.9114\n",
      "Iteration 51, inertia 67160431701.10209\n",
      "Iteration 52, inertia 67159380406.30581\n",
      "Iteration 53, inertia 67158408984.21999\n",
      "Iteration 54, inertia 67157717643.815704\n",
      "Iteration 55, inertia 67157056231.68595\n",
      "Iteration 56, inertia 67155905450.81817\n",
      "Iteration 57, inertia 67155056129.51851\n",
      "Iteration 58, inertia 67154165273.91597\n",
      "Iteration 59, inertia 67153280553.399796\n",
      "Iteration 60, inertia 67152695474.448425\n",
      "Iteration 61, inertia 67151932505.34288\n",
      "Iteration 62, inertia 67151017477.83858\n",
      "Iteration 63, inertia 67150255954.49531\n",
      "Iteration 64, inertia 67149824549.70766\n",
      "Iteration 65, inertia 67149349809.41462\n",
      "Iteration 66, inertia 67148960499.904884\n",
      "Iteration 67, inertia 67148658023.338615\n",
      "Iteration 68, inertia 67148539681.32346\n",
      "Iteration 69, inertia 67148316529.738556\n",
      "Iteration 70, inertia 67148004837.626076\n",
      "Iteration 71, inertia 67147828250.506874\n",
      "Iteration 72, inertia 67147694471.84774\n",
      "Iteration 73, inertia 67147546968.144485\n",
      "Iteration 74, inertia 67147500893.19043\n",
      "Iteration 75, inertia 67147476759.02925\n",
      "Converged at iteration 75: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98147083130.0\n",
      "Iteration 1, inertia 70540306671.5963\n",
      "Iteration 2, inertia 69142687864.0122\n",
      "Iteration 3, inertia 68609300018.98654\n",
      "Iteration 4, inertia 68301768464.857124\n",
      "Iteration 5, inertia 68091257427.386566\n",
      "Iteration 6, inertia 67941987506.395164\n",
      "Iteration 7, inertia 67820887251.41099\n",
      "Iteration 8, inertia 67715593686.761185\n",
      "Iteration 9, inertia 67630817101.54801\n",
      "Iteration 10, inertia 67566960960.99752\n",
      "Iteration 11, inertia 67514159383.22438\n",
      "Iteration 12, inertia 67466839871.19475\n",
      "Iteration 13, inertia 67428771231.38569\n",
      "Iteration 14, inertia 67398408103.622\n",
      "Iteration 15, inertia 67373788840.41024\n",
      "Iteration 16, inertia 67351923698.74318\n",
      "Iteration 17, inertia 67334206725.108215\n",
      "Iteration 18, inertia 67318262948.659424\n",
      "Iteration 19, inertia 67304027023.75835\n",
      "Iteration 20, inertia 67291615744.77357\n",
      "Iteration 21, inertia 67279398662.60097\n",
      "Iteration 22, inertia 67267459299.00817\n",
      "Iteration 23, inertia 67256306786.23072\n",
      "Iteration 24, inertia 67246124156.52522\n",
      "Iteration 25, inertia 67236262876.72578\n",
      "Iteration 26, inertia 67226657263.13846\n",
      "Iteration 27, inertia 67218874542.95194\n",
      "Iteration 28, inertia 67212193625.61405\n",
      "Iteration 29, inertia 67205789745.36265\n",
      "Iteration 30, inertia 67200329969.99797\n",
      "Iteration 31, inertia 67195677853.60536\n",
      "Iteration 32, inertia 67191437518.240326\n",
      "Iteration 33, inertia 67187635133.201195\n",
      "Iteration 34, inertia 67184236586.292694\n",
      "Iteration 35, inertia 67181328293.02121\n",
      "Iteration 36, inertia 67177748445.90243\n",
      "Iteration 37, inertia 67173856506.072205\n",
      "Iteration 38, inertia 67170193606.95904\n",
      "Iteration 39, inertia 67167149700.602715\n",
      "Iteration 40, inertia 67164643318.96857\n",
      "Iteration 41, inertia 67162255314.535355\n",
      "Iteration 42, inertia 67159643773.7527\n",
      "Iteration 43, inertia 67157150965.46983\n",
      "Iteration 44, inertia 67155223022.46994\n",
      "Iteration 45, inertia 67153336671.32872\n",
      "Iteration 46, inertia 67151534581.36469\n",
      "Iteration 47, inertia 67150260783.62571\n",
      "Iteration 48, inertia 67149126924.76244\n",
      "Iteration 49, inertia 67148086293.944664\n",
      "Iteration 50, inertia 67147333619.581924\n",
      "Iteration 51, inertia 67146537764.47199\n",
      "Iteration 52, inertia 67145790727.18701\n",
      "Iteration 53, inertia 67145224080.7665\n",
      "Iteration 54, inertia 67144576177.94301\n",
      "Iteration 55, inertia 67143711136.29113\n",
      "Iteration 56, inertia 67142662255.169525\n",
      "Iteration 57, inertia 67141441901.20218\n",
      "Iteration 58, inertia 67140282623.031\n",
      "Iteration 59, inertia 67139338342.98879\n",
      "Iteration 60, inertia 67138252848.404106\n",
      "Iteration 61, inertia 67137232333.565506\n",
      "Iteration 62, inertia 67135916079.13536\n",
      "Iteration 63, inertia 67134164848.32552\n",
      "Iteration 64, inertia 67132499683.61636\n",
      "Iteration 65, inertia 67131436257.07508\n",
      "Iteration 66, inertia 67130742859.574646\n",
      "Iteration 67, inertia 67129957827.29598\n",
      "Iteration 68, inertia 67129000036.84658\n",
      "Iteration 69, inertia 67128039307.54068\n",
      "Iteration 70, inertia 67126754165.728\n",
      "Iteration 71, inertia 67125727802.26189\n",
      "Iteration 72, inertia 67124818046.18981\n",
      "Iteration 73, inertia 67123763503.661255\n",
      "Iteration 74, inertia 67122779969.567505\n",
      "Iteration 75, inertia 67121540746.92918\n",
      "Iteration 76, inertia 67120618670.322205\n",
      "Iteration 77, inertia 67119862175.44153\n",
      "Iteration 78, inertia 67119133098.08348\n",
      "Iteration 79, inertia 67118313610.083305\n",
      "Iteration 80, inertia 67117601761.05551\n",
      "Iteration 81, inertia 67116804400.250275\n",
      "Iteration 82, inertia 67115636490.96813\n",
      "Iteration 83, inertia 67113907131.459755\n",
      "Iteration 84, inertia 67112054900.1022\n",
      "Iteration 85, inertia 67110267702.53628\n",
      "Iteration 86, inertia 67109073376.96296\n",
      "Iteration 87, inertia 67108035124.89147\n",
      "Iteration 88, inertia 67107139531.15828\n",
      "Iteration 89, inertia 67106445408.75952\n",
      "Iteration 90, inertia 67106013409.04901\n",
      "Iteration 91, inertia 67105720523.515205\n",
      "Iteration 92, inertia 67105530685.9334\n",
      "Iteration 93, inertia 67105461171.14398\n",
      "Iteration 94, inertia 67105419391.299164\n",
      "Iteration 95, inertia 67105375759.27125\n",
      "Iteration 96, inertia 67105335303.659645\n",
      "Iteration 97, inertia 67105288899.47867\n",
      "Iteration 98, inertia 67105258447.39914\n",
      "Iteration 99, inertia 67105215129.45302\n",
      "Iteration 100, inertia 67105175434.40117\n",
      "Iteration 101, inertia 67105144804.4833\n",
      "Iteration 102, inertia 67105104027.15786\n",
      "Iteration 103, inertia 67105076857.97398\n",
      "Iteration 104, inertia 67105067278.58435\n",
      "Converged at iteration 104: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98801017559.0\n",
      "Iteration 1, inertia 70657907650.78937\n",
      "Iteration 2, inertia 69216529666.09056\n",
      "Iteration 3, inertia 68641198659.1485\n",
      "Iteration 4, inertia 68333297818.27635\n",
      "Iteration 5, inertia 68125868412.28616\n",
      "Iteration 6, inertia 67972935030.48365\n",
      "Iteration 7, inertia 67846901925.7572\n",
      "Iteration 8, inertia 67744101970.84428\n",
      "Iteration 9, inertia 67660995204.39201\n",
      "Iteration 10, inertia 67590428991.789024\n",
      "Iteration 11, inertia 67535181978.31446\n",
      "Iteration 12, inertia 67488187024.329155\n",
      "Iteration 13, inertia 67450827646.06471\n",
      "Iteration 14, inertia 67419379774.74265\n",
      "Iteration 15, inertia 67393662546.78662\n",
      "Iteration 16, inertia 67371589087.53999\n",
      "Iteration 17, inertia 67351000886.977104\n",
      "Iteration 18, inertia 67334034980.761086\n",
      "Iteration 19, inertia 67319919564.81418\n",
      "Iteration 20, inertia 67307284866.83492\n",
      "Iteration 21, inertia 67294526491.2702\n",
      "Iteration 22, inertia 67282679719.09862\n",
      "Iteration 23, inertia 67272206643.47682\n",
      "Iteration 24, inertia 67260805075.65739\n",
      "Iteration 25, inertia 67249528678.61548\n",
      "Iteration 26, inertia 67238621783.29789\n",
      "Iteration 27, inertia 67229233954.20677\n",
      "Iteration 28, inertia 67221506416.64899\n",
      "Iteration 29, inertia 67213552505.27902\n",
      "Iteration 30, inertia 67206891466.90531\n",
      "Iteration 31, inertia 67201230286.22181\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 32, inertia 67196439182.18405\n",
      "Iteration 33, inertia 67192133041.47615\n",
      "Iteration 34, inertia 67188549760.57305\n",
      "Iteration 35, inertia 67185391711.45032\n",
      "Iteration 36, inertia 67182678986.6405\n",
      "Iteration 37, inertia 67180307497.78668\n",
      "Iteration 38, inertia 67178466066.624084\n",
      "Iteration 39, inertia 67176964475.37763\n",
      "Iteration 40, inertia 67175318873.682175\n",
      "Iteration 41, inertia 67173938286.65813\n",
      "Iteration 42, inertia 67172594665.60865\n",
      "Iteration 43, inertia 67171403924.77227\n",
      "Iteration 44, inertia 67170436668.49313\n",
      "Iteration 45, inertia 67169493376.816605\n",
      "Iteration 46, inertia 67168423391.428535\n",
      "Iteration 47, inertia 67167701774.59425\n",
      "Iteration 48, inertia 67166744896.41461\n",
      "Iteration 49, inertia 67165674225.51096\n",
      "Iteration 50, inertia 67164864395.064575\n",
      "Iteration 51, inertia 67164117056.23966\n",
      "Iteration 52, inertia 67163341088.08733\n",
      "Iteration 53, inertia 67162640112.33662\n",
      "Iteration 54, inertia 67161939232.566696\n",
      "Iteration 55, inertia 67161238783.20422\n",
      "Iteration 56, inertia 67160499313.431595\n",
      "Iteration 57, inertia 67159953880.865906\n",
      "Iteration 58, inertia 67159469515.576195\n",
      "Iteration 59, inertia 67159130425.22922\n",
      "Iteration 60, inertia 67158784248.96603\n",
      "Iteration 61, inertia 67158496886.52771\n",
      "Iteration 62, inertia 67158313574.72068\n",
      "Iteration 63, inertia 67158020810.33277\n",
      "Iteration 64, inertia 67157738940.353645\n",
      "Iteration 65, inertia 67157487456.97824\n",
      "Iteration 66, inertia 67157250432.21126\n",
      "Iteration 67, inertia 67157139585.79122\n",
      "Iteration 68, inertia 67157095750.87226\n",
      "Iteration 69, inertia 67157020529.56535\n",
      "Iteration 70, inertia 67156951809.80317\n",
      "Iteration 71, inertia 67156928303.62672\n",
      "Iteration 72, inertia 67156874940.77908\n",
      "Iteration 73, inertia 67156828570.730385\n",
      "Iteration 74, inertia 67156762881.233284\n",
      "Iteration 75, inertia 67156691003.72657\n",
      "Iteration 76, inertia 67156596446.367\n",
      "Iteration 77, inertia 67156569148.302216\n",
      "Iteration 78, inertia 67156563118.56672\n",
      "Iteration 79, inertia 67156557513.5475\n",
      "Iteration 80, inertia 67156541160.324356\n",
      "Iteration 81, inertia 67156535854.473114\n",
      "Iteration 82, inertia 67156531883.20981\n",
      "Converged at iteration 82: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 7904.45it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   14.5s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 300 \n",
      "  Threshold value :  1750 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98626632801.0\n",
      "Iteration 1, inertia 70541763018.01218\n",
      "Iteration 2, inertia 69128315354.16127\n",
      "Iteration 3, inertia 68547510456.278755\n",
      "Iteration 4, inertia 68245665397.17597\n",
      "Iteration 5, inertia 68052168226.585846\n",
      "Iteration 6, inertia 67913639067.508835\n",
      "Iteration 7, inertia 67809172681.427086\n",
      "Iteration 8, inertia 67727958659.243\n",
      "Iteration 9, inertia 67658862894.93845\n",
      "Iteration 10, inertia 67600301001.33946\n",
      "Iteration 11, inertia 67549827061.726776\n",
      "Iteration 12, inertia 67505931001.90276\n",
      "Iteration 13, inertia 67467144139.71651\n",
      "Iteration 14, inertia 67433216326.61868\n",
      "Iteration 15, inertia 67407516110.57791\n",
      "Iteration 16, inertia 67385830335.43584\n",
      "Iteration 17, inertia 67365068951.744514\n",
      "Iteration 18, inertia 67346894216.50989\n",
      "Iteration 19, inertia 67329183235.50173\n",
      "Iteration 20, inertia 67306851935.841866\n",
      "Iteration 21, inertia 67281823688.43252\n",
      "Iteration 22, inertia 67260894162.507774\n",
      "Iteration 23, inertia 67245513407.9219\n",
      "Iteration 24, inertia 67234684141.51927\n",
      "Iteration 25, inertia 67224933952.27867\n",
      "Iteration 26, inertia 67215576579.66996\n",
      "Iteration 27, inertia 67206646107.26755\n",
      "Iteration 28, inertia 67199107538.72063\n",
      "Iteration 29, inertia 67191368501.82941\n",
      "Iteration 30, inertia 67183426319.799835\n",
      "Iteration 31, inertia 67176233645.53835\n",
      "Iteration 32, inertia 67171197523.16069\n",
      "Iteration 33, inertia 67166737833.72013\n",
      "Iteration 34, inertia 67162507017.927124\n",
      "Iteration 35, inertia 67158031329.16413\n",
      "Iteration 36, inertia 67153899490.45752\n",
      "Iteration 37, inertia 67149930738.289665\n",
      "Iteration 38, inertia 67146277508.39941\n",
      "Iteration 39, inertia 67143066245.67169\n",
      "Iteration 40, inertia 67140609946.11682\n",
      "Iteration 41, inertia 67138597520.32087\n",
      "Iteration 42, inertia 67136896043.95595\n",
      "Iteration 43, inertia 67135835380.77129\n",
      "Iteration 44, inertia 67134993039.90946\n",
      "Iteration 45, inertia 67134156706.5508\n",
      "Iteration 46, inertia 67133625478.79736\n",
      "Iteration 47, inertia 67133135692.24002\n",
      "Iteration 48, inertia 67132684814.01594\n",
      "Iteration 49, inertia 67132144870.21431\n",
      "Iteration 50, inertia 67131657243.67181\n",
      "Iteration 51, inertia 67131186688.092026\n",
      "Iteration 52, inertia 67130811099.00233\n",
      "Iteration 53, inertia 67130491610.98233\n",
      "Iteration 54, inertia 67130253823.8338\n",
      "Iteration 55, inertia 67130078821.20492\n",
      "Iteration 56, inertia 67129956436.64928\n",
      "Iteration 57, inertia 67129885905.09497\n",
      "Iteration 58, inertia 67129774045.39352\n",
      "Iteration 59, inertia 67129652581.19175\n",
      "Iteration 60, inertia 67129480574.27843\n",
      "Iteration 61, inertia 67129360671.47568\n",
      "Iteration 62, inertia 67129314930.339294\n",
      "Iteration 63, inertia 67129308737.62453\n",
      "Converged at iteration 63: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 97908534085.0\n",
      "Iteration 1, inertia 70576195169.4466\n",
      "Iteration 2, inertia 69170739721.79398\n",
      "Iteration 3, inertia 68649374630.134254\n",
      "Iteration 4, inertia 68345263497.1757\n",
      "Iteration 5, inertia 68139603130.24139\n",
      "Iteration 6, inertia 67981028948.74924\n",
      "Iteration 7, inertia 67855481816.10237\n",
      "Iteration 8, inertia 67756109130.3357\n",
      "Iteration 9, inertia 67677710054.03046\n",
      "Iteration 10, inertia 67615042099.95968\n",
      "Iteration 11, inertia 67562108704.74234\n",
      "Iteration 12, inertia 67518372523.108025\n",
      "Iteration 13, inertia 67484383945.13476\n",
      "Iteration 14, inertia 67454860522.07856\n",
      "Iteration 15, inertia 67427126569.02821\n",
      "Iteration 16, inertia 67402359932.83727\n",
      "Iteration 17, inertia 67380634495.0263\n",
      "Iteration 18, inertia 67361691680.86108\n",
      "Iteration 19, inertia 67343607852.67409\n",
      "Iteration 20, inertia 67327957935.77193\n",
      "Iteration 21, inertia 67315171768.624985\n",
      "Iteration 22, inertia 67304420441.415474\n",
      "Iteration 23, inertia 67295745225.71622\n",
      "Iteration 24, inertia 67287572840.934166\n",
      "Iteration 25, inertia 67280153685.94745\n",
      "Iteration 26, inertia 67273452852.95142\n",
      "Iteration 27, inertia 67267880086.51896\n",
      "Iteration 28, inertia 67262029329.17097\n",
      "Iteration 29, inertia 67254673282.407646\n",
      "Iteration 30, inertia 67246893461.00288\n",
      "Iteration 31, inertia 67239560782.23305\n",
      "Iteration 32, inertia 67231698672.01302\n",
      "Iteration 33, inertia 67223552585.710014\n",
      "Iteration 34, inertia 67216547595.45614\n",
      "Iteration 35, inertia 67211366843.615845\n",
      "Iteration 36, inertia 67206322170.71399\n",
      "Iteration 37, inertia 67201646749.424385\n",
      "Iteration 38, inertia 67197251438.76986\n",
      "Iteration 39, inertia 67193699431.85723\n",
      "Iteration 40, inertia 67189619536.30752\n",
      "Iteration 41, inertia 67185587621.37842\n",
      "Iteration 42, inertia 67181146667.382385\n",
      "Iteration 43, inertia 67177268361.9287\n",
      "Iteration 44, inertia 67174798777.837265\n",
      "Iteration 45, inertia 67172794378.56909\n",
      "Iteration 46, inertia 67170311512.6948\n",
      "Iteration 47, inertia 67167698877.2832\n",
      "Iteration 48, inertia 67164581546.32735\n",
      "Iteration 49, inertia 67159879233.88477\n",
      "Iteration 50, inertia 67157505507.80241\n",
      "Iteration 51, inertia 67155175416.29483\n",
      "Iteration 52, inertia 67152702620.668304\n",
      "Iteration 53, inertia 67151158350.23084\n",
      "Iteration 54, inertia 67149975319.66688\n",
      "Iteration 55, inertia 67148675088.19128\n",
      "Iteration 56, inertia 67147766991.26993\n",
      "Iteration 57, inertia 67146817347.457405\n",
      "Iteration 58, inertia 67145744460.8224\n",
      "Iteration 59, inertia 67144551469.92354\n",
      "Iteration 60, inertia 67143337714.711235\n",
      "Iteration 61, inertia 67141581027.115555\n",
      "Iteration 62, inertia 67139603665.81264\n",
      "Iteration 63, inertia 67136538952.30754\n",
      "Iteration 64, inertia 67133505448.04922\n",
      "Iteration 65, inertia 67130891262.043\n",
      "Iteration 66, inertia 67128434932.46002\n",
      "Iteration 67, inertia 67126289767.12962\n",
      "Iteration 68, inertia 67124806433.882416\n",
      "Iteration 69, inertia 67123859600.92727\n",
      "Iteration 70, inertia 67122931186.98003\n",
      "Iteration 71, inertia 67122127975.518364\n",
      "Iteration 72, inertia 67121499424.877945\n",
      "Iteration 73, inertia 67121042167.628914\n",
      "Iteration 74, inertia 67120721628.68303\n",
      "Iteration 75, inertia 67120428140.25093\n",
      "Iteration 76, inertia 67120168676.57054\n",
      "Iteration 77, inertia 67119951307.288345\n",
      "Iteration 78, inertia 67119703031.80763\n",
      "Iteration 79, inertia 67119427266.76597\n",
      "Iteration 80, inertia 67119202738.72414\n",
      "Iteration 81, inertia 67118977472.19878\n",
      "Iteration 82, inertia 67118797815.68414\n",
      "Iteration 83, inertia 67118543125.61233\n",
      "Iteration 84, inertia 67118386453.88681\n",
      "Iteration 85, inertia 67118275660.3286\n",
      "Iteration 86, inertia 67118155448.931915\n",
      "Iteration 87, inertia 67118114002.27836\n",
      "Iteration 88, inertia 67118077031.692375\n",
      "Iteration 89, inertia 67117973872.05665\n",
      "Iteration 90, inertia 67117945724.413826\n",
      "Iteration 91, inertia 67117900196.9801\n",
      "Iteration 92, inertia 67117861839.66493\n",
      "Iteration 93, inertia 67117809268.84377\n",
      "Iteration 94, inertia 67117743262.26531\n",
      "Iteration 95, inertia 67117704964.180145\n",
      "Iteration 96, inertia 67117660352.70815\n",
      "Iteration 97, inertia 67117649961.75374\n",
      "Iteration 98, inertia 67117634442.28753\n",
      "Iteration 99, inertia 67117599662.25331\n",
      "Iteration 100, inertia 67117543303.7953\n",
      "Iteration 101, inertia 67117524858.96706\n",
      "Iteration 102, inertia 67117501609.072044\n",
      "Iteration 103, inertia 67117466093.79876\n",
      "Converged at iteration 103: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98643717135.0\n",
      "Iteration 1, inertia 70570428895.87672\n",
      "Iteration 2, inertia 69098416973.96782\n",
      "Iteration 3, inertia 68518430476.057274\n",
      "Iteration 4, inertia 68201361838.21483\n",
      "Iteration 5, inertia 68000009066.37096\n",
      "Iteration 6, inertia 67847842355.747734\n",
      "Iteration 7, inertia 67740469052.65139\n",
      "Iteration 8, inertia 67660435156.62989\n",
      "Iteration 9, inertia 67595748483.7437\n",
      "Iteration 10, inertia 67547364326.48661\n",
      "Iteration 11, inertia 67508769519.2992\n",
      "Iteration 12, inertia 67476766791.84795\n",
      "Iteration 13, inertia 67452148541.11234\n",
      "Iteration 14, inertia 67429267906.13946\n",
      "Iteration 15, inertia 67406289633.819786\n",
      "Iteration 16, inertia 67386974669.16315\n",
      "Iteration 17, inertia 67371162343.85999\n",
      "Iteration 18, inertia 67357070609.08509\n",
      "Iteration 19, inertia 67344385638.06832\n",
      "Iteration 20, inertia 67331984992.75671\n",
      "Iteration 21, inertia 67320969056.23741\n",
      "Iteration 22, inertia 67308615279.36734\n",
      "Iteration 23, inertia 67298233019.956345\n",
      "Iteration 24, inertia 67289349928.82059\n",
      "Iteration 25, inertia 67281405991.00571\n",
      "Iteration 26, inertia 67274358726.22826\n",
      "Iteration 27, inertia 67268216614.29469\n",
      "Iteration 28, inertia 67262267819.658966\n",
      "Iteration 29, inertia 67256679672.12321\n",
      "Iteration 30, inertia 67251099791.52532\n",
      "Iteration 31, inertia 67244609681.00861\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 32, inertia 67238101605.47008\n",
      "Iteration 33, inertia 67231255572.267685\n",
      "Iteration 34, inertia 67224046271.704475\n",
      "Iteration 35, inertia 67217597983.85812\n",
      "Iteration 36, inertia 67211697879.749626\n",
      "Iteration 37, inertia 67207047958.64432\n",
      "Iteration 38, inertia 67201466143.71383\n",
      "Iteration 39, inertia 67195449167.40187\n",
      "Iteration 40, inertia 67190806471.24331\n",
      "Iteration 41, inertia 67186250361.685074\n",
      "Iteration 42, inertia 67181649014.39912\n",
      "Iteration 43, inertia 67178234607.39217\n",
      "Iteration 44, inertia 67174591999.81742\n",
      "Iteration 45, inertia 67171929515.05281\n",
      "Iteration 46, inertia 67169611952.897545\n",
      "Iteration 47, inertia 67168045876.517654\n",
      "Iteration 48, inertia 67166962689.08171\n",
      "Iteration 49, inertia 67166320450.579834\n",
      "Iteration 50, inertia 67165765501.54255\n",
      "Iteration 51, inertia 67165222234.58496\n",
      "Iteration 52, inertia 67164814819.08441\n",
      "Iteration 53, inertia 67164461324.22328\n",
      "Iteration 54, inertia 67163955713.78218\n",
      "Iteration 55, inertia 67163360927.95265\n",
      "Iteration 56, inertia 67162724497.49009\n",
      "Iteration 57, inertia 67161997134.23753\n",
      "Iteration 58, inertia 67160966299.48303\n",
      "Iteration 59, inertia 67160125965.65316\n",
      "Iteration 60, inertia 67159479939.674835\n",
      "Iteration 61, inertia 67158705081.40326\n",
      "Iteration 62, inertia 67157885722.634636\n",
      "Iteration 63, inertia 67157245625.17851\n",
      "Iteration 64, inertia 67156237605.312065\n",
      "Iteration 65, inertia 67155186330.010376\n",
      "Iteration 66, inertia 67153568975.201706\n",
      "Iteration 67, inertia 67152267157.24538\n",
      "Iteration 68, inertia 67151461563.480316\n",
      "Iteration 69, inertia 67150476776.70406\n",
      "Iteration 70, inertia 67149509836.51684\n",
      "Iteration 71, inertia 67148474251.273544\n",
      "Iteration 72, inertia 67147732640.11376\n",
      "Iteration 73, inertia 67147238810.58942\n",
      "Iteration 74, inertia 67146709695.10292\n",
      "Iteration 75, inertia 67146083649.81471\n",
      "Iteration 76, inertia 67145478901.154236\n",
      "Iteration 77, inertia 67145121943.00413\n",
      "Iteration 78, inertia 67144929952.20789\n",
      "Iteration 79, inertia 67144842664.93971\n",
      "Iteration 80, inertia 67144742445.130486\n",
      "Iteration 81, inertia 67144649295.64928\n",
      "Iteration 82, inertia 67144583826.111664\n",
      "Iteration 83, inertia 67144499401.78898\n",
      "Iteration 84, inertia 67144483955.75783\n",
      "Iteration 85, inertia 67144471224.73582\n",
      "Converged at iteration 85: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98578105489.0\n",
      "Iteration 1, inertia 70638649926.99805\n",
      "Iteration 2, inertia 69124056683.22932\n",
      "Iteration 3, inertia 68508215700.49741\n",
      "Iteration 4, inertia 68178495821.31209\n",
      "Iteration 5, inertia 67984996821.84599\n",
      "Iteration 6, inertia 67861006947.50554\n",
      "Iteration 7, inertia 67771857692.0405\n",
      "Iteration 8, inertia 67702347326.57628\n",
      "Iteration 9, inertia 67644058852.27614\n",
      "Iteration 10, inertia 67590512441.67088\n",
      "Iteration 11, inertia 67545660266.11571\n",
      "Iteration 12, inertia 67510421525.295784\n",
      "Iteration 13, inertia 67480612878.312996\n",
      "Iteration 14, inertia 67449751047.41888\n",
      "Iteration 15, inertia 67420663528.703964\n",
      "Iteration 16, inertia 67394905229.20495\n",
      "Iteration 17, inertia 67371141467.70582\n",
      "Iteration 18, inertia 67350185141.6623\n",
      "Iteration 19, inertia 67331238588.58279\n",
      "Iteration 20, inertia 67313355402.91063\n",
      "Iteration 21, inertia 67294397337.69846\n",
      "Iteration 22, inertia 67276531865.8585\n",
      "Iteration 23, inertia 67267895537.39912\n",
      "Iteration 24, inertia 67261014422.93308\n",
      "Iteration 25, inertia 67253766755.43546\n",
      "Iteration 26, inertia 67247368417.77825\n",
      "Iteration 27, inertia 67241759476.295425\n",
      "Iteration 28, inertia 67237213714.735214\n",
      "Iteration 29, inertia 67232473863.8301\n",
      "Iteration 30, inertia 67228484557.05361\n",
      "Iteration 31, inertia 67225232661.69747\n",
      "Iteration 32, inertia 67222761582.08943\n",
      "Iteration 33, inertia 67220186140.357735\n",
      "Iteration 34, inertia 67217509470.35439\n",
      "Iteration 35, inertia 67215496021.23178\n",
      "Iteration 36, inertia 67213592661.63795\n",
      "Iteration 37, inertia 67211620237.92467\n",
      "Iteration 38, inertia 67209502192.47944\n",
      "Iteration 39, inertia 67207748739.48263\n",
      "Iteration 40, inertia 67205603711.31241\n",
      "Iteration 41, inertia 67203453056.19795\n",
      "Iteration 42, inertia 67201249059.576935\n",
      "Iteration 43, inertia 67198629817.948425\n",
      "Iteration 44, inertia 67196049205.68918\n",
      "Iteration 45, inertia 67193629961.44721\n",
      "Iteration 46, inertia 67192021443.09854\n",
      "Iteration 47, inertia 67190355799.88496\n",
      "Iteration 48, inertia 67188092662.42288\n",
      "Iteration 49, inertia 67185948623.68533\n",
      "Iteration 50, inertia 67184523328.52482\n",
      "Iteration 51, inertia 67183183552.76822\n",
      "Iteration 52, inertia 67182175530.43356\n",
      "Iteration 53, inertia 67181384949.54189\n",
      "Iteration 54, inertia 67180740942.526474\n",
      "Iteration 55, inertia 67180328223.788795\n",
      "Iteration 56, inertia 67179964994.58258\n",
      "Iteration 57, inertia 67179562579.98647\n",
      "Iteration 58, inertia 67179313176.02288\n",
      "Iteration 59, inertia 67179058262.51799\n",
      "Iteration 60, inertia 67178894905.354195\n",
      "Iteration 61, inertia 67178810677.921715\n",
      "Iteration 62, inertia 67178726916.51865\n",
      "Iteration 63, inertia 67178624440.46159\n",
      "Iteration 64, inertia 67178427792.33347\n",
      "Iteration 65, inertia 67178299607.547745\n",
      "Iteration 66, inertia 67178141887.51324\n",
      "Iteration 67, inertia 67177937102.53859\n",
      "Iteration 68, inertia 67177703553.02549\n",
      "Iteration 69, inertia 67177505790.15097\n",
      "Iteration 70, inertia 67177341805.98227\n",
      "Iteration 71, inertia 67177195835.27774\n",
      "Iteration 72, inertia 67177014079.55823\n",
      "Iteration 73, inertia 67176744205.9317\n",
      "Iteration 74, inertia 67176257493.8408\n",
      "Iteration 75, inertia 67175632821.47715\n",
      "Iteration 76, inertia 67174986130.826675\n",
      "Iteration 77, inertia 67174319524.97871\n",
      "Iteration 78, inertia 67173855942.749374\n",
      "Iteration 79, inertia 67173548914.67525\n",
      "Iteration 80, inertia 67173275108.00242\n",
      "Iteration 81, inertia 67173068367.08452\n",
      "Iteration 82, inertia 67172865553.52224\n",
      "Iteration 83, inertia 67172618457.36226\n",
      "Iteration 84, inertia 67172414660.50195\n",
      "Iteration 85, inertia 67172282064.92891\n",
      "Iteration 86, inertia 67172192711.81244\n",
      "Iteration 87, inertia 67171985523.13993\n",
      "Iteration 88, inertia 67171727316.54593\n",
      "Iteration 89, inertia 67171514022.62395\n",
      "Iteration 90, inertia 67171474470.60356\n",
      "Iteration 91, inertia 67171424044.57357\n",
      "Iteration 92, inertia 67171285517.81909\n",
      "Iteration 93, inertia 67171181234.04083\n",
      "Iteration 94, inertia 67170920634.1116\n",
      "Iteration 95, inertia 67170678607.533325\n",
      "Iteration 96, inertia 67170592207.58551\n",
      "Iteration 97, inertia 67170551034.015884\n",
      "Iteration 98, inertia 67170536083.87312\n",
      "Converged at iteration 98: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98430791324.0\n",
      "Iteration 1, inertia 70693328154.07898\n",
      "Iteration 2, inertia 69214721704.77264\n",
      "Iteration 3, inertia 68629683555.53787\n",
      "Iteration 4, inertia 68294067094.629745\n",
      "Iteration 5, inertia 68074691509.91096\n",
      "Iteration 6, inertia 67914267200.32605\n",
      "Iteration 7, inertia 67792594190.33243\n",
      "Iteration 8, inertia 67698378575.445816\n",
      "Iteration 9, inertia 67619969888.3912\n",
      "Iteration 10, inertia 67556746747.34473\n",
      "Iteration 11, inertia 67496986174.937515\n",
      "Iteration 12, inertia 67447220113.429\n",
      "Iteration 13, inertia 67405933924.87964\n",
      "Iteration 14, inertia 67365761885.84461\n",
      "Iteration 15, inertia 67325662016.13762\n",
      "Iteration 16, inertia 67295747610.71165\n",
      "Iteration 17, inertia 67271362624.47824\n",
      "Iteration 18, inertia 67252165795.18156\n",
      "Iteration 19, inertia 67234982232.94127\n",
      "Iteration 20, inertia 67220457429.58301\n",
      "Iteration 21, inertia 67209693440.86068\n",
      "Iteration 22, inertia 67200196167.27606\n",
      "Iteration 23, inertia 67192428174.121544\n",
      "Iteration 24, inertia 67185933324.80493\n",
      "Iteration 25, inertia 67179580228.90874\n",
      "Iteration 26, inertia 67173690594.60068\n",
      "Iteration 27, inertia 67168319980.258385\n",
      "Iteration 28, inertia 67163539868.07559\n",
      "Iteration 29, inertia 67158935385.91319\n",
      "Iteration 30, inertia 67154174921.83425\n",
      "Iteration 31, inertia 67150155489.508705\n",
      "Iteration 32, inertia 67146244717.32911\n",
      "Iteration 33, inertia 67142807606.19669\n",
      "Iteration 34, inertia 67139078072.10315\n",
      "Iteration 35, inertia 67134773733.691574\n",
      "Iteration 36, inertia 67131947949.18664\n",
      "Iteration 37, inertia 67128732574.5888\n",
      "Iteration 38, inertia 67126127211.8319\n",
      "Iteration 39, inertia 67124195834.833694\n",
      "Iteration 40, inertia 67122725276.20836\n",
      "Iteration 41, inertia 67121430334.442116\n",
      "Iteration 42, inertia 67120455740.131996\n",
      "Iteration 43, inertia 67119313179.237816\n",
      "Iteration 44, inertia 67118339280.44202\n",
      "Iteration 45, inertia 67117494507.0833\n",
      "Iteration 46, inertia 67116582949.18271\n",
      "Iteration 47, inertia 67115568076.178024\n",
      "Iteration 48, inertia 67114659617.737335\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 49, inertia 67114050809.15529\n",
      "Iteration 50, inertia 67113323384.79175\n",
      "Iteration 51, inertia 67112920477.755264\n",
      "Iteration 52, inertia 67112408234.59077\n",
      "Iteration 53, inertia 67111866454.1549\n",
      "Iteration 54, inertia 67111334524.27827\n",
      "Iteration 55, inertia 67110808544.03266\n",
      "Iteration 56, inertia 67110537419.559265\n",
      "Iteration 57, inertia 67110387031.5892\n",
      "Iteration 58, inertia 67110269429.89911\n",
      "Iteration 59, inertia 67110135463.58859\n",
      "Iteration 60, inertia 67109891844.2215\n",
      "Iteration 61, inertia 67109663328.46005\n",
      "Iteration 62, inertia 67109214604.4035\n",
      "Iteration 63, inertia 67108889357.706375\n",
      "Iteration 64, inertia 67108627147.96787\n",
      "Iteration 65, inertia 67108325418.452644\n",
      "Iteration 66, inertia 67108115292.96385\n",
      "Iteration 67, inertia 67107999643.2104\n",
      "Iteration 68, inertia 67107955341.290855\n",
      "Iteration 69, inertia 67107934409.53703\n",
      "Iteration 70, inertia 67107907577.66627\n",
      "Iteration 71, inertia 67107898673.44073\n",
      "Converged at iteration 71: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98628679416.0\n",
      "Iteration 1, inertia 70615799856.70523\n",
      "Iteration 2, inertia 69139575653.54504\n",
      "Iteration 3, inertia 68582445365.25678\n",
      "Iteration 4, inertia 68247282362.19667\n",
      "Iteration 5, inertia 68024727690.88232\n",
      "Iteration 6, inertia 67859768169.07614\n",
      "Iteration 7, inertia 67739090962.28581\n",
      "Iteration 8, inertia 67654833096.33716\n",
      "Iteration 9, inertia 67585757316.02893\n",
      "Iteration 10, inertia 67534768615.042015\n",
      "Iteration 11, inertia 67485896118.65862\n",
      "Iteration 12, inertia 67438830042.4592\n",
      "Iteration 13, inertia 67400428073.86112\n",
      "Iteration 14, inertia 67370645038.989716\n",
      "Iteration 15, inertia 67345243678.32418\n",
      "Iteration 16, inertia 67325331729.285645\n",
      "Iteration 17, inertia 67306128958.80518\n",
      "Iteration 18, inertia 67286124897.58104\n",
      "Iteration 19, inertia 67268987777.4779\n",
      "Iteration 20, inertia 67256309286.56633\n",
      "Iteration 21, inertia 67244963564.11963\n",
      "Iteration 22, inertia 67233738568.35601\n",
      "Iteration 23, inertia 67221647714.05141\n",
      "Iteration 24, inertia 67211474764.427475\n",
      "Iteration 25, inertia 67204479585.521484\n",
      "Iteration 26, inertia 67198784034.046555\n",
      "Iteration 27, inertia 67193129339.11158\n",
      "Iteration 28, inertia 67186972467.802216\n",
      "Iteration 29, inertia 67180256989.473305\n",
      "Iteration 30, inertia 67172332593.7888\n",
      "Iteration 31, inertia 67164096405.80314\n",
      "Iteration 32, inertia 67157097833.88186\n",
      "Iteration 33, inertia 67152061622.996414\n",
      "Iteration 34, inertia 67148339631.04717\n",
      "Iteration 35, inertia 67145644824.90646\n",
      "Iteration 36, inertia 67143475267.7411\n",
      "Iteration 37, inertia 67141837803.988785\n",
      "Iteration 38, inertia 67140598655.14952\n",
      "Iteration 39, inertia 67139233530.16991\n",
      "Iteration 40, inertia 67138039267.09582\n",
      "Iteration 41, inertia 67137051478.047195\n",
      "Iteration 42, inertia 67136136480.66168\n",
      "Iteration 43, inertia 67135364061.32714\n",
      "Iteration 44, inertia 67134771653.74078\n",
      "Iteration 45, inertia 67134411926.60263\n",
      "Iteration 46, inertia 67134149541.339035\n",
      "Iteration 47, inertia 67133948595.94342\n",
      "Iteration 48, inertia 67133712309.09703\n",
      "Iteration 49, inertia 67133393999.900764\n",
      "Iteration 50, inertia 67133014976.9112\n",
      "Iteration 51, inertia 67132544665.04947\n",
      "Iteration 52, inertia 67132250338.75429\n",
      "Iteration 53, inertia 67131802094.521515\n",
      "Iteration 54, inertia 67131351191.19431\n",
      "Iteration 55, inertia 67131039914.417725\n",
      "Iteration 56, inertia 67130837174.52291\n",
      "Iteration 57, inertia 67130601445.7371\n",
      "Iteration 58, inertia 67130445320.77449\n",
      "Iteration 59, inertia 67130312042.425125\n",
      "Iteration 60, inertia 67130228245.16244\n",
      "Iteration 61, inertia 67130140409.31832\n",
      "Iteration 62, inertia 67130067048.2145\n",
      "Iteration 63, inertia 67129962381.153946\n",
      "Iteration 64, inertia 67129895413.531525\n",
      "Iteration 65, inertia 67129802212.524025\n",
      "Iteration 66, inertia 67129783216.26712\n",
      "Converged at iteration 66: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98598827901.0\n",
      "Iteration 1, inertia 70572314438.39595\n",
      "Iteration 2, inertia 69133355578.52985\n",
      "Iteration 3, inertia 68554184819.164246\n",
      "Iteration 4, inertia 68223719813.480804\n",
      "Iteration 5, inertia 68016504600.99933\n",
      "Iteration 6, inertia 67876810918.1479\n",
      "Iteration 7, inertia 67777608995.700195\n",
      "Iteration 8, inertia 67694102964.18443\n",
      "Iteration 9, inertia 67625519535.687035\n",
      "Iteration 10, inertia 67559185508.21082\n",
      "Iteration 11, inertia 67497501740.75219\n",
      "Iteration 12, inertia 67431401053.78819\n",
      "Iteration 13, inertia 67370591913.27458\n",
      "Iteration 14, inertia 67327012512.92166\n",
      "Iteration 15, inertia 67298791546.243164\n",
      "Iteration 16, inertia 67277893630.460754\n",
      "Iteration 17, inertia 67261466346.036415\n",
      "Iteration 18, inertia 67247173145.109886\n",
      "Iteration 19, inertia 67233619187.31996\n",
      "Iteration 20, inertia 67221855699.641266\n",
      "Iteration 21, inertia 67211035186.78382\n",
      "Iteration 22, inertia 67200682917.56191\n",
      "Iteration 23, inertia 67191849661.5969\n",
      "Iteration 24, inertia 67182543597.271416\n",
      "Iteration 25, inertia 67172570435.986465\n",
      "Iteration 26, inertia 67164769820.593185\n",
      "Iteration 27, inertia 67159038056.47589\n",
      "Iteration 28, inertia 67153811138.19136\n",
      "Iteration 29, inertia 67149931356.69762\n",
      "Iteration 30, inertia 67146360353.397354\n",
      "Iteration 31, inertia 67142574277.11775\n",
      "Iteration 32, inertia 67139633338.30724\n",
      "Iteration 33, inertia 67137257520.63265\n",
      "Iteration 34, inertia 67135410096.7405\n",
      "Iteration 35, inertia 67133736636.95302\n",
      "Iteration 36, inertia 67132303069.64148\n",
      "Iteration 37, inertia 67130680920.26985\n",
      "Iteration 38, inertia 67129378979.174126\n",
      "Iteration 39, inertia 67127508086.58362\n",
      "Iteration 40, inertia 67126309329.51385\n",
      "Iteration 41, inertia 67125491821.811874\n",
      "Iteration 42, inertia 67124666590.78827\n",
      "Iteration 43, inertia 67123834771.189095\n",
      "Iteration 44, inertia 67123203528.08946\n",
      "Iteration 45, inertia 67122756685.40073\n",
      "Iteration 46, inertia 67122271579.03337\n",
      "Iteration 47, inertia 67121783248.53404\n",
      "Iteration 48, inertia 67121087706.55033\n",
      "Iteration 49, inertia 67120479322.34259\n",
      "Iteration 50, inertia 67119913260.07172\n",
      "Iteration 51, inertia 67119358268.256516\n",
      "Iteration 52, inertia 67118897619.97159\n",
      "Iteration 53, inertia 67118332505.589386\n",
      "Iteration 54, inertia 67117706246.80208\n",
      "Iteration 55, inertia 67117012840.25916\n",
      "Iteration 56, inertia 67116368120.86155\n",
      "Iteration 57, inertia 67115828096.24304\n",
      "Iteration 58, inertia 67115424059.76927\n",
      "Iteration 59, inertia 67114888696.61218\n",
      "Iteration 60, inertia 67114335594.189964\n",
      "Iteration 61, inertia 67113638612.030014\n",
      "Iteration 62, inertia 67113111556.98487\n",
      "Iteration 63, inertia 67112718481.94339\n",
      "Iteration 64, inertia 67112438982.83814\n",
      "Iteration 65, inertia 67112141440.69937\n",
      "Iteration 66, inertia 67111771435.82274\n",
      "Iteration 67, inertia 67111342455.513374\n",
      "Iteration 68, inertia 67110937331.065056\n",
      "Iteration 69, inertia 67110397909.68274\n",
      "Iteration 70, inertia 67109896785.21782\n",
      "Iteration 71, inertia 67109120335.49627\n",
      "Iteration 72, inertia 67108091386.664474\n",
      "Iteration 73, inertia 67107047608.248726\n",
      "Iteration 74, inertia 67105934733.40596\n",
      "Iteration 75, inertia 67104710537.32828\n",
      "Iteration 76, inertia 67103415281.138985\n",
      "Iteration 77, inertia 67102539801.87881\n",
      "Iteration 78, inertia 67101723699.995026\n",
      "Iteration 79, inertia 67100972972.796616\n",
      "Iteration 80, inertia 67100059642.08831\n",
      "Iteration 81, inertia 67099285684.49875\n",
      "Iteration 82, inertia 67098594497.0565\n",
      "Iteration 83, inertia 67098059615.00146\n",
      "Iteration 84, inertia 67097480989.876686\n",
      "Iteration 85, inertia 67096825013.50426\n",
      "Iteration 86, inertia 67096299277.89559\n",
      "Iteration 87, inertia 67095777327.922264\n",
      "Iteration 88, inertia 67095553070.075294\n",
      "Iteration 89, inertia 67095450947.31945\n",
      "Iteration 90, inertia 67095386588.38503\n",
      "Iteration 91, inertia 67095278078.709465\n",
      "Iteration 92, inertia 67095198706.6677\n",
      "Iteration 93, inertia 67095146056.71543\n",
      "Iteration 94, inertia 67095105429.30361\n",
      "Iteration 95, inertia 67095076563.60513\n",
      "Iteration 96, inertia 67095058573.12433\n",
      "Iteration 97, inertia 67095054497.752655\n",
      "Iteration 98, inertia 67095049150.64615\n",
      "Converged at iteration 98: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98244906632.0\n",
      "Iteration 1, inertia 70477551994.91391\n",
      "Iteration 2, inertia 69118628933.69984\n",
      "Iteration 3, inertia 68581298889.85228\n",
      "Iteration 4, inertia 68262686458.8672\n",
      "Iteration 5, inertia 68047072731.04046\n",
      "Iteration 6, inertia 67892856638.59737\n",
      "Iteration 7, inertia 67772132648.31224\n",
      "Iteration 8, inertia 67681567741.38115\n",
      "Iteration 9, inertia 67613874022.32276\n",
      "Iteration 10, inertia 67555120468.65232\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 11, inertia 67504330290.86632\n",
      "Iteration 12, inertia 67460791435.33077\n",
      "Iteration 13, inertia 67423565504.22705\n",
      "Iteration 14, inertia 67394171211.97447\n",
      "Iteration 15, inertia 67367566393.6538\n",
      "Iteration 16, inertia 67342853197.70143\n",
      "Iteration 17, inertia 67324365726.56575\n",
      "Iteration 18, inertia 67308590495.91345\n",
      "Iteration 19, inertia 67296704768.08239\n",
      "Iteration 20, inertia 67286493774.77105\n",
      "Iteration 21, inertia 67276551444.67889\n",
      "Iteration 22, inertia 67267037629.16758\n",
      "Iteration 23, inertia 67257401512.27054\n",
      "Iteration 24, inertia 67248367157.38725\n",
      "Iteration 25, inertia 67240898424.78166\n",
      "Iteration 26, inertia 67234710997.23953\n",
      "Iteration 27, inertia 67229191219.1167\n",
      "Iteration 28, inertia 67223747592.89774\n",
      "Iteration 29, inertia 67217827016.58572\n",
      "Iteration 30, inertia 67212593599.472275\n",
      "Iteration 31, inertia 67208070577.118774\n",
      "Iteration 32, inertia 67204425780.995705\n",
      "Iteration 33, inertia 67200422530.42721\n",
      "Iteration 34, inertia 67196962509.20572\n",
      "Iteration 35, inertia 67192887631.99124\n",
      "Iteration 36, inertia 67188947251.984634\n",
      "Iteration 37, inertia 67185689792.79942\n",
      "Iteration 38, inertia 67182400686.79121\n",
      "Iteration 39, inertia 67179396653.35261\n",
      "Iteration 40, inertia 67176546462.94734\n",
      "Iteration 41, inertia 67174552686.86323\n",
      "Iteration 42, inertia 67172759192.406204\n",
      "Iteration 43, inertia 67171206385.98902\n",
      "Iteration 44, inertia 67169749407.73784\n",
      "Iteration 45, inertia 67167995452.505\n",
      "Iteration 46, inertia 67166166340.10912\n",
      "Iteration 47, inertia 67164776791.47406\n",
      "Iteration 48, inertia 67163578059.79968\n",
      "Iteration 49, inertia 67162305077.490364\n",
      "Iteration 50, inertia 67161367089.9114\n",
      "Iteration 51, inertia 67160431701.10209\n",
      "Iteration 52, inertia 67159380406.30581\n",
      "Iteration 53, inertia 67158408984.21999\n",
      "Iteration 54, inertia 67157717643.815704\n",
      "Iteration 55, inertia 67157056231.68595\n",
      "Iteration 56, inertia 67155905450.81816\n",
      "Iteration 57, inertia 67155056129.5185\n",
      "Iteration 58, inertia 67154165273.91598\n",
      "Iteration 59, inertia 67153280553.399796\n",
      "Iteration 60, inertia 67152695474.44843\n",
      "Iteration 61, inertia 67151932505.34288\n",
      "Iteration 62, inertia 67151017477.83858\n",
      "Iteration 63, inertia 67150255954.49531\n",
      "Iteration 64, inertia 67149824549.70765\n",
      "Iteration 65, inertia 67149349809.41462\n",
      "Iteration 66, inertia 67148960499.90488\n",
      "Iteration 67, inertia 67148658023.338615\n",
      "Iteration 68, inertia 67148539681.32346\n",
      "Iteration 69, inertia 67148316529.73856\n",
      "Iteration 70, inertia 67148004837.626076\n",
      "Iteration 71, inertia 67147828250.50687\n",
      "Iteration 72, inertia 67147694471.84774\n",
      "Iteration 73, inertia 67147546968.144485\n",
      "Iteration 74, inertia 67147500893.19043\n",
      "Iteration 75, inertia 67147476759.02925\n",
      "Converged at iteration 75: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98147083130.0\n",
      "Iteration 1, inertia 70540306671.5963\n",
      "Iteration 2, inertia 69142687864.0122\n",
      "Iteration 3, inertia 68609300018.98654\n",
      "Iteration 4, inertia 68301768464.857124\n",
      "Iteration 5, inertia 68091257427.386566\n",
      "Iteration 6, inertia 67941987506.39516\n",
      "Iteration 7, inertia 67820887251.41099\n",
      "Iteration 8, inertia 67715593686.761185\n",
      "Iteration 9, inertia 67630817101.54802\n",
      "Iteration 10, inertia 67566960960.99752\n",
      "Iteration 11, inertia 67514159383.22438\n",
      "Iteration 12, inertia 67466839871.19475\n",
      "Iteration 13, inertia 67428771231.38569\n",
      "Iteration 14, inertia 67398408103.622\n",
      "Iteration 15, inertia 67373788840.41024\n",
      "Iteration 16, inertia 67351923698.74318\n",
      "Iteration 17, inertia 67334206725.108215\n",
      "Iteration 18, inertia 67318262948.65942\n",
      "Iteration 19, inertia 67304027023.758354\n",
      "Iteration 20, inertia 67291615744.77357\n",
      "Iteration 21, inertia 67279398662.60097\n",
      "Iteration 22, inertia 67267459299.00817\n",
      "Iteration 23, inertia 67256306786.23072\n",
      "Iteration 24, inertia 67246124156.52522\n",
      "Iteration 25, inertia 67236262876.72578\n",
      "Iteration 26, inertia 67226657263.13846\n",
      "Iteration 27, inertia 67218874542.95194\n",
      "Iteration 28, inertia 67212193625.61405\n",
      "Iteration 29, inertia 67205789745.36265\n",
      "Iteration 30, inertia 67200329969.99797\n",
      "Iteration 31, inertia 67195677853.60536\n",
      "Iteration 32, inertia 67191437518.240326\n",
      "Iteration 33, inertia 67187635133.201195\n",
      "Iteration 34, inertia 67184236586.29268\n",
      "Iteration 35, inertia 67181328293.021225\n",
      "Iteration 36, inertia 67177748445.90243\n",
      "Iteration 37, inertia 67173856506.072205\n",
      "Iteration 38, inertia 67170193606.95904\n",
      "Iteration 39, inertia 67167149700.60272\n",
      "Iteration 40, inertia 67164643318.96857\n",
      "Iteration 41, inertia 67162255314.53534\n",
      "Iteration 42, inertia 67159643773.75271\n",
      "Iteration 43, inertia 67157150965.46984\n",
      "Iteration 44, inertia 67155223022.46994\n",
      "Iteration 45, inertia 67153336671.32872\n",
      "Iteration 46, inertia 67151534581.36469\n",
      "Iteration 47, inertia 67150260783.62572\n",
      "Iteration 48, inertia 67149126924.76245\n",
      "Iteration 49, inertia 67148086293.94467\n",
      "Iteration 50, inertia 67147333619.581924\n",
      "Iteration 51, inertia 67146537764.47199\n",
      "Iteration 52, inertia 67145790727.18701\n",
      "Iteration 53, inertia 67145224080.7665\n",
      "Iteration 54, inertia 67144576177.94301\n",
      "Iteration 55, inertia 67143711136.29112\n",
      "Iteration 56, inertia 67142662255.169525\n",
      "Iteration 57, inertia 67141441901.20218\n",
      "Iteration 58, inertia 67140282623.031\n",
      "Iteration 59, inertia 67139338342.988785\n",
      "Iteration 60, inertia 67138252848.404106\n",
      "Iteration 61, inertia 67137232333.565506\n",
      "Iteration 62, inertia 67135916079.13536\n",
      "Iteration 63, inertia 67134164848.32552\n",
      "Iteration 64, inertia 67132499683.61636\n",
      "Iteration 65, inertia 67131436257.07508\n",
      "Iteration 66, inertia 67130742859.57464\n",
      "Iteration 67, inertia 67129957827.29599\n",
      "Iteration 68, inertia 67129000036.84659\n",
      "Iteration 69, inertia 67128039307.54068\n",
      "Iteration 70, inertia 67126754165.728\n",
      "Iteration 71, inertia 67125727802.26189\n",
      "Iteration 72, inertia 67124818046.18981\n",
      "Iteration 73, inertia 67123763503.66125\n",
      "Iteration 74, inertia 67122779969.567505\n",
      "Iteration 75, inertia 67121540746.92918\n",
      "Iteration 76, inertia 67120618670.322205\n",
      "Iteration 77, inertia 67119862175.44153\n",
      "Iteration 78, inertia 67119133098.08348\n",
      "Iteration 79, inertia 67118313610.083305\n",
      "Iteration 80, inertia 67117601761.05551\n",
      "Iteration 81, inertia 67116804400.250275\n",
      "Iteration 82, inertia 67115636490.96813\n",
      "Iteration 83, inertia 67113907131.459755\n",
      "Iteration 84, inertia 67112054900.1022\n",
      "Iteration 85, inertia 67110267702.536285\n",
      "Iteration 86, inertia 67109073376.96296\n",
      "Iteration 87, inertia 67108035124.89147\n",
      "Iteration 88, inertia 67107139531.15828\n",
      "Iteration 89, inertia 67106445408.75952\n",
      "Iteration 90, inertia 67106013409.04901\n",
      "Iteration 91, inertia 67105720523.515205\n",
      "Iteration 92, inertia 67105530685.9334\n",
      "Iteration 93, inertia 67105461171.14398\n",
      "Iteration 94, inertia 67105419391.299164\n",
      "Iteration 95, inertia 67105375759.27124\n",
      "Iteration 96, inertia 67105335303.659645\n",
      "Iteration 97, inertia 67105288899.47867\n",
      "Iteration 98, inertia 67105258447.39914\n",
      "Iteration 99, inertia 67105215129.45302\n",
      "Iteration 100, inertia 67105175434.40117\n",
      "Iteration 101, inertia 67105144804.48329\n",
      "Iteration 102, inertia 67105104027.15786\n",
      "Iteration 103, inertia 67105076857.97398\n",
      "Iteration 104, inertia 67105067278.58435\n",
      "Converged at iteration 104: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 98801017559.0\n",
      "Iteration 1, inertia 70657907650.78937\n",
      "Iteration 2, inertia 69216529666.09056\n",
      "Iteration 3, inertia 68641198659.1485\n",
      "Iteration 4, inertia 68333297818.27636\n",
      "Iteration 5, inertia 68125868412.286156\n",
      "Iteration 6, inertia 67972935030.48365\n",
      "Iteration 7, inertia 67846901925.7572\n",
      "Iteration 8, inertia 67744101970.844284\n",
      "Iteration 9, inertia 67660995204.39201\n",
      "Iteration 10, inertia 67590428991.789024\n",
      "Iteration 11, inertia 67535181978.31446\n",
      "Iteration 12, inertia 67488187024.329155\n",
      "Iteration 13, inertia 67450827646.06471\n",
      "Iteration 14, inertia 67419379774.74265\n",
      "Iteration 15, inertia 67393662546.78662\n",
      "Iteration 16, inertia 67371589087.53999\n",
      "Iteration 17, inertia 67351000886.9771\n",
      "Iteration 18, inertia 67334034980.761086\n",
      "Iteration 19, inertia 67319919564.81418\n",
      "Iteration 20, inertia 67307284866.834915\n",
      "Iteration 21, inertia 67294526491.2702\n",
      "Iteration 22, inertia 67282679719.09861\n",
      "Iteration 23, inertia 67272206643.47682\n",
      "Iteration 24, inertia 67260805075.65739\n",
      "Iteration 25, inertia 67249528678.61548\n",
      "Iteration 26, inertia 67238621783.29788\n",
      "Iteration 27, inertia 67229233954.20677\n",
      "Iteration 28, inertia 67221506416.64899\n",
      "Iteration 29, inertia 67213552505.27902\n",
      "Iteration 30, inertia 67206891466.90531\n",
      "Iteration 31, inertia 67201230286.22181\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 32, inertia 67196439182.18405\n",
      "Iteration 33, inertia 67192133041.47615\n",
      "Iteration 34, inertia 67188549760.57305\n",
      "Iteration 35, inertia 67185391711.45032\n",
      "Iteration 36, inertia 67182678986.6405\n",
      "Iteration 37, inertia 67180307497.78668\n",
      "Iteration 38, inertia 67178466066.624084\n",
      "Iteration 39, inertia 67176964475.37763\n",
      "Iteration 40, inertia 67175318873.68218\n",
      "Iteration 41, inertia 67173938286.65813\n",
      "Iteration 42, inertia 67172594665.60865\n",
      "Iteration 43, inertia 67171403924.77227\n",
      "Iteration 44, inertia 67170436668.49313\n",
      "Iteration 45, inertia 67169493376.816605\n",
      "Iteration 46, inertia 67168423391.428535\n",
      "Iteration 47, inertia 67167701774.59425\n",
      "Iteration 48, inertia 67166744896.41461\n",
      "Iteration 49, inertia 67165674225.51096\n",
      "Iteration 50, inertia 67164864395.064575\n",
      "Iteration 51, inertia 67164117056.23966\n",
      "Iteration 52, inertia 67163341088.08733\n",
      "Iteration 53, inertia 67162640112.33662\n",
      "Iteration 54, inertia 67161939232.566696\n",
      "Iteration 55, inertia 67161238783.20422\n",
      "Iteration 56, inertia 67160499313.431595\n",
      "Iteration 57, inertia 67159953880.86592\n",
      "Iteration 58, inertia 67159469515.576195\n",
      "Iteration 59, inertia 67159130425.22921\n",
      "Iteration 60, inertia 67158784248.96603\n",
      "Iteration 61, inertia 67158496886.52772\n",
      "Iteration 62, inertia 67158313574.72068\n",
      "Iteration 63, inertia 67158020810.33278\n",
      "Iteration 64, inertia 67157738940.353645\n",
      "Iteration 65, inertia 67157487456.97824\n",
      "Iteration 66, inertia 67157250432.211266\n",
      "Iteration 67, inertia 67157139585.79122\n",
      "Iteration 68, inertia 67157095750.87226\n",
      "Iteration 69, inertia 67157020529.56535\n",
      "Iteration 70, inertia 67156951809.80316\n",
      "Iteration 71, inertia 67156928303.62672\n",
      "Iteration 72, inertia 67156874940.77908\n",
      "Iteration 73, inertia 67156828570.730385\n",
      "Iteration 74, inertia 67156762881.23329\n",
      "Iteration 75, inertia 67156691003.72656\n",
      "Iteration 76, inertia 67156596446.367\n",
      "Iteration 77, inertia 67156569148.302216\n",
      "Iteration 78, inertia 67156563118.56671\n",
      "Iteration 79, inertia 67156557513.5475\n",
      "Iteration 80, inertia 67156541160.324356\n",
      "Iteration 81, inertia 67156535854.4731\n",
      "Iteration 82, inertia 67156531883.20981\n",
      "Converged at iteration 82: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 8068.88it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   19.3s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 400 \n",
      "  Threshold value :  1000 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94162286169.0\n",
      "Iteration 1, inertia 67643577221.26468\n",
      "Iteration 2, inertia 66291986369.05135\n",
      "Iteration 3, inertia 65769301333.385574\n",
      "Iteration 4, inertia 65477958903.091446\n",
      "Iteration 5, inertia 65281372388.951645\n",
      "Iteration 6, inertia 65131209170.39633\n",
      "Iteration 7, inertia 65023798733.083\n",
      "Iteration 8, inertia 64941874723.5402\n",
      "Iteration 9, inertia 64874308848.90145\n",
      "Iteration 10, inertia 64818134773.06087\n",
      "Iteration 11, inertia 64771792992.276695\n",
      "Iteration 12, inertia 64732655884.873955\n",
      "Iteration 13, inertia 64700329236.83953\n",
      "Iteration 14, inertia 64673550639.11869\n",
      "Iteration 15, inertia 64652696353.95055\n",
      "Iteration 16, inertia 64634491584.24222\n",
      "Iteration 17, inertia 64620243974.58485\n",
      "Iteration 18, inertia 64607223580.24659\n",
      "Iteration 19, inertia 64596160871.78822\n",
      "Iteration 20, inertia 64585228584.070526\n",
      "Iteration 21, inertia 64574897156.93964\n",
      "Iteration 22, inertia 64565196146.06329\n",
      "Iteration 23, inertia 64556523222.694595\n",
      "Iteration 24, inertia 64547005487.73984\n",
      "Iteration 25, inertia 64538684945.16069\n",
      "Iteration 26, inertia 64532734752.761986\n",
      "Iteration 27, inertia 64526779094.6415\n",
      "Iteration 28, inertia 64520475325.67777\n",
      "Iteration 29, inertia 64514823662.51863\n",
      "Iteration 30, inertia 64510114065.821014\n",
      "Iteration 31, inertia 64505930860.48892\n",
      "Iteration 32, inertia 64501993164.56019\n",
      "Iteration 33, inertia 64497393887.115234\n",
      "Iteration 34, inertia 64492872158.41989\n",
      "Iteration 35, inertia 64488833484.71997\n",
      "Iteration 36, inertia 64485809886.00594\n",
      "Iteration 37, inertia 64483288816.56246\n",
      "Iteration 38, inertia 64481342255.85412\n",
      "Iteration 39, inertia 64479731757.0831\n",
      "Iteration 40, inertia 64478575619.89153\n",
      "Iteration 41, inertia 64477310734.97365\n",
      "Iteration 42, inertia 64476317685.88735\n",
      "Iteration 43, inertia 64475253427.52535\n",
      "Iteration 44, inertia 64474255782.636955\n",
      "Iteration 45, inertia 64473108598.60214\n",
      "Iteration 46, inertia 64472303525.416794\n",
      "Iteration 47, inertia 64471483742.77857\n",
      "Iteration 48, inertia 64470543100.31747\n",
      "Iteration 49, inertia 64469946526.34749\n",
      "Iteration 50, inertia 64469494471.34535\n",
      "Iteration 51, inertia 64469157713.099365\n",
      "Iteration 52, inertia 64468782191.87273\n",
      "Iteration 53, inertia 64468411633.2312\n",
      "Iteration 54, inertia 64468107710.42746\n",
      "Iteration 55, inertia 64467739393.76132\n",
      "Iteration 56, inertia 64467309615.03537\n",
      "Iteration 57, inertia 64466948225.09431\n",
      "Iteration 58, inertia 64466687252.41764\n",
      "Iteration 59, inertia 64466331237.52989\n",
      "Iteration 60, inertia 64465786578.105446\n",
      "Iteration 61, inertia 64465392392.4166\n",
      "Iteration 62, inertia 64465225877.5435\n",
      "Iteration 63, inertia 64465087557.92767\n",
      "Iteration 64, inertia 64465024530.24377\n",
      "Iteration 65, inertia 64464931540.3194\n",
      "Iteration 66, inertia 64464863686.95859\n",
      "Iteration 67, inertia 64464756530.92203\n",
      "Iteration 68, inertia 64464564061.374855\n",
      "Iteration 69, inertia 64464362015.751076\n",
      "Iteration 70, inertia 64464112433.745766\n",
      "Iteration 71, inertia 64463807990.56569\n",
      "Iteration 72, inertia 64463597333.71255\n",
      "Iteration 73, inertia 64463254398.0253\n",
      "Iteration 74, inertia 64463066085.708405\n",
      "Iteration 75, inertia 64462858223.742676\n",
      "Iteration 76, inertia 64462615545.49178\n",
      "Iteration 77, inertia 64462355780.52084\n",
      "Iteration 78, inertia 64462246004.03901\n",
      "Iteration 79, inertia 64462102405.08801\n",
      "Iteration 80, inertia 64461962570.99884\n",
      "Iteration 81, inertia 64461928194.85613\n",
      "Iteration 82, inertia 64461904471.15856\n",
      "Iteration 83, inertia 64461868645.861946\n",
      "Iteration 84, inertia 64461828990.39193\n",
      "Iteration 85, inertia 64461813071.100174\n",
      "Converged at iteration 85: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94058049744.0\n",
      "Iteration 1, inertia 67723346262.87861\n",
      "Iteration 2, inertia 66316454898.83588\n",
      "Iteration 3, inertia 65779134694.14102\n",
      "Iteration 4, inertia 65510081409.16383\n",
      "Iteration 5, inertia 65331014211.82475\n",
      "Iteration 6, inertia 65199411713.57529\n",
      "Iteration 7, inertia 65098688604.79264\n",
      "Iteration 8, inertia 65016983037.506004\n",
      "Iteration 9, inertia 64940784201.93601\n",
      "Iteration 10, inertia 64877364742.631134\n",
      "Iteration 11, inertia 64829143998.46437\n",
      "Iteration 12, inertia 64786432574.68981\n",
      "Iteration 13, inertia 64751663107.88452\n",
      "Iteration 14, inertia 64722841103.34988\n",
      "Iteration 15, inertia 64700508425.97039\n",
      "Iteration 16, inertia 64682951189.684265\n",
      "Iteration 17, inertia 64666660553.23689\n",
      "Iteration 18, inertia 64649477397.75737\n",
      "Iteration 19, inertia 64632518485.19592\n",
      "Iteration 20, inertia 64616593407.49113\n",
      "Iteration 21, inertia 64603230505.19725\n",
      "Iteration 22, inertia 64591878345.5895\n",
      "Iteration 23, inertia 64581083226.83214\n",
      "Iteration 24, inertia 64571696001.0899\n",
      "Iteration 25, inertia 64563810144.77081\n",
      "Iteration 26, inertia 64556170438.887764\n",
      "Iteration 27, inertia 64548478525.42198\n",
      "Iteration 28, inertia 64540900310.24889\n",
      "Iteration 29, inertia 64534718092.05191\n",
      "Iteration 30, inertia 64529743148.09984\n",
      "Iteration 31, inertia 64525812445.9247\n",
      "Iteration 32, inertia 64522010013.03053\n",
      "Iteration 33, inertia 64518595049.528275\n",
      "Iteration 34, inertia 64514454558.657906\n",
      "Iteration 35, inertia 64510945119.46778\n",
      "Iteration 36, inertia 64508207616.01385\n",
      "Iteration 37, inertia 64505436281.253365\n",
      "Iteration 38, inertia 64502893686.77638\n",
      "Iteration 39, inertia 64499619111.53587\n",
      "Iteration 40, inertia 64496878689.75575\n",
      "Iteration 41, inertia 64494633164.59782\n",
      "Iteration 42, inertia 64492602601.9254\n",
      "Iteration 43, inertia 64491217539.95194\n",
      "Iteration 44, inertia 64490192108.856964\n",
      "Iteration 45, inertia 64489103295.72282\n",
      "Iteration 46, inertia 64487771314.71467\n",
      "Iteration 47, inertia 64486472979.998146\n",
      "Iteration 48, inertia 64485350124.01814\n",
      "Iteration 49, inertia 64484479551.84249\n",
      "Iteration 50, inertia 64483303007.244225\n",
      "Iteration 51, inertia 64481762946.25543\n",
      "Iteration 52, inertia 64480747264.90292\n",
      "Iteration 53, inertia 64480128199.87526\n",
      "Iteration 54, inertia 64479037383.55156\n",
      "Iteration 55, inertia 64477839300.80534\n",
      "Iteration 56, inertia 64477207997.53549\n",
      "Iteration 57, inertia 64476596947.1916\n",
      "Iteration 58, inertia 64476051991.86653\n",
      "Iteration 59, inertia 64475608350.3666\n",
      "Iteration 60, inertia 64474731723.811\n",
      "Iteration 61, inertia 64473906290.19439\n",
      "Iteration 62, inertia 64473088456.63558\n",
      "Iteration 63, inertia 64472488537.49753\n",
      "Iteration 64, inertia 64471876528.92659\n",
      "Iteration 65, inertia 64471479110.86215\n",
      "Iteration 66, inertia 64471222940.829796\n",
      "Iteration 67, inertia 64470965828.021835\n",
      "Iteration 68, inertia 64470785992.99343\n",
      "Iteration 69, inertia 64470698218.43037\n",
      "Iteration 70, inertia 64470569108.35669\n",
      "Iteration 71, inertia 64470472668.339516\n",
      "Iteration 72, inertia 64470357900.46171\n",
      "Iteration 73, inertia 64470311435.99449\n",
      "Iteration 74, inertia 64470255584.700066\n",
      "Iteration 75, inertia 64470171719.55115\n",
      "Iteration 76, inertia 64470109135.46594\n",
      "Iteration 77, inertia 64470022857.29819\n",
      "Iteration 78, inertia 64469944205.04414\n",
      "Iteration 79, inertia 64469841788.99865\n",
      "Iteration 80, inertia 64469745894.333115\n",
      "Iteration 81, inertia 64469605674.02672\n",
      "Iteration 82, inertia 64469522709.39092\n",
      "Iteration 83, inertia 64469436656.397125\n",
      "Iteration 84, inertia 64469300657.54483\n",
      "Iteration 85, inertia 64469177747.73341\n",
      "Iteration 86, inertia 64468958481.35947\n",
      "Iteration 87, inertia 64468734698.49247\n",
      "Iteration 88, inertia 64468595098.7383\n",
      "Iteration 89, inertia 64468504836.92177\n",
      "Iteration 90, inertia 64468465566.557434\n",
      "Iteration 91, inertia 64468443488.36963\n",
      "Iteration 92, inertia 64468438580.65009\n",
      "Converged at iteration 92: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93833723757.0\n",
      "Iteration 1, inertia 67809165049.500046\n",
      "Iteration 2, inertia 66354243602.41003\n",
      "Iteration 3, inertia 65775207204.46894\n",
      "Iteration 4, inertia 65451731393.66499\n",
      "Iteration 5, inertia 65243529363.40022\n",
      "Iteration 6, inertia 65103004953.58044\n",
      "Iteration 7, inertia 65003231517.643654\n",
      "Iteration 8, inertia 64928202656.19776\n",
      "Iteration 9, inertia 64864996512.49407\n",
      "Iteration 10, inertia 64811240065.2791\n",
      "Iteration 11, inertia 64765525406.495766\n",
      "Iteration 12, inertia 64725390416.63161\n",
      "Iteration 13, inertia 64692390403.907234\n",
      "Iteration 14, inertia 64666409443.18349\n",
      "Iteration 15, inertia 64645636450.11868\n",
      "Iteration 16, inertia 64627168776.42506\n",
      "Iteration 17, inertia 64612662526.54934\n",
      "Iteration 18, inertia 64600813218.812996\n",
      "Iteration 19, inertia 64590507482.767654\n",
      "Iteration 20, inertia 64582466922.37546\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 21, inertia 64575363133.106125\n",
      "Iteration 22, inertia 64568747662.11396\n",
      "Iteration 23, inertia 64563176942.49647\n",
      "Iteration 24, inertia 64558734376.283714\n",
      "Iteration 25, inertia 64555059178.03976\n",
      "Iteration 26, inertia 64552214956.71958\n",
      "Iteration 27, inertia 64550295737.161415\n",
      "Iteration 28, inertia 64548600336.33752\n",
      "Iteration 29, inertia 64547494809.83639\n",
      "Iteration 30, inertia 64546228894.92745\n",
      "Iteration 31, inertia 64545274060.585655\n",
      "Iteration 32, inertia 64544568258.35826\n",
      "Iteration 33, inertia 64543933857.99046\n",
      "Iteration 34, inertia 64543329195.731026\n",
      "Iteration 35, inertia 64542826436.74036\n",
      "Iteration 36, inertia 64542387267.26824\n",
      "Iteration 37, inertia 64541977955.40016\n",
      "Iteration 38, inertia 64541633581.88992\n",
      "Iteration 39, inertia 64541352512.75369\n",
      "Iteration 40, inertia 64540978788.64298\n",
      "Iteration 41, inertia 64540721518.98913\n",
      "Iteration 42, inertia 64540618455.00525\n",
      "Iteration 43, inertia 64540546733.9105\n",
      "Iteration 44, inertia 64540503933.37441\n",
      "Iteration 45, inertia 64540464713.49755\n",
      "Iteration 46, inertia 64540439013.2353\n",
      "Iteration 47, inertia 64540425290.74412\n",
      "Iteration 48, inertia 64540387423.50352\n",
      "Iteration 49, inertia 64540346323.94409\n",
      "Iteration 50, inertia 64540214977.784195\n",
      "Iteration 51, inertia 64539944529.42517\n",
      "Iteration 52, inertia 64539597885.34904\n",
      "Iteration 53, inertia 64539159988.95602\n",
      "Iteration 54, inertia 64538720321.16631\n",
      "Iteration 55, inertia 64538311875.13469\n",
      "Iteration 56, inertia 64537963357.63504\n",
      "Iteration 57, inertia 64537770110.82955\n",
      "Iteration 58, inertia 64537628377.18754\n",
      "Iteration 59, inertia 64537509892.73088\n",
      "Iteration 60, inertia 64537320198.35893\n",
      "Iteration 61, inertia 64537057976.53148\n",
      "Iteration 62, inertia 64536771207.94875\n",
      "Iteration 63, inertia 64536353254.01674\n",
      "Iteration 64, inertia 64535878163.572975\n",
      "Iteration 65, inertia 64535454987.30085\n",
      "Iteration 66, inertia 64535269066.445625\n",
      "Iteration 67, inertia 64535050254.42093\n",
      "Iteration 68, inertia 64534869873.49411\n",
      "Iteration 69, inertia 64534760973.091675\n",
      "Iteration 70, inertia 64534646343.64237\n",
      "Iteration 71, inertia 64534494965.30622\n",
      "Iteration 72, inertia 64534249446.26372\n",
      "Iteration 73, inertia 64533956982.85432\n",
      "Iteration 74, inertia 64533830506.80782\n",
      "Iteration 75, inertia 64533755966.95604\n",
      "Iteration 76, inertia 64533665310.60113\n",
      "Iteration 77, inertia 64533620170.59215\n",
      "Iteration 78, inertia 64533586053.47173\n",
      "Iteration 79, inertia 64533562018.4657\n",
      "Iteration 80, inertia 64533558727.23858\n",
      "Converged at iteration 80: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93477182983.0\n",
      "Iteration 1, inertia 67553856918.894585\n",
      "Iteration 2, inertia 66221779416.028595\n",
      "Iteration 3, inertia 65716912621.596016\n",
      "Iteration 4, inertia 65442535816.224464\n",
      "Iteration 5, inertia 65269506392.59645\n",
      "Iteration 6, inertia 65143794927.85985\n",
      "Iteration 7, inertia 65039915241.67708\n",
      "Iteration 8, inertia 64953325461.25044\n",
      "Iteration 9, inertia 64884930956.545525\n",
      "Iteration 10, inertia 64830418830.08929\n",
      "Iteration 11, inertia 64787282384.20685\n",
      "Iteration 12, inertia 64752872337.56708\n",
      "Iteration 13, inertia 64724224482.184326\n",
      "Iteration 14, inertia 64700716736.59378\n",
      "Iteration 15, inertia 64679400906.66976\n",
      "Iteration 16, inertia 64662561324.90478\n",
      "Iteration 17, inertia 64644729418.01375\n",
      "Iteration 18, inertia 64629407796.41479\n",
      "Iteration 19, inertia 64615734380.60577\n",
      "Iteration 20, inertia 64603093218.06163\n",
      "Iteration 21, inertia 64590948427.09209\n",
      "Iteration 22, inertia 64577278614.1658\n",
      "Iteration 23, inertia 64564820231.45517\n",
      "Iteration 24, inertia 64553671708.378426\n",
      "Iteration 25, inertia 64546153731.05943\n",
      "Iteration 26, inertia 64540185023.02098\n",
      "Iteration 27, inertia 64535227304.07896\n",
      "Iteration 28, inertia 64530907552.954765\n",
      "Iteration 29, inertia 64527361725.29708\n",
      "Iteration 30, inertia 64524560425.644165\n",
      "Iteration 31, inertia 64521514082.61832\n",
      "Iteration 32, inertia 64519437347.4081\n",
      "Iteration 33, inertia 64517479534.1064\n",
      "Iteration 34, inertia 64515765354.90788\n",
      "Iteration 35, inertia 64514099701.32149\n",
      "Iteration 36, inertia 64512857197.436485\n",
      "Iteration 37, inertia 64511506352.89929\n",
      "Iteration 38, inertia 64510027012.43368\n",
      "Iteration 39, inertia 64508839526.736244\n",
      "Iteration 40, inertia 64507674357.28986\n",
      "Iteration 41, inertia 64506753241.447136\n",
      "Iteration 42, inertia 64505965422.63256\n",
      "Iteration 43, inertia 64505428810.597595\n",
      "Iteration 44, inertia 64505112724.314926\n",
      "Iteration 45, inertia 64504762099.30903\n",
      "Iteration 46, inertia 64504296918.04799\n",
      "Iteration 47, inertia 64503833548.903046\n",
      "Iteration 48, inertia 64503565002.998985\n",
      "Iteration 49, inertia 64503345729.56467\n",
      "Iteration 50, inertia 64503069369.21327\n",
      "Iteration 51, inertia 64502577997.2967\n",
      "Iteration 52, inertia 64502274196.30784\n",
      "Iteration 53, inertia 64502080956.98989\n",
      "Iteration 54, inertia 64501845231.58832\n",
      "Iteration 55, inertia 64501606094.81829\n",
      "Iteration 56, inertia 64501375787.36274\n",
      "Iteration 57, inertia 64501092100.29837\n",
      "Iteration 58, inertia 64500951414.73825\n",
      "Iteration 59, inertia 64500798850.835396\n",
      "Iteration 60, inertia 64500594073.48583\n",
      "Iteration 61, inertia 64500303671.77864\n",
      "Iteration 62, inertia 64499972723.12865\n",
      "Iteration 63, inertia 64499533244.574165\n",
      "Iteration 64, inertia 64499241263.72978\n",
      "Iteration 65, inertia 64499001940.436615\n",
      "Iteration 66, inertia 64498620122.8381\n",
      "Iteration 67, inertia 64498276412.3798\n",
      "Iteration 68, inertia 64497841298.383125\n",
      "Iteration 69, inertia 64497351831.5855\n",
      "Iteration 70, inertia 64496982726.42403\n",
      "Iteration 71, inertia 64496482881.983635\n",
      "Iteration 72, inertia 64496245773.21443\n",
      "Iteration 73, inertia 64495971297.87082\n",
      "Iteration 74, inertia 64495611307.44139\n",
      "Iteration 75, inertia 64495272682.0013\n",
      "Iteration 76, inertia 64494772957.33006\n",
      "Iteration 77, inertia 64494397954.85819\n",
      "Iteration 78, inertia 64494084326.86361\n",
      "Iteration 79, inertia 64493850764.05592\n",
      "Iteration 80, inertia 64493562374.40175\n",
      "Iteration 81, inertia 64493200374.89975\n",
      "Iteration 82, inertia 64492954068.6719\n",
      "Iteration 83, inertia 64492693876.5251\n",
      "Iteration 84, inertia 64492465017.15771\n",
      "Iteration 85, inertia 64492265494.396095\n",
      "Iteration 86, inertia 64492135902.39017\n",
      "Iteration 87, inertia 64491968996.388756\n",
      "Iteration 88, inertia 64491855044.11472\n",
      "Iteration 89, inertia 64491726308.54591\n",
      "Iteration 90, inertia 64491632712.504974\n",
      "Iteration 91, inertia 64491537133.17966\n",
      "Iteration 92, inertia 64491481861.400604\n",
      "Iteration 93, inertia 64491432707.78101\n",
      "Iteration 94, inertia 64491380804.08842\n",
      "Iteration 95, inertia 64491322188.9337\n",
      "Iteration 96, inertia 64491206872.6571\n",
      "Iteration 97, inertia 64491144443.38611\n",
      "Iteration 98, inertia 64491059146.670135\n",
      "Iteration 99, inertia 64490975452.85685\n",
      "Iteration 100, inertia 64490845738.25336\n",
      "Iteration 101, inertia 64490777389.93065\n",
      "Iteration 102, inertia 64490719201.995384\n",
      "Iteration 103, inertia 64490643709.37764\n",
      "Iteration 104, inertia 64490568751.7333\n",
      "Iteration 105, inertia 64490497823.41382\n",
      "Iteration 106, inertia 64490269495.70496\n",
      "Iteration 107, inertia 64490043965.790276\n",
      "Iteration 108, inertia 64489761617.27839\n",
      "Iteration 109, inertia 64489563498.59675\n",
      "Iteration 110, inertia 64489457624.22624\n",
      "Iteration 111, inertia 64489394398.20366\n",
      "Iteration 112, inertia 64489375857.76799\n",
      "Converged at iteration 112: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94182516058.0\n",
      "Iteration 1, inertia 67746679035.112\n",
      "Iteration 2, inertia 66315221673.68011\n",
      "Iteration 3, inertia 65759396465.46624\n",
      "Iteration 4, inertia 65450169025.027534\n",
      "Iteration 5, inertia 65259283699.459564\n",
      "Iteration 6, inertia 65121359446.73295\n",
      "Iteration 7, inertia 65023611330.73842\n",
      "Iteration 8, inertia 64946557183.34257\n",
      "Iteration 9, inertia 64879493359.39763\n",
      "Iteration 10, inertia 64825417094.98137\n",
      "Iteration 11, inertia 64781789023.551865\n",
      "Iteration 12, inertia 64746350928.50203\n",
      "Iteration 13, inertia 64715748518.00524\n",
      "Iteration 14, inertia 64691392708.76865\n",
      "Iteration 15, inertia 64672536866.596344\n",
      "Iteration 16, inertia 64656172788.507164\n",
      "Iteration 17, inertia 64640804643.10373\n",
      "Iteration 18, inertia 64625175816.23549\n",
      "Iteration 19, inertia 64610394848.25\n",
      "Iteration 20, inertia 64596473060.46723\n",
      "Iteration 21, inertia 64583821433.80574\n",
      "Iteration 22, inertia 64570989461.58994\n",
      "Iteration 23, inertia 64558755536.88785\n",
      "Iteration 24, inertia 64547446225.259605\n",
      "Iteration 25, inertia 64538354070.76343\n",
      "Iteration 26, inertia 64530423777.11235\n",
      "Iteration 27, inertia 64524261301.442215\n",
      "Iteration 28, inertia 64518797247.79924\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 29, inertia 64513266646.68338\n",
      "Iteration 30, inertia 64508071850.346306\n",
      "Iteration 31, inertia 64503712931.11902\n",
      "Iteration 32, inertia 64499229974.07829\n",
      "Iteration 33, inertia 64496005357.963615\n",
      "Iteration 34, inertia 64493303474.50737\n",
      "Iteration 35, inertia 64491393175.9141\n",
      "Iteration 36, inertia 64489468997.10024\n",
      "Iteration 37, inertia 64487588542.23062\n",
      "Iteration 38, inertia 64485808574.73421\n",
      "Iteration 39, inertia 64484244992.07988\n",
      "Iteration 40, inertia 64482682260.68801\n",
      "Iteration 41, inertia 64481178287.10503\n",
      "Iteration 42, inertia 64479853196.47105\n",
      "Iteration 43, inertia 64478777437.21931\n",
      "Iteration 44, inertia 64477543452.23488\n",
      "Iteration 45, inertia 64476330383.284134\n",
      "Iteration 46, inertia 64475080104.93962\n",
      "Iteration 47, inertia 64474134509.13758\n",
      "Iteration 48, inertia 64473570262.05064\n",
      "Iteration 49, inertia 64473092773.51088\n",
      "Iteration 50, inertia 64472431332.18434\n",
      "Iteration 51, inertia 64471875550.582054\n",
      "Iteration 52, inertia 64471022255.21316\n",
      "Iteration 53, inertia 64469874422.33455\n",
      "Iteration 54, inertia 64468496643.501305\n",
      "Iteration 55, inertia 64466635465.05895\n",
      "Iteration 56, inertia 64465307723.869576\n",
      "Iteration 57, inertia 64464212498.94029\n",
      "Iteration 58, inertia 64463217161.14438\n",
      "Iteration 59, inertia 64462321850.50657\n",
      "Iteration 60, inertia 64461519653.98468\n",
      "Iteration 61, inertia 64460793618.229004\n",
      "Iteration 62, inertia 64460321249.691826\n",
      "Iteration 63, inertia 64459992791.145294\n",
      "Iteration 64, inertia 64459604833.18205\n",
      "Iteration 65, inertia 64459400028.60161\n",
      "Iteration 66, inertia 64459348756.272255\n",
      "Iteration 67, inertia 64459294052.46323\n",
      "Iteration 68, inertia 64459181385.92225\n",
      "Iteration 69, inertia 64459135979.211624\n",
      "Iteration 70, inertia 64459091225.683205\n",
      "Iteration 71, inertia 64459048331.02705\n",
      "Iteration 72, inertia 64458978616.3649\n",
      "Iteration 73, inertia 64458933573.36338\n",
      "Iteration 74, inertia 64458926140.52539\n",
      "Converged at iteration 74: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94061331702.0\n",
      "Iteration 1, inertia 67654768023.34115\n",
      "Iteration 2, inertia 66272136029.32194\n",
      "Iteration 3, inertia 65772206766.68017\n",
      "Iteration 4, inertia 65492526331.06882\n",
      "Iteration 5, inertia 65301992519.39724\n",
      "Iteration 6, inertia 65152559508.97208\n",
      "Iteration 7, inertia 65040466709.25421\n",
      "Iteration 8, inertia 64960350832.40569\n",
      "Iteration 9, inertia 64892935441.137695\n",
      "Iteration 10, inertia 64834423083.06772\n",
      "Iteration 11, inertia 64786521106.79183\n",
      "Iteration 12, inertia 64745316492.63628\n",
      "Iteration 13, inertia 64710981253.83914\n",
      "Iteration 14, inertia 64682347567.74513\n",
      "Iteration 15, inertia 64659134108.75238\n",
      "Iteration 16, inertia 64639284062.00769\n",
      "Iteration 17, inertia 64620915947.36511\n",
      "Iteration 18, inertia 64602303197.20973\n",
      "Iteration 19, inertia 64587395095.841156\n",
      "Iteration 20, inertia 64575434559.5262\n",
      "Iteration 21, inertia 64564504579.156906\n",
      "Iteration 22, inertia 64554044878.7421\n",
      "Iteration 23, inertia 64543324406.07921\n",
      "Iteration 24, inertia 64534475206.709045\n",
      "Iteration 25, inertia 64527195056.23825\n",
      "Iteration 26, inertia 64521575837.161064\n",
      "Iteration 27, inertia 64516253247.31415\n",
      "Iteration 28, inertia 64510765201.81946\n",
      "Iteration 29, inertia 64506222114.630165\n",
      "Iteration 30, inertia 64502236648.866165\n",
      "Iteration 31, inertia 64499491255.59802\n",
      "Iteration 32, inertia 64497148768.71091\n",
      "Iteration 33, inertia 64494958007.64035\n",
      "Iteration 34, inertia 64493037315.63354\n",
      "Iteration 35, inertia 64490998244.13247\n",
      "Iteration 36, inertia 64489099973.413086\n",
      "Iteration 37, inertia 64487327569.39272\n",
      "Iteration 38, inertia 64485371954.506454\n",
      "Iteration 39, inertia 64483655566.10421\n",
      "Iteration 40, inertia 64482073243.17538\n",
      "Iteration 41, inertia 64480808823.456985\n",
      "Iteration 42, inertia 64479592914.77554\n",
      "Iteration 43, inertia 64478593868.978134\n",
      "Iteration 44, inertia 64477647168.12106\n",
      "Iteration 45, inertia 64476713238.54075\n",
      "Iteration 46, inertia 64475734431.30545\n",
      "Iteration 47, inertia 64475009803.70471\n",
      "Iteration 48, inertia 64473728799.75219\n",
      "Iteration 49, inertia 64472040932.6931\n",
      "Iteration 50, inertia 64469663445.991936\n",
      "Iteration 51, inertia 64467079339.31507\n",
      "Iteration 52, inertia 64464781960.73275\n",
      "Iteration 53, inertia 64462625350.25996\n",
      "Iteration 54, inertia 64460820536.62508\n",
      "Iteration 55, inertia 64458948491.02829\n",
      "Iteration 56, inertia 64457245401.47826\n",
      "Iteration 57, inertia 64455556285.970894\n",
      "Iteration 58, inertia 64453962052.31922\n",
      "Iteration 59, inertia 64452113289.6817\n",
      "Iteration 60, inertia 64450354620.06348\n",
      "Iteration 61, inertia 64449164252.74471\n",
      "Iteration 62, inertia 64448399682.95259\n",
      "Iteration 63, inertia 64447734668.17602\n",
      "Iteration 64, inertia 64446998984.94012\n",
      "Iteration 65, inertia 64446371446.33184\n",
      "Iteration 66, inertia 64445639711.43071\n",
      "Iteration 67, inertia 64445039872.24641\n",
      "Iteration 68, inertia 64444228017.5582\n",
      "Iteration 69, inertia 64443499975.819534\n",
      "Iteration 70, inertia 64443084772.99732\n",
      "Iteration 71, inertia 64442838752.69357\n",
      "Iteration 72, inertia 64442503593.37482\n",
      "Iteration 73, inertia 64442180914.35845\n",
      "Iteration 74, inertia 64441845285.16298\n",
      "Iteration 75, inertia 64441611260.6467\n",
      "Iteration 76, inertia 64441298664.13294\n",
      "Iteration 77, inertia 64440487248.42917\n",
      "Iteration 78, inertia 64440150023.07857\n",
      "Iteration 79, inertia 64439726833.50503\n",
      "Iteration 80, inertia 64439326753.2096\n",
      "Iteration 81, inertia 64439021003.80054\n",
      "Iteration 82, inertia 64438883369.40203\n",
      "Iteration 83, inertia 64438796753.83554\n",
      "Iteration 84, inertia 64438669159.56329\n",
      "Iteration 85, inertia 64438606602.07448\n",
      "Iteration 86, inertia 64438472287.050865\n",
      "Iteration 87, inertia 64438229235.675995\n",
      "Iteration 88, inertia 64438111590.67814\n",
      "Iteration 89, inertia 64438017364.543274\n",
      "Iteration 90, inertia 64437880853.05875\n",
      "Iteration 91, inertia 64437644861.35698\n",
      "Iteration 92, inertia 64437406874.120895\n",
      "Iteration 93, inertia 64437204992.45169\n",
      "Iteration 94, inertia 64436994320.39559\n",
      "Iteration 95, inertia 64436813447.3345\n",
      "Iteration 96, inertia 64436599397.64161\n",
      "Iteration 97, inertia 64436317155.122284\n",
      "Iteration 98, inertia 64435918274.84143\n",
      "Iteration 99, inertia 64435408256.004654\n",
      "Iteration 100, inertia 64435044100.449234\n",
      "Iteration 101, inertia 64434815929.31081\n",
      "Iteration 102, inertia 64434678903.26103\n",
      "Iteration 103, inertia 64434505280.79801\n",
      "Iteration 104, inertia 64434111914.87129\n",
      "Iteration 105, inertia 64433722570.86013\n",
      "Iteration 106, inertia 64433423899.74705\n",
      "Iteration 107, inertia 64433343805.00524\n",
      "Iteration 108, inertia 64433201995.205696\n",
      "Iteration 109, inertia 64433062901.05382\n",
      "Iteration 110, inertia 64432953547.49188\n",
      "Iteration 111, inertia 64432919754.65746\n",
      "Iteration 112, inertia 64432864642.447266\n",
      "Iteration 113, inertia 64432837227.63334\n",
      "Iteration 114, inertia 64432832557.40108\n",
      "Iteration 115, inertia 64432826156.58725\n",
      "Iteration 116, inertia 64432824004.57425\n",
      "Converged at iteration 116: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93643968366.0\n",
      "Iteration 1, inertia 67773743298.06145\n",
      "Iteration 2, inertia 66351212382.55813\n",
      "Iteration 3, inertia 65788183523.619576\n",
      "Iteration 4, inertia 65484008016.70856\n",
      "Iteration 5, inertia 65288715728.63766\n",
      "Iteration 6, inertia 65148107378.320496\n",
      "Iteration 7, inertia 65042160223.92853\n",
      "Iteration 8, inertia 64958144408.43274\n",
      "Iteration 9, inertia 64884526069.77453\n",
      "Iteration 10, inertia 64825774678.51325\n",
      "Iteration 11, inertia 64774948637.42967\n",
      "Iteration 12, inertia 64735748773.07026\n",
      "Iteration 13, inertia 64703276063.765335\n",
      "Iteration 14, inertia 64675505690.95624\n",
      "Iteration 15, inertia 64651333994.14847\n",
      "Iteration 16, inertia 64631831792.0332\n",
      "Iteration 17, inertia 64614887359.83906\n",
      "Iteration 18, inertia 64600352902.71508\n",
      "Iteration 19, inertia 64587528933.56948\n",
      "Iteration 20, inertia 64574123937.245674\n",
      "Iteration 21, inertia 64561653735.931946\n",
      "Iteration 22, inertia 64550505236.15919\n",
      "Iteration 23, inertia 64540648241.7567\n",
      "Iteration 24, inertia 64531608138.14682\n",
      "Iteration 25, inertia 64523516911.33174\n",
      "Iteration 26, inertia 64516314060.137146\n",
      "Iteration 27, inertia 64509782174.54605\n",
      "Iteration 28, inertia 64503302747.10124\n",
      "Iteration 29, inertia 64497871043.14159\n",
      "Iteration 30, inertia 64492922864.808014\n",
      "Iteration 31, inertia 64489066040.83926\n",
      "Iteration 32, inertia 64485801059.942116\n",
      "Iteration 33, inertia 64483100294.745575\n",
      "Iteration 34, inertia 64480768384.02748\n",
      "Iteration 35, inertia 64478337676.06109\n",
      "Iteration 36, inertia 64475907236.424355\n",
      "Iteration 37, inertia 64473419085.422585\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 38, inertia 64470813622.902374\n",
      "Iteration 39, inertia 64467650133.22924\n",
      "Iteration 40, inertia 64464331531.0502\n",
      "Iteration 41, inertia 64461536340.524864\n",
      "Iteration 42, inertia 64459138510.764084\n",
      "Iteration 43, inertia 64456808239.4196\n",
      "Iteration 44, inertia 64454676104.943344\n",
      "Iteration 45, inertia 64452466033.33549\n",
      "Iteration 46, inertia 64450004525.09275\n",
      "Iteration 47, inertia 64448482041.993484\n",
      "Iteration 48, inertia 64447234448.599144\n",
      "Iteration 49, inertia 64445446214.80143\n",
      "Iteration 50, inertia 64443446810.12141\n",
      "Iteration 51, inertia 64441823707.959175\n",
      "Iteration 52, inertia 64440514165.313515\n",
      "Iteration 53, inertia 64439266620.895454\n",
      "Iteration 54, inertia 64438037736.79105\n",
      "Iteration 55, inertia 64436483995.133675\n",
      "Iteration 56, inertia 64434550718.96141\n",
      "Iteration 57, inertia 64432863688.54147\n",
      "Iteration 58, inertia 64431515769.26628\n",
      "Iteration 59, inertia 64430623428.50912\n",
      "Iteration 60, inertia 64429882107.279976\n",
      "Iteration 61, inertia 64429372011.43078\n",
      "Iteration 62, inertia 64429018459.50128\n",
      "Iteration 63, inertia 64428768729.650475\n",
      "Iteration 64, inertia 64428662264.42698\n",
      "Iteration 65, inertia 64428602499.212875\n",
      "Iteration 66, inertia 64428525797.78407\n",
      "Iteration 67, inertia 64428408022.46799\n",
      "Iteration 68, inertia 64428349366.16389\n",
      "Iteration 69, inertia 64428333377.37547\n",
      "Iteration 70, inertia 64428325575.59432\n",
      "Converged at iteration 70: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94368301428.0\n",
      "Iteration 1, inertia 67831656291.44787\n",
      "Iteration 2, inertia 66359633125.25002\n",
      "Iteration 3, inertia 65796192252.60394\n",
      "Iteration 4, inertia 65480341758.01309\n",
      "Iteration 5, inertia 65278275937.73447\n",
      "Iteration 6, inertia 65143349313.7175\n",
      "Iteration 7, inertia 65037274650.91928\n",
      "Iteration 8, inertia 64948149175.83957\n",
      "Iteration 9, inertia 64882617821.131836\n",
      "Iteration 10, inertia 64826020042.04652\n",
      "Iteration 11, inertia 64777610014.57944\n",
      "Iteration 12, inertia 64738428945.17388\n",
      "Iteration 13, inertia 64704889218.72543\n",
      "Iteration 14, inertia 64669996554.358604\n",
      "Iteration 15, inertia 64643881427.488716\n",
      "Iteration 16, inertia 64623277232.72122\n",
      "Iteration 17, inertia 64604000348.88693\n",
      "Iteration 18, inertia 64587703458.089355\n",
      "Iteration 19, inertia 64574786066.02029\n",
      "Iteration 20, inertia 64562546094.19696\n",
      "Iteration 21, inertia 64551481410.342384\n",
      "Iteration 22, inertia 64541741857.863525\n",
      "Iteration 23, inertia 64532503669.925835\n",
      "Iteration 24, inertia 64524401799.97542\n",
      "Iteration 25, inertia 64516656826.55056\n",
      "Iteration 26, inertia 64510030554.60584\n",
      "Iteration 27, inertia 64503934126.367325\n",
      "Iteration 28, inertia 64498284797.90308\n",
      "Iteration 29, inertia 64493398959.074715\n",
      "Iteration 30, inertia 64489043229.44632\n",
      "Iteration 31, inertia 64484274273.778725\n",
      "Iteration 32, inertia 64480681499.76829\n",
      "Iteration 33, inertia 64477513016.48971\n",
      "Iteration 34, inertia 64474785148.70723\n",
      "Iteration 35, inertia 64473053899.84502\n",
      "Iteration 36, inertia 64471690845.4814\n",
      "Iteration 37, inertia 64470752363.47608\n",
      "Iteration 38, inertia 64470329596.266205\n",
      "Iteration 39, inertia 64470025946.76627\n",
      "Iteration 40, inertia 64469644661.73514\n",
      "Iteration 41, inertia 64469256500.786\n",
      "Iteration 42, inertia 64468851776.93596\n",
      "Iteration 43, inertia 64468270595.508896\n",
      "Iteration 44, inertia 64467514885.447525\n",
      "Iteration 45, inertia 64467071156.24125\n",
      "Iteration 46, inertia 64466644744.19192\n",
      "Iteration 47, inertia 64466352340.72867\n",
      "Iteration 48, inertia 64466006101.56818\n",
      "Iteration 49, inertia 64465558029.828415\n",
      "Iteration 50, inertia 64465134831.664856\n",
      "Iteration 51, inertia 64464747284.93734\n",
      "Iteration 52, inertia 64464512182.33698\n",
      "Iteration 53, inertia 64464205136.990486\n",
      "Iteration 54, inertia 64463870228.58611\n",
      "Iteration 55, inertia 64463699688.124535\n",
      "Iteration 56, inertia 64463618640.233475\n",
      "Iteration 57, inertia 64463578207.67254\n",
      "Converged at iteration 57: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93517286768.0\n",
      "Iteration 1, inertia 67775850533.73728\n",
      "Iteration 2, inertia 66410727146.410866\n",
      "Iteration 3, inertia 65870864985.35799\n",
      "Iteration 4, inertia 65567735024.67547\n",
      "Iteration 5, inertia 65358910009.71734\n",
      "Iteration 6, inertia 65201106928.84953\n",
      "Iteration 7, inertia 65076003042.78477\n",
      "Iteration 8, inertia 64986487290.700676\n",
      "Iteration 9, inertia 64920821189.049805\n",
      "Iteration 10, inertia 64869233845.82803\n",
      "Iteration 11, inertia 64825064625.10353\n",
      "Iteration 12, inertia 64786276002.23672\n",
      "Iteration 13, inertia 64754820737.72141\n",
      "Iteration 14, inertia 64728758065.076935\n",
      "Iteration 15, inertia 64702731908.27681\n",
      "Iteration 16, inertia 64681386530.77112\n",
      "Iteration 17, inertia 64663015926.90549\n",
      "Iteration 18, inertia 64647234689.16031\n",
      "Iteration 19, inertia 64632395461.41928\n",
      "Iteration 20, inertia 64619593128.139885\n",
      "Iteration 21, inertia 64609915933.16661\n",
      "Iteration 22, inertia 64600927169.24225\n",
      "Iteration 23, inertia 64589898665.818245\n",
      "Iteration 24, inertia 64577862002.720184\n",
      "Iteration 25, inertia 64566186544.48108\n",
      "Iteration 26, inertia 64556163987.72831\n",
      "Iteration 27, inertia 64548963924.348045\n",
      "Iteration 28, inertia 64542779287.7283\n",
      "Iteration 29, inertia 64536646654.288445\n",
      "Iteration 30, inertia 64527796542.415665\n",
      "Iteration 31, inertia 64519491093.80644\n",
      "Iteration 32, inertia 64513698941.57243\n",
      "Iteration 33, inertia 64508503020.76604\n",
      "Iteration 34, inertia 64504659476.633316\n",
      "Iteration 35, inertia 64501068307.11386\n",
      "Iteration 36, inertia 64497206908.014244\n",
      "Iteration 37, inertia 64494607457.14847\n",
      "Iteration 38, inertia 64492391532.14281\n",
      "Iteration 39, inertia 64490617755.79384\n",
      "Iteration 40, inertia 64488792887.916794\n",
      "Iteration 41, inertia 64486945624.662\n",
      "Iteration 42, inertia 64485398626.87992\n",
      "Iteration 43, inertia 64483751551.694824\n",
      "Iteration 44, inertia 64482296893.44315\n",
      "Iteration 45, inertia 64481005389.11787\n",
      "Iteration 46, inertia 64479723063.48831\n",
      "Iteration 47, inertia 64478296273.2281\n",
      "Iteration 48, inertia 64476460583.6427\n",
      "Iteration 49, inertia 64474410093.95639\n",
      "Iteration 50, inertia 64472003445.78165\n",
      "Iteration 51, inertia 64469923866.930885\n",
      "Iteration 52, inertia 64468381302.763855\n",
      "Iteration 53, inertia 64466406640.86311\n",
      "Iteration 54, inertia 64464439076.68825\n",
      "Iteration 55, inertia 64462743985.332825\n",
      "Iteration 56, inertia 64461401900.90591\n",
      "Iteration 57, inertia 64459947643.94446\n",
      "Iteration 58, inertia 64458314506.31966\n",
      "Iteration 59, inertia 64456706557.16234\n",
      "Iteration 60, inertia 64455775521.942924\n",
      "Iteration 61, inertia 64455165285.84232\n",
      "Iteration 62, inertia 64454745038.64041\n",
      "Iteration 63, inertia 64454399770.11125\n",
      "Iteration 64, inertia 64454093078.25276\n",
      "Iteration 65, inertia 64453821437.92525\n",
      "Iteration 66, inertia 64453427133.98148\n",
      "Iteration 67, inertia 64453149625.942635\n",
      "Iteration 68, inertia 64452943749.637024\n",
      "Iteration 69, inertia 64452826733.6868\n",
      "Iteration 70, inertia 64452700444.47192\n",
      "Iteration 71, inertia 64452483145.73204\n",
      "Iteration 72, inertia 64452294763.16251\n",
      "Iteration 73, inertia 64452082666.907585\n",
      "Iteration 74, inertia 64451793928.03454\n",
      "Iteration 75, inertia 64451679633.41487\n",
      "Iteration 76, inertia 64451615939.83019\n",
      "Iteration 77, inertia 64451598055.91768\n",
      "Iteration 78, inertia 64451592477.49636\n",
      "Converged at iteration 78: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93781745754.0\n",
      "Iteration 1, inertia 67786837501.927605\n",
      "Iteration 2, inertia 66307517514.77715\n",
      "Iteration 3, inertia 65773510323.96349\n",
      "Iteration 4, inertia 65494721587.55832\n",
      "Iteration 5, inertia 65311779999.79615\n",
      "Iteration 6, inertia 65174056714.39656\n",
      "Iteration 7, inertia 65076357934.167305\n",
      "Iteration 8, inertia 64993430253.666405\n",
      "Iteration 9, inertia 64924500947.40658\n",
      "Iteration 10, inertia 64873307112.76686\n",
      "Iteration 11, inertia 64830538071.62766\n",
      "Iteration 12, inertia 64795735852.45575\n",
      "Iteration 13, inertia 64766706698.57597\n",
      "Iteration 14, inertia 64743957362.88018\n",
      "Iteration 15, inertia 64725456968.16715\n",
      "Iteration 16, inertia 64708448952.53548\n",
      "Iteration 17, inertia 64692883264.10161\n",
      "Iteration 18, inertia 64679320362.84961\n",
      "Iteration 19, inertia 64666134378.329666\n",
      "Iteration 20, inertia 64654152387.8004\n",
      "Iteration 21, inertia 64643854314.81344\n",
      "Iteration 22, inertia 64632710333.33658\n",
      "Iteration 23, inertia 64620072928.80913\n",
      "Iteration 24, inertia 64610294578.23565\n",
      "Iteration 25, inertia 64603106031.9368\n",
      "Iteration 26, inertia 64595740304.403244\n",
      "Iteration 27, inertia 64588884971.09068\n",
      "Iteration 28, inertia 64583600865.902855\n",
      "Iteration 29, inertia 64579089245.93229\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 30, inertia 64574698534.377396\n",
      "Iteration 31, inertia 64570407444.41377\n",
      "Iteration 32, inertia 64565594548.38964\n",
      "Iteration 33, inertia 64560373853.79205\n",
      "Iteration 34, inertia 64555772749.07698\n",
      "Iteration 35, inertia 64551700933.804184\n",
      "Iteration 36, inertia 64548426270.89407\n",
      "Iteration 37, inertia 64545698008.28217\n",
      "Iteration 38, inertia 64543539836.93538\n",
      "Iteration 39, inertia 64541143542.870316\n",
      "Iteration 40, inertia 64539024526.252075\n",
      "Iteration 41, inertia 64537188822.556625\n",
      "Iteration 42, inertia 64535398927.10249\n",
      "Iteration 43, inertia 64534105711.382454\n",
      "Iteration 44, inertia 64533167162.18997\n",
      "Iteration 45, inertia 64532264925.0591\n",
      "Iteration 46, inertia 64531541734.66268\n",
      "Iteration 47, inertia 64530932707.71144\n",
      "Iteration 48, inertia 64530491821.71321\n",
      "Iteration 49, inertia 64530028307.90585\n",
      "Iteration 50, inertia 64529672790.26343\n",
      "Iteration 51, inertia 64529370286.74787\n",
      "Iteration 52, inertia 64529041267.907845\n",
      "Iteration 53, inertia 64528740310.16028\n",
      "Iteration 54, inertia 64528546730.781075\n",
      "Iteration 55, inertia 64528202746.84588\n",
      "Iteration 56, inertia 64527970624.806335\n",
      "Iteration 57, inertia 64527775400.59334\n",
      "Iteration 58, inertia 64527648993.953354\n",
      "Iteration 59, inertia 64527567533.984535\n",
      "Iteration 60, inertia 64527372656.33654\n",
      "Iteration 61, inertia 64527334705.306465\n",
      "Converged at iteration 61: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 7916.51it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    5.8s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 400 \n",
      "  Threshold value :  1250 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94162286169.0\n",
      "Iteration 1, inertia 67643577221.26468\n",
      "Iteration 2, inertia 66291986369.05136\n",
      "Iteration 3, inertia 65769301333.385574\n",
      "Iteration 4, inertia 65477958903.091446\n",
      "Iteration 5, inertia 65281372388.95164\n",
      "Iteration 6, inertia 65131209170.39633\n",
      "Iteration 7, inertia 65023798733.083\n",
      "Iteration 8, inertia 64941874723.5402\n",
      "Iteration 9, inertia 64874308848.90145\n",
      "Iteration 10, inertia 64818134773.060875\n",
      "Iteration 11, inertia 64771792992.276695\n",
      "Iteration 12, inertia 64732655884.87397\n",
      "Iteration 13, inertia 64700329236.83953\n",
      "Iteration 14, inertia 64673550639.11869\n",
      "Iteration 15, inertia 64652696353.95055\n",
      "Iteration 16, inertia 64634491584.24223\n",
      "Iteration 17, inertia 64620243974.58485\n",
      "Iteration 18, inertia 64607223580.24659\n",
      "Iteration 19, inertia 64596160871.78821\n",
      "Iteration 20, inertia 64585228584.07051\n",
      "Iteration 21, inertia 64574897156.93964\n",
      "Iteration 22, inertia 64565196146.06329\n",
      "Iteration 23, inertia 64556523222.694595\n",
      "Iteration 24, inertia 64547005487.73984\n",
      "Iteration 25, inertia 64538684945.16069\n",
      "Iteration 26, inertia 64532734752.761986\n",
      "Iteration 27, inertia 64526779094.6415\n",
      "Iteration 28, inertia 64520475325.67777\n",
      "Iteration 29, inertia 64514823662.51863\n",
      "Iteration 30, inertia 64510114065.82101\n",
      "Iteration 31, inertia 64505930860.48892\n",
      "Iteration 32, inertia 64501993164.56019\n",
      "Iteration 33, inertia 64497393887.11523\n",
      "Iteration 34, inertia 64492872158.41989\n",
      "Iteration 35, inertia 64488833484.71996\n",
      "Iteration 36, inertia 64485809886.00594\n",
      "Iteration 37, inertia 64483288816.56246\n",
      "Iteration 38, inertia 64481342255.854126\n",
      "Iteration 39, inertia 64479731757.0831\n",
      "Iteration 40, inertia 64478575619.89153\n",
      "Iteration 41, inertia 64477310734.97366\n",
      "Iteration 42, inertia 64476317685.88735\n",
      "Iteration 43, inertia 64475253427.52535\n",
      "Iteration 44, inertia 64474255782.63696\n",
      "Iteration 45, inertia 64473108598.60214\n",
      "Iteration 46, inertia 64472303525.416794\n",
      "Iteration 47, inertia 64471483742.77857\n",
      "Iteration 48, inertia 64470543100.317474\n",
      "Iteration 49, inertia 64469946526.34749\n",
      "Iteration 50, inertia 64469494471.34536\n",
      "Iteration 51, inertia 64469157713.099365\n",
      "Iteration 52, inertia 64468782191.87273\n",
      "Iteration 53, inertia 64468411633.23119\n",
      "Iteration 54, inertia 64468107710.42746\n",
      "Iteration 55, inertia 64467739393.76132\n",
      "Iteration 56, inertia 64467309615.03537\n",
      "Iteration 57, inertia 64466948225.09431\n",
      "Iteration 58, inertia 64466687252.41764\n",
      "Iteration 59, inertia 64466331237.52989\n",
      "Iteration 60, inertia 64465786578.105446\n",
      "Iteration 61, inertia 64465392392.4166\n",
      "Iteration 62, inertia 64465225877.5435\n",
      "Iteration 63, inertia 64465087557.92767\n",
      "Iteration 64, inertia 64465024530.24377\n",
      "Iteration 65, inertia 64464931540.31941\n",
      "Iteration 66, inertia 64464863686.958595\n",
      "Iteration 67, inertia 64464756530.92202\n",
      "Iteration 68, inertia 64464564061.374855\n",
      "Iteration 69, inertia 64464362015.751076\n",
      "Iteration 70, inertia 64464112433.745766\n",
      "Iteration 71, inertia 64463807990.56569\n",
      "Iteration 72, inertia 64463597333.71255\n",
      "Iteration 73, inertia 64463254398.025314\n",
      "Iteration 74, inertia 64463066085.70841\n",
      "Iteration 75, inertia 64462858223.742676\n",
      "Iteration 76, inertia 64462615545.49178\n",
      "Iteration 77, inertia 64462355780.52084\n",
      "Iteration 78, inertia 64462246004.03901\n",
      "Iteration 79, inertia 64462102405.08801\n",
      "Iteration 80, inertia 64461962570.99884\n",
      "Iteration 81, inertia 64461928194.85613\n",
      "Iteration 82, inertia 64461904471.15856\n",
      "Iteration 83, inertia 64461868645.861946\n",
      "Iteration 84, inertia 64461828990.39193\n",
      "Iteration 85, inertia 64461813071.100174\n",
      "Converged at iteration 85: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94058049744.0\n",
      "Iteration 1, inertia 67723346262.87861\n",
      "Iteration 2, inertia 66316454898.83587\n",
      "Iteration 3, inertia 65779134694.14102\n",
      "Iteration 4, inertia 65510081409.16383\n",
      "Iteration 5, inertia 65331014211.82475\n",
      "Iteration 6, inertia 65199411713.57529\n",
      "Iteration 7, inertia 65098688604.79264\n",
      "Iteration 8, inertia 65016983037.506\n",
      "Iteration 9, inertia 64940784201.93601\n",
      "Iteration 10, inertia 64877364742.631134\n",
      "Iteration 11, inertia 64829143998.46438\n",
      "Iteration 12, inertia 64786432574.689804\n",
      "Iteration 13, inertia 64751663107.88452\n",
      "Iteration 14, inertia 64722841103.34988\n",
      "Iteration 15, inertia 64700508425.97039\n",
      "Iteration 16, inertia 64682951189.684265\n",
      "Iteration 17, inertia 64666660553.23689\n",
      "Iteration 18, inertia 64649477397.75737\n",
      "Iteration 19, inertia 64632518485.195915\n",
      "Iteration 20, inertia 64616593407.49113\n",
      "Iteration 21, inertia 64603230505.19726\n",
      "Iteration 22, inertia 64591878345.5895\n",
      "Iteration 23, inertia 64581083226.83214\n",
      "Iteration 24, inertia 64571696001.0899\n",
      "Iteration 25, inertia 64563810144.77081\n",
      "Iteration 26, inertia 64556170438.887764\n",
      "Iteration 27, inertia 64548478525.42198\n",
      "Iteration 28, inertia 64540900310.24889\n",
      "Iteration 29, inertia 64534718092.05191\n",
      "Iteration 30, inertia 64529743148.09984\n",
      "Iteration 31, inertia 64525812445.9247\n",
      "Iteration 32, inertia 64522010013.03053\n",
      "Iteration 33, inertia 64518595049.528275\n",
      "Iteration 34, inertia 64514454558.657906\n",
      "Iteration 35, inertia 64510945119.46778\n",
      "Iteration 36, inertia 64508207616.01385\n",
      "Iteration 37, inertia 64505436281.25337\n",
      "Iteration 38, inertia 64502893686.77638\n",
      "Iteration 39, inertia 64499619111.53587\n",
      "Iteration 40, inertia 64496878689.75576\n",
      "Iteration 41, inertia 64494633164.59781\n",
      "Iteration 42, inertia 64492602601.9254\n",
      "Iteration 43, inertia 64491217539.95194\n",
      "Iteration 44, inertia 64490192108.856964\n",
      "Iteration 45, inertia 64489103295.72282\n",
      "Iteration 46, inertia 64487771314.71467\n",
      "Iteration 47, inertia 64486472979.99816\n",
      "Iteration 48, inertia 64485350124.01813\n",
      "Iteration 49, inertia 64484479551.84249\n",
      "Iteration 50, inertia 64483303007.244225\n",
      "Iteration 51, inertia 64481762946.25543\n",
      "Iteration 52, inertia 64480747264.90292\n",
      "Iteration 53, inertia 64480128199.87526\n",
      "Iteration 54, inertia 64479037383.55156\n",
      "Iteration 55, inertia 64477839300.80534\n",
      "Iteration 56, inertia 64477207997.5355\n",
      "Iteration 57, inertia 64476596947.1916\n",
      "Iteration 58, inertia 64476051991.86653\n",
      "Iteration 59, inertia 64475608350.3666\n",
      "Iteration 60, inertia 64474731723.811\n",
      "Iteration 61, inertia 64473906290.19439\n",
      "Iteration 62, inertia 64473088456.63558\n",
      "Iteration 63, inertia 64472488537.49753\n",
      "Iteration 64, inertia 64471876528.92659\n",
      "Iteration 65, inertia 64471479110.86215\n",
      "Iteration 66, inertia 64471222940.829796\n",
      "Iteration 67, inertia 64470965828.02184\n",
      "Iteration 68, inertia 64470785992.99343\n",
      "Iteration 69, inertia 64470698218.43037\n",
      "Iteration 70, inertia 64470569108.35669\n",
      "Iteration 71, inertia 64470472668.33951\n",
      "Iteration 72, inertia 64470357900.46171\n",
      "Iteration 73, inertia 64470311435.99449\n",
      "Iteration 74, inertia 64470255584.70006\n",
      "Iteration 75, inertia 64470171719.55115\n",
      "Iteration 76, inertia 64470109135.46594\n",
      "Iteration 77, inertia 64470022857.29817\n",
      "Iteration 78, inertia 64469944205.04415\n",
      "Iteration 79, inertia 64469841788.99865\n",
      "Iteration 80, inertia 64469745894.333115\n",
      "Iteration 81, inertia 64469605674.0267\n",
      "Iteration 82, inertia 64469522709.39092\n",
      "Iteration 83, inertia 64469436656.397125\n",
      "Iteration 84, inertia 64469300657.54484\n",
      "Iteration 85, inertia 64469177747.73342\n",
      "Iteration 86, inertia 64468958481.35947\n",
      "Iteration 87, inertia 64468734698.49247\n",
      "Iteration 88, inertia 64468595098.73828\n",
      "Iteration 89, inertia 64468504836.92177\n",
      "Iteration 90, inertia 64468465566.557434\n",
      "Iteration 91, inertia 64468443488.36963\n",
      "Iteration 92, inertia 64468438580.65009\n",
      "Converged at iteration 92: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93833723757.0\n",
      "Iteration 1, inertia 67809165049.500046\n",
      "Iteration 2, inertia 66354243602.410034\n",
      "Iteration 3, inertia 65775207204.46895\n",
      "Iteration 4, inertia 65451731393.66499\n",
      "Iteration 5, inertia 65243529363.400215\n",
      "Iteration 6, inertia 65103004953.58043\n",
      "Iteration 7, inertia 65003231517.64366\n",
      "Iteration 8, inertia 64928202656.19776\n",
      "Iteration 9, inertia 64864996512.49408\n",
      "Iteration 10, inertia 64811240065.2791\n",
      "Iteration 11, inertia 64765525406.495766\n",
      "Iteration 12, inertia 64725390416.63161\n",
      "Iteration 13, inertia 64692390403.907234\n",
      "Iteration 14, inertia 64666409443.183495\n",
      "Iteration 15, inertia 64645636450.11868\n",
      "Iteration 16, inertia 64627168776.42506\n",
      "Iteration 17, inertia 64612662526.54934\n",
      "Iteration 18, inertia 64600813218.812996\n",
      "Iteration 19, inertia 64590507482.767654\n",
      "Iteration 20, inertia 64582466922.37546\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 21, inertia 64575363133.106125\n",
      "Iteration 22, inertia 64568747662.11396\n",
      "Iteration 23, inertia 64563176942.49647\n",
      "Iteration 24, inertia 64558734376.283714\n",
      "Iteration 25, inertia 64555059178.03976\n",
      "Iteration 26, inertia 64552214956.71958\n",
      "Iteration 27, inertia 64550295737.161415\n",
      "Iteration 28, inertia 64548600336.33752\n",
      "Iteration 29, inertia 64547494809.83638\n",
      "Iteration 30, inertia 64546228894.92745\n",
      "Iteration 31, inertia 64545274060.585655\n",
      "Iteration 32, inertia 64544568258.358246\n",
      "Iteration 33, inertia 64543933857.99046\n",
      "Iteration 34, inertia 64543329195.731026\n",
      "Iteration 35, inertia 64542826436.74036\n",
      "Iteration 36, inertia 64542387267.26824\n",
      "Iteration 37, inertia 64541977955.40016\n",
      "Iteration 38, inertia 64541633581.88992\n",
      "Iteration 39, inertia 64541352512.7537\n",
      "Iteration 40, inertia 64540978788.64298\n",
      "Iteration 41, inertia 64540721518.98913\n",
      "Iteration 42, inertia 64540618455.00525\n",
      "Iteration 43, inertia 64540546733.9105\n",
      "Iteration 44, inertia 64540503933.374405\n",
      "Iteration 45, inertia 64540464713.49754\n",
      "Iteration 46, inertia 64540439013.2353\n",
      "Iteration 47, inertia 64540425290.74412\n",
      "Iteration 48, inertia 64540387423.50352\n",
      "Iteration 49, inertia 64540346323.94408\n",
      "Iteration 50, inertia 64540214977.784195\n",
      "Iteration 51, inertia 64539944529.42517\n",
      "Iteration 52, inertia 64539597885.349045\n",
      "Iteration 53, inertia 64539159988.95602\n",
      "Iteration 54, inertia 64538720321.16632\n",
      "Iteration 55, inertia 64538311875.13469\n",
      "Iteration 56, inertia 64537963357.63504\n",
      "Iteration 57, inertia 64537770110.82956\n",
      "Iteration 58, inertia 64537628377.18754\n",
      "Iteration 59, inertia 64537509892.73088\n",
      "Iteration 60, inertia 64537320198.35893\n",
      "Iteration 61, inertia 64537057976.53148\n",
      "Iteration 62, inertia 64536771207.94876\n",
      "Iteration 63, inertia 64536353254.01672\n",
      "Iteration 64, inertia 64535878163.572975\n",
      "Iteration 65, inertia 64535454987.30086\n",
      "Iteration 66, inertia 64535269066.445625\n",
      "Iteration 67, inertia 64535050254.42094\n",
      "Iteration 68, inertia 64534869873.49411\n",
      "Iteration 69, inertia 64534760973.09168\n",
      "Iteration 70, inertia 64534646343.64236\n",
      "Iteration 71, inertia 64534494965.30622\n",
      "Iteration 72, inertia 64534249446.263725\n",
      "Iteration 73, inertia 64533956982.85432\n",
      "Iteration 74, inertia 64533830506.80782\n",
      "Iteration 75, inertia 64533755966.95604\n",
      "Iteration 76, inertia 64533665310.60112\n",
      "Iteration 77, inertia 64533620170.59213\n",
      "Iteration 78, inertia 64533586053.47174\n",
      "Iteration 79, inertia 64533562018.46569\n",
      "Iteration 80, inertia 64533558727.23858\n",
      "Converged at iteration 80: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93477182983.0\n",
      "Iteration 1, inertia 67553856918.89459\n",
      "Iteration 2, inertia 66221779416.028595\n",
      "Iteration 3, inertia 65716912621.596016\n",
      "Iteration 4, inertia 65442535816.224464\n",
      "Iteration 5, inertia 65269506392.59645\n",
      "Iteration 6, inertia 65143794927.85985\n",
      "Iteration 7, inertia 65039915241.67708\n",
      "Iteration 8, inertia 64953325461.25045\n",
      "Iteration 9, inertia 64884930956.545525\n",
      "Iteration 10, inertia 64830418830.08928\n",
      "Iteration 11, inertia 64787282384.20684\n",
      "Iteration 12, inertia 64752872337.56708\n",
      "Iteration 13, inertia 64724224482.18431\n",
      "Iteration 14, inertia 64700716736.59378\n",
      "Iteration 15, inertia 64679400906.66976\n",
      "Iteration 16, inertia 64662561324.904785\n",
      "Iteration 17, inertia 64644729418.01375\n",
      "Iteration 18, inertia 64629407796.41479\n",
      "Iteration 19, inertia 64615734380.60577\n",
      "Iteration 20, inertia 64603093218.06163\n",
      "Iteration 21, inertia 64590948427.09209\n",
      "Iteration 22, inertia 64577278614.165794\n",
      "Iteration 23, inertia 64564820231.45517\n",
      "Iteration 24, inertia 64553671708.378426\n",
      "Iteration 25, inertia 64546153731.059425\n",
      "Iteration 26, inertia 64540185023.02098\n",
      "Iteration 27, inertia 64535227304.07896\n",
      "Iteration 28, inertia 64530907552.954765\n",
      "Iteration 29, inertia 64527361725.29708\n",
      "Iteration 30, inertia 64524560425.644165\n",
      "Iteration 31, inertia 64521514082.61832\n",
      "Iteration 32, inertia 64519437347.4081\n",
      "Iteration 33, inertia 64517479534.1064\n",
      "Iteration 34, inertia 64515765354.90788\n",
      "Iteration 35, inertia 64514099701.32149\n",
      "Iteration 36, inertia 64512857197.436485\n",
      "Iteration 37, inertia 64511506352.89929\n",
      "Iteration 38, inertia 64510027012.43367\n",
      "Iteration 39, inertia 64508839526.736244\n",
      "Iteration 40, inertia 64507674357.28986\n",
      "Iteration 41, inertia 64506753241.44714\n",
      "Iteration 42, inertia 64505965422.63255\n",
      "Iteration 43, inertia 64505428810.597595\n",
      "Iteration 44, inertia 64505112724.314926\n",
      "Iteration 45, inertia 64504762099.30904\n",
      "Iteration 46, inertia 64504296918.04798\n",
      "Iteration 47, inertia 64503833548.903046\n",
      "Iteration 48, inertia 64503565002.998985\n",
      "Iteration 49, inertia 64503345729.56467\n",
      "Iteration 50, inertia 64503069369.21327\n",
      "Iteration 51, inertia 64502577997.2967\n",
      "Iteration 52, inertia 64502274196.30783\n",
      "Iteration 53, inertia 64502080956.98989\n",
      "Iteration 54, inertia 64501845231.58832\n",
      "Iteration 55, inertia 64501606094.81828\n",
      "Iteration 56, inertia 64501375787.36275\n",
      "Iteration 57, inertia 64501092100.29837\n",
      "Iteration 58, inertia 64500951414.73825\n",
      "Iteration 59, inertia 64500798850.835396\n",
      "Iteration 60, inertia 64500594073.48583\n",
      "Iteration 61, inertia 64500303671.77864\n",
      "Iteration 62, inertia 64499972723.12865\n",
      "Iteration 63, inertia 64499533244.574165\n",
      "Iteration 64, inertia 64499241263.72978\n",
      "Iteration 65, inertia 64499001940.436615\n",
      "Iteration 66, inertia 64498620122.838104\n",
      "Iteration 67, inertia 64498276412.3798\n",
      "Iteration 68, inertia 64497841298.383125\n",
      "Iteration 69, inertia 64497351831.5855\n",
      "Iteration 70, inertia 64496982726.42403\n",
      "Iteration 71, inertia 64496482881.983635\n",
      "Iteration 72, inertia 64496245773.21443\n",
      "Iteration 73, inertia 64495971297.87081\n",
      "Iteration 74, inertia 64495611307.44138\n",
      "Iteration 75, inertia 64495272682.001305\n",
      "Iteration 76, inertia 64494772957.33006\n",
      "Iteration 77, inertia 64494397954.85821\n",
      "Iteration 78, inertia 64494084326.86361\n",
      "Iteration 79, inertia 64493850764.05593\n",
      "Iteration 80, inertia 64493562374.40175\n",
      "Iteration 81, inertia 64493200374.89975\n",
      "Iteration 82, inertia 64492954068.6719\n",
      "Iteration 83, inertia 64492693876.5251\n",
      "Iteration 84, inertia 64492465017.15771\n",
      "Iteration 85, inertia 64492265494.396095\n",
      "Iteration 86, inertia 64492135902.39017\n",
      "Iteration 87, inertia 64491968996.38875\n",
      "Iteration 88, inertia 64491855044.11472\n",
      "Iteration 89, inertia 64491726308.54591\n",
      "Iteration 90, inertia 64491632712.504974\n",
      "Iteration 91, inertia 64491537133.17965\n",
      "Iteration 92, inertia 64491481861.400604\n",
      "Iteration 93, inertia 64491432707.78101\n",
      "Iteration 94, inertia 64491380804.08842\n",
      "Iteration 95, inertia 64491322188.9337\n",
      "Iteration 96, inertia 64491206872.657104\n",
      "Iteration 97, inertia 64491144443.38611\n",
      "Iteration 98, inertia 64491059146.670135\n",
      "Iteration 99, inertia 64490975452.85685\n",
      "Iteration 100, inertia 64490845738.25336\n",
      "Iteration 101, inertia 64490777389.93065\n",
      "Iteration 102, inertia 64490719201.995384\n",
      "Iteration 103, inertia 64490643709.37764\n",
      "Iteration 104, inertia 64490568751.7333\n",
      "Iteration 105, inertia 64490497823.41382\n",
      "Iteration 106, inertia 64490269495.70496\n",
      "Iteration 107, inertia 64490043965.790276\n",
      "Iteration 108, inertia 64489761617.27839\n",
      "Iteration 109, inertia 64489563498.59675\n",
      "Iteration 110, inertia 64489457624.22624\n",
      "Iteration 111, inertia 64489394398.20366\n",
      "Iteration 112, inertia 64489375857.76799\n",
      "Converged at iteration 112: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94182516058.0\n",
      "Iteration 1, inertia 67746679035.11199\n",
      "Iteration 2, inertia 66315221673.6801\n",
      "Iteration 3, inertia 65759396465.46624\n",
      "Iteration 4, inertia 65450169025.027534\n",
      "Iteration 5, inertia 65259283699.45956\n",
      "Iteration 6, inertia 65121359446.73295\n",
      "Iteration 7, inertia 65023611330.73842\n",
      "Iteration 8, inertia 64946557183.34256\n",
      "Iteration 9, inertia 64879493359.39763\n",
      "Iteration 10, inertia 64825417094.98137\n",
      "Iteration 11, inertia 64781789023.55187\n",
      "Iteration 12, inertia 64746350928.50204\n",
      "Iteration 13, inertia 64715748518.00524\n",
      "Iteration 14, inertia 64691392708.76865\n",
      "Iteration 15, inertia 64672536866.596344\n",
      "Iteration 16, inertia 64656172788.50716\n",
      "Iteration 17, inertia 64640804643.10372\n",
      "Iteration 18, inertia 64625175816.23549\n",
      "Iteration 19, inertia 64610394848.25001\n",
      "Iteration 20, inertia 64596473060.46723\n",
      "Iteration 21, inertia 64583821433.80574\n",
      "Iteration 22, inertia 64570989461.589935\n",
      "Iteration 23, inertia 64558755536.88785\n",
      "Iteration 24, inertia 64547446225.259605\n",
      "Iteration 25, inertia 64538354070.76343\n",
      "Iteration 26, inertia 64530423777.11235\n",
      "Iteration 27, inertia 64524261301.442215\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 28, inertia 64518797247.79924\n",
      "Iteration 29, inertia 64513266646.68338\n",
      "Iteration 30, inertia 64508071850.346306\n",
      "Iteration 31, inertia 64503712931.11902\n",
      "Iteration 32, inertia 64499229974.07829\n",
      "Iteration 33, inertia 64496005357.963615\n",
      "Iteration 34, inertia 64493303474.50737\n",
      "Iteration 35, inertia 64491393175.91411\n",
      "Iteration 36, inertia 64489468997.10024\n",
      "Iteration 37, inertia 64487588542.23063\n",
      "Iteration 38, inertia 64485808574.7342\n",
      "Iteration 39, inertia 64484244992.07988\n",
      "Iteration 40, inertia 64482682260.68801\n",
      "Iteration 41, inertia 64481178287.10503\n",
      "Iteration 42, inertia 64479853196.471054\n",
      "Iteration 43, inertia 64478777437.2193\n",
      "Iteration 44, inertia 64477543452.23487\n",
      "Iteration 45, inertia 64476330383.28414\n",
      "Iteration 46, inertia 64475080104.93963\n",
      "Iteration 47, inertia 64474134509.13757\n",
      "Iteration 48, inertia 64473570262.05064\n",
      "Iteration 49, inertia 64473092773.51088\n",
      "Iteration 50, inertia 64472431332.18434\n",
      "Iteration 51, inertia 64471875550.58206\n",
      "Iteration 52, inertia 64471022255.21316\n",
      "Iteration 53, inertia 64469874422.33455\n",
      "Iteration 54, inertia 64468496643.50132\n",
      "Iteration 55, inertia 64466635465.05895\n",
      "Iteration 56, inertia 64465307723.869576\n",
      "Iteration 57, inertia 64464212498.940285\n",
      "Iteration 58, inertia 64463217161.14436\n",
      "Iteration 59, inertia 64462321850.50657\n",
      "Iteration 60, inertia 64461519653.98468\n",
      "Iteration 61, inertia 64460793618.229004\n",
      "Iteration 62, inertia 64460321249.691826\n",
      "Iteration 63, inertia 64459992791.145294\n",
      "Iteration 64, inertia 64459604833.182045\n",
      "Iteration 65, inertia 64459400028.601616\n",
      "Iteration 66, inertia 64459348756.27225\n",
      "Iteration 67, inertia 64459294052.46321\n",
      "Iteration 68, inertia 64459181385.92225\n",
      "Iteration 69, inertia 64459135979.211624\n",
      "Iteration 70, inertia 64459091225.68321\n",
      "Iteration 71, inertia 64459048331.02704\n",
      "Iteration 72, inertia 64458978616.3649\n",
      "Iteration 73, inertia 64458933573.36338\n",
      "Iteration 74, inertia 64458926140.52538\n",
      "Converged at iteration 74: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94061331702.0\n",
      "Iteration 1, inertia 67654768023.34114\n",
      "Iteration 2, inertia 66272136029.32194\n",
      "Iteration 3, inertia 65772206766.68017\n",
      "Iteration 4, inertia 65492526331.06882\n",
      "Iteration 5, inertia 65301992519.39724\n",
      "Iteration 6, inertia 65152559508.97208\n",
      "Iteration 7, inertia 65040466709.25421\n",
      "Iteration 8, inertia 64960350832.40569\n",
      "Iteration 9, inertia 64892935441.137695\n",
      "Iteration 10, inertia 64834423083.06772\n",
      "Iteration 11, inertia 64786521106.79183\n",
      "Iteration 12, inertia 64745316492.63628\n",
      "Iteration 13, inertia 64710981253.83914\n",
      "Iteration 14, inertia 64682347567.74514\n",
      "Iteration 15, inertia 64659134108.752365\n",
      "Iteration 16, inertia 64639284062.00768\n",
      "Iteration 17, inertia 64620915947.3651\n",
      "Iteration 18, inertia 64602303197.20973\n",
      "Iteration 19, inertia 64587395095.841156\n",
      "Iteration 20, inertia 64575434559.5262\n",
      "Iteration 21, inertia 64564504579.156906\n",
      "Iteration 22, inertia 64554044878.7421\n",
      "Iteration 23, inertia 64543324406.0792\n",
      "Iteration 24, inertia 64534475206.70905\n",
      "Iteration 25, inertia 64527195056.238235\n",
      "Iteration 26, inertia 64521575837.161064\n",
      "Iteration 27, inertia 64516253247.31415\n",
      "Iteration 28, inertia 64510765201.81946\n",
      "Iteration 29, inertia 64506222114.63016\n",
      "Iteration 30, inertia 64502236648.866165\n",
      "Iteration 31, inertia 64499491255.59802\n",
      "Iteration 32, inertia 64497148768.71091\n",
      "Iteration 33, inertia 64494958007.64034\n",
      "Iteration 34, inertia 64493037315.63354\n",
      "Iteration 35, inertia 64490998244.13247\n",
      "Iteration 36, inertia 64489099973.413086\n",
      "Iteration 37, inertia 64487327569.39272\n",
      "Iteration 38, inertia 64485371954.506454\n",
      "Iteration 39, inertia 64483655566.10421\n",
      "Iteration 40, inertia 64482073243.17537\n",
      "Iteration 41, inertia 64480808823.456985\n",
      "Iteration 42, inertia 64479592914.77554\n",
      "Iteration 43, inertia 64478593868.978134\n",
      "Iteration 44, inertia 64477647168.12106\n",
      "Iteration 45, inertia 64476713238.54074\n",
      "Iteration 46, inertia 64475734431.30545\n",
      "Iteration 47, inertia 64475009803.70472\n",
      "Iteration 48, inertia 64473728799.75219\n",
      "Iteration 49, inertia 64472040932.6931\n",
      "Iteration 50, inertia 64469663445.991936\n",
      "Iteration 51, inertia 64467079339.31508\n",
      "Iteration 52, inertia 64464781960.73275\n",
      "Iteration 53, inertia 64462625350.25996\n",
      "Iteration 54, inertia 64460820536.62508\n",
      "Iteration 55, inertia 64458948491.02829\n",
      "Iteration 56, inertia 64457245401.47826\n",
      "Iteration 57, inertia 64455556285.970894\n",
      "Iteration 58, inertia 64453962052.31922\n",
      "Iteration 59, inertia 64452113289.6817\n",
      "Iteration 60, inertia 64450354620.06348\n",
      "Iteration 61, inertia 64449164252.74471\n",
      "Iteration 62, inertia 64448399682.95259\n",
      "Iteration 63, inertia 64447734668.17602\n",
      "Iteration 64, inertia 64446998984.94012\n",
      "Iteration 65, inertia 64446371446.33184\n",
      "Iteration 66, inertia 64445639711.43071\n",
      "Iteration 67, inertia 64445039872.24641\n",
      "Iteration 68, inertia 64444228017.55819\n",
      "Iteration 69, inertia 64443499975.81954\n",
      "Iteration 70, inertia 64443084772.99732\n",
      "Iteration 71, inertia 64442838752.693565\n",
      "Iteration 72, inertia 64442503593.37482\n",
      "Iteration 73, inertia 64442180914.35844\n",
      "Iteration 74, inertia 64441845285.16298\n",
      "Iteration 75, inertia 64441611260.6467\n",
      "Iteration 76, inertia 64441298664.13294\n",
      "Iteration 77, inertia 64440487248.42917\n",
      "Iteration 78, inertia 64440150023.078575\n",
      "Iteration 79, inertia 64439726833.50503\n",
      "Iteration 80, inertia 64439326753.209595\n",
      "Iteration 81, inertia 64439021003.80054\n",
      "Iteration 82, inertia 64438883369.40203\n",
      "Iteration 83, inertia 64438796753.83554\n",
      "Iteration 84, inertia 64438669159.563286\n",
      "Iteration 85, inertia 64438606602.07448\n",
      "Iteration 86, inertia 64438472287.050865\n",
      "Iteration 87, inertia 64438229235.675995\n",
      "Iteration 88, inertia 64438111590.67814\n",
      "Iteration 89, inertia 64438017364.543274\n",
      "Iteration 90, inertia 64437880853.05875\n",
      "Iteration 91, inertia 64437644861.35698\n",
      "Iteration 92, inertia 64437406874.120895\n",
      "Iteration 93, inertia 64437204992.45169\n",
      "Iteration 94, inertia 64436994320.39559\n",
      "Iteration 95, inertia 64436813447.3345\n",
      "Iteration 96, inertia 64436599397.64161\n",
      "Iteration 97, inertia 64436317155.122284\n",
      "Iteration 98, inertia 64435918274.84143\n",
      "Iteration 99, inertia 64435408256.004654\n",
      "Iteration 100, inertia 64435044100.449234\n",
      "Iteration 101, inertia 64434815929.31081\n",
      "Iteration 102, inertia 64434678903.26103\n",
      "Iteration 103, inertia 64434505280.79801\n",
      "Iteration 104, inertia 64434111914.87129\n",
      "Iteration 105, inertia 64433722570.86014\n",
      "Iteration 106, inertia 64433423899.747055\n",
      "Iteration 107, inertia 64433343805.00524\n",
      "Iteration 108, inertia 64433201995.205696\n",
      "Iteration 109, inertia 64433062901.05382\n",
      "Iteration 110, inertia 64432953547.49188\n",
      "Iteration 111, inertia 64432919754.65746\n",
      "Iteration 112, inertia 64432864642.447266\n",
      "Iteration 113, inertia 64432837227.63334\n",
      "Iteration 114, inertia 64432832557.40108\n",
      "Iteration 115, inertia 64432826156.58725\n",
      "Iteration 116, inertia 64432824004.57425\n",
      "Converged at iteration 116: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93643968366.0\n",
      "Iteration 1, inertia 67773743298.06145\n",
      "Iteration 2, inertia 66351212382.55813\n",
      "Iteration 3, inertia 65788183523.619576\n",
      "Iteration 4, inertia 65484008016.70856\n",
      "Iteration 5, inertia 65288715728.63766\n",
      "Iteration 6, inertia 65148107378.32049\n",
      "Iteration 7, inertia 65042160223.92851\n",
      "Iteration 8, inertia 64958144408.43274\n",
      "Iteration 9, inertia 64884526069.77453\n",
      "Iteration 10, inertia 64825774678.513245\n",
      "Iteration 11, inertia 64774948637.42967\n",
      "Iteration 12, inertia 64735748773.07025\n",
      "Iteration 13, inertia 64703276063.765335\n",
      "Iteration 14, inertia 64675505690.95624\n",
      "Iteration 15, inertia 64651333994.14847\n",
      "Iteration 16, inertia 64631831792.0332\n",
      "Iteration 17, inertia 64614887359.83906\n",
      "Iteration 18, inertia 64600352902.71508\n",
      "Iteration 19, inertia 64587528933.56949\n",
      "Iteration 20, inertia 64574123937.245674\n",
      "Iteration 21, inertia 64561653735.931946\n",
      "Iteration 22, inertia 64550505236.15919\n",
      "Iteration 23, inertia 64540648241.7567\n",
      "Iteration 24, inertia 64531608138.14682\n",
      "Iteration 25, inertia 64523516911.33174\n",
      "Iteration 26, inertia 64516314060.137146\n",
      "Iteration 27, inertia 64509782174.54606\n",
      "Iteration 28, inertia 64503302747.10124\n",
      "Iteration 29, inertia 64497871043.14159\n",
      "Iteration 30, inertia 64492922864.808014\n",
      "Iteration 31, inertia 64489066040.83926\n",
      "Iteration 32, inertia 64485801059.942116\n",
      "Iteration 33, inertia 64483100294.745575\n",
      "Iteration 34, inertia 64480768384.02748\n",
      "Iteration 35, inertia 64478337676.06109\n",
      "Iteration 36, inertia 64475907236.424355\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 37, inertia 64473419085.42259\n",
      "Iteration 38, inertia 64470813622.902374\n",
      "Iteration 39, inertia 64467650133.22924\n",
      "Iteration 40, inertia 64464331531.05019\n",
      "Iteration 41, inertia 64461536340.524864\n",
      "Iteration 42, inertia 64459138510.764084\n",
      "Iteration 43, inertia 64456808239.4196\n",
      "Iteration 44, inertia 64454676104.943344\n",
      "Iteration 45, inertia 64452466033.33549\n",
      "Iteration 46, inertia 64450004525.09275\n",
      "Iteration 47, inertia 64448482041.993484\n",
      "Iteration 48, inertia 64447234448.599144\n",
      "Iteration 49, inertia 64445446214.80143\n",
      "Iteration 50, inertia 64443446810.12141\n",
      "Iteration 51, inertia 64441823707.959175\n",
      "Iteration 52, inertia 64440514165.313515\n",
      "Iteration 53, inertia 64439266620.895454\n",
      "Iteration 54, inertia 64438037736.79105\n",
      "Iteration 55, inertia 64436483995.133675\n",
      "Iteration 56, inertia 64434550718.961426\n",
      "Iteration 57, inertia 64432863688.54147\n",
      "Iteration 58, inertia 64431515769.26628\n",
      "Iteration 59, inertia 64430623428.50912\n",
      "Iteration 60, inertia 64429882107.27998\n",
      "Iteration 61, inertia 64429372011.430786\n",
      "Iteration 62, inertia 64429018459.50128\n",
      "Iteration 63, inertia 64428768729.650475\n",
      "Iteration 64, inertia 64428662264.42699\n",
      "Iteration 65, inertia 64428602499.21287\n",
      "Iteration 66, inertia 64428525797.78407\n",
      "Iteration 67, inertia 64428408022.46799\n",
      "Iteration 68, inertia 64428349366.16389\n",
      "Iteration 69, inertia 64428333377.37547\n",
      "Iteration 70, inertia 64428325575.59432\n",
      "Converged at iteration 70: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94368301428.0\n",
      "Iteration 1, inertia 67831656291.44787\n",
      "Iteration 2, inertia 66359633125.250015\n",
      "Iteration 3, inertia 65796192252.60394\n",
      "Iteration 4, inertia 65480341758.01309\n",
      "Iteration 5, inertia 65278275937.73447\n",
      "Iteration 6, inertia 65143349313.717514\n",
      "Iteration 7, inertia 65037274650.91928\n",
      "Iteration 8, inertia 64948149175.83956\n",
      "Iteration 9, inertia 64882617821.131836\n",
      "Iteration 10, inertia 64826020042.04651\n",
      "Iteration 11, inertia 64777610014.57944\n",
      "Iteration 12, inertia 64738428945.17389\n",
      "Iteration 13, inertia 64704889218.725426\n",
      "Iteration 14, inertia 64669996554.358604\n",
      "Iteration 15, inertia 64643881427.488716\n",
      "Iteration 16, inertia 64623277232.72121\n",
      "Iteration 17, inertia 64604000348.88693\n",
      "Iteration 18, inertia 64587703458.089355\n",
      "Iteration 19, inertia 64574786066.02029\n",
      "Iteration 20, inertia 64562546094.19696\n",
      "Iteration 21, inertia 64551481410.342384\n",
      "Iteration 22, inertia 64541741857.863525\n",
      "Iteration 23, inertia 64532503669.92584\n",
      "Iteration 24, inertia 64524401799.97542\n",
      "Iteration 25, inertia 64516656826.55056\n",
      "Iteration 26, inertia 64510030554.60584\n",
      "Iteration 27, inertia 64503934126.367325\n",
      "Iteration 28, inertia 64498284797.90308\n",
      "Iteration 29, inertia 64493398959.074715\n",
      "Iteration 30, inertia 64489043229.44632\n",
      "Iteration 31, inertia 64484274273.778725\n",
      "Iteration 32, inertia 64480681499.76829\n",
      "Iteration 33, inertia 64477513016.48971\n",
      "Iteration 34, inertia 64474785148.70723\n",
      "Iteration 35, inertia 64473053899.84502\n",
      "Iteration 36, inertia 64471690845.4814\n",
      "Iteration 37, inertia 64470752363.476074\n",
      "Iteration 38, inertia 64470329596.2662\n",
      "Iteration 39, inertia 64470025946.76627\n",
      "Iteration 40, inertia 64469644661.73515\n",
      "Iteration 41, inertia 64469256500.786\n",
      "Iteration 42, inertia 64468851776.93596\n",
      "Iteration 43, inertia 64468270595.508896\n",
      "Iteration 44, inertia 64467514885.447525\n",
      "Iteration 45, inertia 64467071156.24125\n",
      "Iteration 46, inertia 64466644744.19192\n",
      "Iteration 47, inertia 64466352340.72867\n",
      "Iteration 48, inertia 64466006101.568184\n",
      "Iteration 49, inertia 64465558029.828415\n",
      "Iteration 50, inertia 64465134831.66485\n",
      "Iteration 51, inertia 64464747284.93734\n",
      "Iteration 52, inertia 64464512182.33698\n",
      "Iteration 53, inertia 64464205136.99048\n",
      "Iteration 54, inertia 64463870228.586105\n",
      "Iteration 55, inertia 64463699688.124535\n",
      "Iteration 56, inertia 64463618640.233475\n",
      "Iteration 57, inertia 64463578207.67254\n",
      "Converged at iteration 57: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93517286768.0\n",
      "Iteration 1, inertia 67775850533.73729\n",
      "Iteration 2, inertia 66410727146.41088\n",
      "Iteration 3, inertia 65870864985.35799\n",
      "Iteration 4, inertia 65567735024.67547\n",
      "Iteration 5, inertia 65358910009.71735\n",
      "Iteration 6, inertia 65201106928.84953\n",
      "Iteration 7, inertia 65076003042.78477\n",
      "Iteration 8, inertia 64986487290.700676\n",
      "Iteration 9, inertia 64920821189.049805\n",
      "Iteration 10, inertia 64869233845.82803\n",
      "Iteration 11, inertia 64825064625.10353\n",
      "Iteration 12, inertia 64786276002.23672\n",
      "Iteration 13, inertia 64754820737.72141\n",
      "Iteration 14, inertia 64728758065.076935\n",
      "Iteration 15, inertia 64702731908.27682\n",
      "Iteration 16, inertia 64681386530.77112\n",
      "Iteration 17, inertia 64663015926.90549\n",
      "Iteration 18, inertia 64647234689.16031\n",
      "Iteration 19, inertia 64632395461.41928\n",
      "Iteration 20, inertia 64619593128.139885\n",
      "Iteration 21, inertia 64609915933.166595\n",
      "Iteration 22, inertia 64600927169.24225\n",
      "Iteration 23, inertia 64589898665.818245\n",
      "Iteration 24, inertia 64577862002.720184\n",
      "Iteration 25, inertia 64566186544.48109\n",
      "Iteration 26, inertia 64556163987.72831\n",
      "Iteration 27, inertia 64548963924.348045\n",
      "Iteration 28, inertia 64542779287.728294\n",
      "Iteration 29, inertia 64536646654.288445\n",
      "Iteration 30, inertia 64527796542.415665\n",
      "Iteration 31, inertia 64519491093.80644\n",
      "Iteration 32, inertia 64513698941.57243\n",
      "Iteration 33, inertia 64508503020.76604\n",
      "Iteration 34, inertia 64504659476.633316\n",
      "Iteration 35, inertia 64501068307.11386\n",
      "Iteration 36, inertia 64497206908.014244\n",
      "Iteration 37, inertia 64494607457.14847\n",
      "Iteration 38, inertia 64492391532.142815\n",
      "Iteration 39, inertia 64490617755.79384\n",
      "Iteration 40, inertia 64488792887.916794\n",
      "Iteration 41, inertia 64486945624.662\n",
      "Iteration 42, inertia 64485398626.87993\n",
      "Iteration 43, inertia 64483751551.694824\n",
      "Iteration 44, inertia 64482296893.44315\n",
      "Iteration 45, inertia 64481005389.11786\n",
      "Iteration 46, inertia 64479723063.488304\n",
      "Iteration 47, inertia 64478296273.2281\n",
      "Iteration 48, inertia 64476460583.64269\n",
      "Iteration 49, inertia 64474410093.95639\n",
      "Iteration 50, inertia 64472003445.78165\n",
      "Iteration 51, inertia 64469923866.93089\n",
      "Iteration 52, inertia 64468381302.763855\n",
      "Iteration 53, inertia 64466406640.86312\n",
      "Iteration 54, inertia 64464439076.68825\n",
      "Iteration 55, inertia 64462743985.332825\n",
      "Iteration 56, inertia 64461401900.90591\n",
      "Iteration 57, inertia 64459947643.944466\n",
      "Iteration 58, inertia 64458314506.31966\n",
      "Iteration 59, inertia 64456706557.16234\n",
      "Iteration 60, inertia 64455775521.942924\n",
      "Iteration 61, inertia 64455165285.84232\n",
      "Iteration 62, inertia 64454745038.64041\n",
      "Iteration 63, inertia 64454399770.11125\n",
      "Iteration 64, inertia 64454093078.252754\n",
      "Iteration 65, inertia 64453821437.92525\n",
      "Iteration 66, inertia 64453427133.98148\n",
      "Iteration 67, inertia 64453149625.942635\n",
      "Iteration 68, inertia 64452943749.63702\n",
      "Iteration 69, inertia 64452826733.68679\n",
      "Iteration 70, inertia 64452700444.47192\n",
      "Iteration 71, inertia 64452483145.73203\n",
      "Iteration 72, inertia 64452294763.16251\n",
      "Iteration 73, inertia 64452082666.907585\n",
      "Iteration 74, inertia 64451793928.03454\n",
      "Iteration 75, inertia 64451679633.41487\n",
      "Iteration 76, inertia 64451615939.830185\n",
      "Iteration 77, inertia 64451598055.91768\n",
      "Iteration 78, inertia 64451592477.49636\n",
      "Converged at iteration 78: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93781745754.0\n",
      "Iteration 1, inertia 67786837501.92761\n",
      "Iteration 2, inertia 66307517514.77715\n",
      "Iteration 3, inertia 65773510323.96349\n",
      "Iteration 4, inertia 65494721587.55832\n",
      "Iteration 5, inertia 65311779999.79614\n",
      "Iteration 6, inertia 65174056714.39656\n",
      "Iteration 7, inertia 65076357934.167305\n",
      "Iteration 8, inertia 64993430253.666405\n",
      "Iteration 9, inertia 64924500947.40657\n",
      "Iteration 10, inertia 64873307112.76686\n",
      "Iteration 11, inertia 64830538071.62766\n",
      "Iteration 12, inertia 64795735852.45575\n",
      "Iteration 13, inertia 64766706698.575966\n",
      "Iteration 14, inertia 64743957362.88018\n",
      "Iteration 15, inertia 64725456968.16715\n",
      "Iteration 16, inertia 64708448952.53548\n",
      "Iteration 17, inertia 64692883264.10161\n",
      "Iteration 18, inertia 64679320362.84961\n",
      "Iteration 19, inertia 64666134378.329666\n",
      "Iteration 20, inertia 64654152387.8004\n",
      "Iteration 21, inertia 64643854314.81344\n",
      "Iteration 22, inertia 64632710333.33658\n",
      "Iteration 23, inertia 64620072928.809135\n",
      "Iteration 24, inertia 64610294578.23565\n",
      "Iteration 25, inertia 64603106031.9368\n",
      "Iteration 26, inertia 64595740304.40325\n",
      "Iteration 27, inertia 64588884971.09068\n",
      "Iteration 28, inertia 64583600865.902855\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 29, inertia 64579089245.93229\n",
      "Iteration 30, inertia 64574698534.377396\n",
      "Iteration 31, inertia 64570407444.41377\n",
      "Iteration 32, inertia 64565594548.38964\n",
      "Iteration 33, inertia 64560373853.79205\n",
      "Iteration 34, inertia 64555772749.07698\n",
      "Iteration 35, inertia 64551700933.804184\n",
      "Iteration 36, inertia 64548426270.89407\n",
      "Iteration 37, inertia 64545698008.28218\n",
      "Iteration 38, inertia 64543539836.93538\n",
      "Iteration 39, inertia 64541143542.870316\n",
      "Iteration 40, inertia 64539024526.252075\n",
      "Iteration 41, inertia 64537188822.556625\n",
      "Iteration 42, inertia 64535398927.10249\n",
      "Iteration 43, inertia 64534105711.382454\n",
      "Iteration 44, inertia 64533167162.18997\n",
      "Iteration 45, inertia 64532264925.0591\n",
      "Iteration 46, inertia 64531541734.66268\n",
      "Iteration 47, inertia 64530932707.71142\n",
      "Iteration 48, inertia 64530491821.7132\n",
      "Iteration 49, inertia 64530028307.90585\n",
      "Iteration 50, inertia 64529672790.26343\n",
      "Iteration 51, inertia 64529370286.74787\n",
      "Iteration 52, inertia 64529041267.907845\n",
      "Iteration 53, inertia 64528740310.16028\n",
      "Iteration 54, inertia 64528546730.781075\n",
      "Iteration 55, inertia 64528202746.84589\n",
      "Iteration 56, inertia 64527970624.806335\n",
      "Iteration 57, inertia 64527775400.59334\n",
      "Iteration 58, inertia 64527648993.953354\n",
      "Iteration 59, inertia 64527567533.984535\n",
      "Iteration 60, inertia 64527372656.33655\n",
      "Iteration 61, inertia 64527334705.30647\n",
      "Converged at iteration 61: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 8059.78it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   13.5s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 400 \n",
      "  Threshold value :  1500 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94162286169.0\n",
      "Iteration 1, inertia 67643577221.26467\n",
      "Iteration 2, inertia 66291986369.05136\n",
      "Iteration 3, inertia 65769301333.385574\n",
      "Iteration 4, inertia 65477958903.09144\n",
      "Iteration 5, inertia 65281372388.95164\n",
      "Iteration 6, inertia 65131209170.39633\n",
      "Iteration 7, inertia 65023798733.083\n",
      "Iteration 8, inertia 64941874723.5402\n",
      "Iteration 9, inertia 64874308848.90144\n",
      "Iteration 10, inertia 64818134773.060875\n",
      "Iteration 11, inertia 64771792992.276695\n",
      "Iteration 12, inertia 64732655884.873955\n",
      "Iteration 13, inertia 64700329236.83953\n",
      "Iteration 14, inertia 64673550639.11868\n",
      "Iteration 15, inertia 64652696353.95055\n",
      "Iteration 16, inertia 64634491584.24222\n",
      "Iteration 17, inertia 64620243974.58485\n",
      "Iteration 18, inertia 64607223580.24659\n",
      "Iteration 19, inertia 64596160871.78822\n",
      "Iteration 20, inertia 64585228584.07052\n",
      "Iteration 21, inertia 64574897156.93964\n",
      "Iteration 22, inertia 64565196146.06329\n",
      "Iteration 23, inertia 64556523222.69459\n",
      "Iteration 24, inertia 64547005487.73984\n",
      "Iteration 25, inertia 64538684945.16069\n",
      "Iteration 26, inertia 64532734752.761986\n",
      "Iteration 27, inertia 64526779094.6415\n",
      "Iteration 28, inertia 64520475325.67777\n",
      "Iteration 29, inertia 64514823662.51862\n",
      "Iteration 30, inertia 64510114065.821014\n",
      "Iteration 31, inertia 64505930860.48892\n",
      "Iteration 32, inertia 64501993164.56019\n",
      "Iteration 33, inertia 64497393887.115234\n",
      "Iteration 34, inertia 64492872158.41989\n",
      "Iteration 35, inertia 64488833484.719955\n",
      "Iteration 36, inertia 64485809886.00594\n",
      "Iteration 37, inertia 64483288816.56247\n",
      "Iteration 38, inertia 64481342255.854126\n",
      "Iteration 39, inertia 64479731757.0831\n",
      "Iteration 40, inertia 64478575619.891525\n",
      "Iteration 41, inertia 64477310734.97366\n",
      "Iteration 42, inertia 64476317685.88735\n",
      "Iteration 43, inertia 64475253427.52535\n",
      "Iteration 44, inertia 64474255782.636955\n",
      "Iteration 45, inertia 64473108598.60214\n",
      "Iteration 46, inertia 64472303525.416794\n",
      "Iteration 47, inertia 64471483742.77857\n",
      "Iteration 48, inertia 64470543100.317474\n",
      "Iteration 49, inertia 64469946526.34749\n",
      "Iteration 50, inertia 64469494471.34535\n",
      "Iteration 51, inertia 64469157713.099365\n",
      "Iteration 52, inertia 64468782191.87272\n",
      "Iteration 53, inertia 64468411633.23119\n",
      "Iteration 54, inertia 64468107710.42746\n",
      "Iteration 55, inertia 64467739393.76132\n",
      "Iteration 56, inertia 64467309615.03538\n",
      "Iteration 57, inertia 64466948225.0943\n",
      "Iteration 58, inertia 64466687252.41764\n",
      "Iteration 59, inertia 64466331237.52991\n",
      "Iteration 60, inertia 64465786578.105446\n",
      "Iteration 61, inertia 64465392392.4166\n",
      "Iteration 62, inertia 64465225877.5435\n",
      "Iteration 63, inertia 64465087557.92767\n",
      "Iteration 64, inertia 64465024530.24376\n",
      "Iteration 65, inertia 64464931540.3194\n",
      "Iteration 66, inertia 64464863686.958595\n",
      "Iteration 67, inertia 64464756530.92203\n",
      "Iteration 68, inertia 64464564061.374855\n",
      "Iteration 69, inertia 64464362015.751076\n",
      "Iteration 70, inertia 64464112433.745766\n",
      "Iteration 71, inertia 64463807990.56569\n",
      "Iteration 72, inertia 64463597333.71255\n",
      "Iteration 73, inertia 64463254398.0253\n",
      "Iteration 74, inertia 64463066085.70841\n",
      "Iteration 75, inertia 64462858223.742676\n",
      "Iteration 76, inertia 64462615545.4918\n",
      "Iteration 77, inertia 64462355780.52084\n",
      "Iteration 78, inertia 64462246004.03901\n",
      "Iteration 79, inertia 64462102405.08801\n",
      "Iteration 80, inertia 64461962570.99884\n",
      "Iteration 81, inertia 64461928194.85614\n",
      "Iteration 82, inertia 64461904471.15856\n",
      "Iteration 83, inertia 64461868645.861946\n",
      "Iteration 84, inertia 64461828990.39193\n",
      "Iteration 85, inertia 64461813071.100174\n",
      "Converged at iteration 85: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94058049744.0\n",
      "Iteration 1, inertia 67723346262.8786\n",
      "Iteration 2, inertia 66316454898.83588\n",
      "Iteration 3, inertia 65779134694.14104\n",
      "Iteration 4, inertia 65510081409.16383\n",
      "Iteration 5, inertia 65331014211.82475\n",
      "Iteration 6, inertia 65199411713.57529\n",
      "Iteration 7, inertia 65098688604.79264\n",
      "Iteration 8, inertia 65016983037.50601\n",
      "Iteration 9, inertia 64940784201.936005\n",
      "Iteration 10, inertia 64877364742.631134\n",
      "Iteration 11, inertia 64829143998.46437\n",
      "Iteration 12, inertia 64786432574.689804\n",
      "Iteration 13, inertia 64751663107.88452\n",
      "Iteration 14, inertia 64722841103.34988\n",
      "Iteration 15, inertia 64700508425.97039\n",
      "Iteration 16, inertia 64682951189.684265\n",
      "Iteration 17, inertia 64666660553.23689\n",
      "Iteration 18, inertia 64649477397.75737\n",
      "Iteration 19, inertia 64632518485.19592\n",
      "Iteration 20, inertia 64616593407.49112\n",
      "Iteration 21, inertia 64603230505.19725\n",
      "Iteration 22, inertia 64591878345.5895\n",
      "Iteration 23, inertia 64581083226.83214\n",
      "Iteration 24, inertia 64571696001.0899\n",
      "Iteration 25, inertia 64563810144.77081\n",
      "Iteration 26, inertia 64556170438.887764\n",
      "Iteration 27, inertia 64548478525.42198\n",
      "Iteration 28, inertia 64540900310.24889\n",
      "Iteration 29, inertia 64534718092.05191\n",
      "Iteration 30, inertia 64529743148.09984\n",
      "Iteration 31, inertia 64525812445.9247\n",
      "Iteration 32, inertia 64522010013.03053\n",
      "Iteration 33, inertia 64518595049.52827\n",
      "Iteration 34, inertia 64514454558.657906\n",
      "Iteration 35, inertia 64510945119.46778\n",
      "Iteration 36, inertia 64508207616.01385\n",
      "Iteration 37, inertia 64505436281.25337\n",
      "Iteration 38, inertia 64502893686.77638\n",
      "Iteration 39, inertia 64499619111.53587\n",
      "Iteration 40, inertia 64496878689.75576\n",
      "Iteration 41, inertia 64494633164.59781\n",
      "Iteration 42, inertia 64492602601.9254\n",
      "Iteration 43, inertia 64491217539.95194\n",
      "Iteration 44, inertia 64490192108.856964\n",
      "Iteration 45, inertia 64489103295.72282\n",
      "Iteration 46, inertia 64487771314.71467\n",
      "Iteration 47, inertia 64486472979.99815\n",
      "Iteration 48, inertia 64485350124.018135\n",
      "Iteration 49, inertia 64484479551.84249\n",
      "Iteration 50, inertia 64483303007.24422\n",
      "Iteration 51, inertia 64481762946.25543\n",
      "Iteration 52, inertia 64480747264.90292\n",
      "Iteration 53, inertia 64480128199.87526\n",
      "Iteration 54, inertia 64479037383.55156\n",
      "Iteration 55, inertia 64477839300.80534\n",
      "Iteration 56, inertia 64477207997.5355\n",
      "Iteration 57, inertia 64476596947.1916\n",
      "Iteration 58, inertia 64476051991.86654\n",
      "Iteration 59, inertia 64475608350.36661\n",
      "Iteration 60, inertia 64474731723.811\n",
      "Iteration 61, inertia 64473906290.19439\n",
      "Iteration 62, inertia 64473088456.63558\n",
      "Iteration 63, inertia 64472488537.49753\n",
      "Iteration 64, inertia 64471876528.92659\n",
      "Iteration 65, inertia 64471479110.86215\n",
      "Iteration 66, inertia 64471222940.8298\n",
      "Iteration 67, inertia 64470965828.02184\n",
      "Iteration 68, inertia 64470785992.99343\n",
      "Iteration 69, inertia 64470698218.43037\n",
      "Iteration 70, inertia 64470569108.35669\n",
      "Iteration 71, inertia 64470472668.33951\n",
      "Iteration 72, inertia 64470357900.46171\n",
      "Iteration 73, inertia 64470311435.99449\n",
      "Iteration 74, inertia 64470255584.700066\n",
      "Iteration 75, inertia 64470171719.55115\n",
      "Iteration 76, inertia 64470109135.46594\n",
      "Iteration 77, inertia 64470022857.29817\n",
      "Iteration 78, inertia 64469944205.04415\n",
      "Iteration 79, inertia 64469841788.99865\n",
      "Iteration 80, inertia 64469745894.333115\n",
      "Iteration 81, inertia 64469605674.0267\n",
      "Iteration 82, inertia 64469522709.39092\n",
      "Iteration 83, inertia 64469436656.39713\n",
      "Iteration 84, inertia 64469300657.54484\n",
      "Iteration 85, inertia 64469177747.73342\n",
      "Iteration 86, inertia 64468958481.35947\n",
      "Iteration 87, inertia 64468734698.49247\n",
      "Iteration 88, inertia 64468595098.7383\n",
      "Iteration 89, inertia 64468504836.92177\n",
      "Iteration 90, inertia 64468465566.557434\n",
      "Iteration 91, inertia 64468443488.36963\n",
      "Iteration 92, inertia 64468438580.65009\n",
      "Converged at iteration 92: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93833723757.0\n",
      "Iteration 1, inertia 67809165049.50004\n",
      "Iteration 2, inertia 66354243602.410034\n",
      "Iteration 3, inertia 65775207204.46894\n",
      "Iteration 4, inertia 65451731393.66499\n",
      "Iteration 5, inertia 65243529363.40022\n",
      "Iteration 6, inertia 65103004953.58043\n",
      "Iteration 7, inertia 65003231517.64366\n",
      "Iteration 8, inertia 64928202656.19776\n",
      "Iteration 9, inertia 64864996512.494064\n",
      "Iteration 10, inertia 64811240065.2791\n",
      "Iteration 11, inertia 64765525406.495766\n",
      "Iteration 12, inertia 64725390416.63161\n",
      "Iteration 13, inertia 64692390403.907234\n",
      "Iteration 14, inertia 64666409443.18349\n",
      "Iteration 15, inertia 64645636450.118675\n",
      "Iteration 16, inertia 64627168776.42505\n",
      "Iteration 17, inertia 64612662526.54934\n",
      "Iteration 18, inertia 64600813218.812996\n",
      "Iteration 19, inertia 64590507482.767654\n",
      "Iteration 20, inertia 64582466922.37546\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 21, inertia 64575363133.106125\n",
      "Iteration 22, inertia 64568747662.11396\n",
      "Iteration 23, inertia 64563176942.49647\n",
      "Iteration 24, inertia 64558734376.283714\n",
      "Iteration 25, inertia 64555059178.03976\n",
      "Iteration 26, inertia 64552214956.71958\n",
      "Iteration 27, inertia 64550295737.161415\n",
      "Iteration 28, inertia 64548600336.33752\n",
      "Iteration 29, inertia 64547494809.83639\n",
      "Iteration 30, inertia 64546228894.92745\n",
      "Iteration 31, inertia 64545274060.585655\n",
      "Iteration 32, inertia 64544568258.35826\n",
      "Iteration 33, inertia 64543933857.99046\n",
      "Iteration 34, inertia 64543329195.731026\n",
      "Iteration 35, inertia 64542826436.74036\n",
      "Iteration 36, inertia 64542387267.26824\n",
      "Iteration 37, inertia 64541977955.40016\n",
      "Iteration 38, inertia 64541633581.88992\n",
      "Iteration 39, inertia 64541352512.75369\n",
      "Iteration 40, inertia 64540978788.64298\n",
      "Iteration 41, inertia 64540721518.98912\n",
      "Iteration 42, inertia 64540618455.00525\n",
      "Iteration 43, inertia 64540546733.9105\n",
      "Iteration 44, inertia 64540503933.37441\n",
      "Iteration 45, inertia 64540464713.49754\n",
      "Iteration 46, inertia 64540439013.2353\n",
      "Iteration 47, inertia 64540425290.74412\n",
      "Iteration 48, inertia 64540387423.50352\n",
      "Iteration 49, inertia 64540346323.944084\n",
      "Iteration 50, inertia 64540214977.784195\n",
      "Iteration 51, inertia 64539944529.42517\n",
      "Iteration 52, inertia 64539597885.349045\n",
      "Iteration 53, inertia 64539159988.95602\n",
      "Iteration 54, inertia 64538720321.16631\n",
      "Iteration 55, inertia 64538311875.13469\n",
      "Iteration 56, inertia 64537963357.63504\n",
      "Iteration 57, inertia 64537770110.82955\n",
      "Iteration 58, inertia 64537628377.18754\n",
      "Iteration 59, inertia 64537509892.73089\n",
      "Iteration 60, inertia 64537320198.358925\n",
      "Iteration 61, inertia 64537057976.53149\n",
      "Iteration 62, inertia 64536771207.94876\n",
      "Iteration 63, inertia 64536353254.01674\n",
      "Iteration 64, inertia 64535878163.572975\n",
      "Iteration 65, inertia 64535454987.30085\n",
      "Iteration 66, inertia 64535269066.445625\n",
      "Iteration 67, inertia 64535050254.42094\n",
      "Iteration 68, inertia 64534869873.4941\n",
      "Iteration 69, inertia 64534760973.091675\n",
      "Iteration 70, inertia 64534646343.64236\n",
      "Iteration 71, inertia 64534494965.30622\n",
      "Iteration 72, inertia 64534249446.263725\n",
      "Iteration 73, inertia 64533956982.85432\n",
      "Iteration 74, inertia 64533830506.80782\n",
      "Iteration 75, inertia 64533755966.95604\n",
      "Iteration 76, inertia 64533665310.60113\n",
      "Iteration 77, inertia 64533620170.59214\n",
      "Iteration 78, inertia 64533586053.47173\n",
      "Iteration 79, inertia 64533562018.4657\n",
      "Iteration 80, inertia 64533558727.23858\n",
      "Converged at iteration 80: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93477182983.0\n",
      "Iteration 1, inertia 67553856918.894585\n",
      "Iteration 2, inertia 66221779416.028595\n",
      "Iteration 3, inertia 65716912621.596016\n",
      "Iteration 4, inertia 65442535816.224464\n",
      "Iteration 5, inertia 65269506392.59645\n",
      "Iteration 6, inertia 65143794927.85985\n",
      "Iteration 7, inertia 65039915241.67707\n",
      "Iteration 8, inertia 64953325461.250435\n",
      "Iteration 9, inertia 64884930956.545525\n",
      "Iteration 10, inertia 64830418830.08928\n",
      "Iteration 11, inertia 64787282384.20684\n",
      "Iteration 12, inertia 64752872337.56708\n",
      "Iteration 13, inertia 64724224482.18432\n",
      "Iteration 14, inertia 64700716736.59379\n",
      "Iteration 15, inertia 64679400906.66976\n",
      "Iteration 16, inertia 64662561324.90478\n",
      "Iteration 17, inertia 64644729418.01375\n",
      "Iteration 18, inertia 64629407796.41479\n",
      "Iteration 19, inertia 64615734380.60576\n",
      "Iteration 20, inertia 64603093218.06163\n",
      "Iteration 21, inertia 64590948427.092094\n",
      "Iteration 22, inertia 64577278614.165794\n",
      "Iteration 23, inertia 64564820231.45517\n",
      "Iteration 24, inertia 64553671708.37842\n",
      "Iteration 25, inertia 64546153731.05943\n",
      "Iteration 26, inertia 64540185023.02097\n",
      "Iteration 27, inertia 64535227304.07896\n",
      "Iteration 28, inertia 64530907552.954765\n",
      "Iteration 29, inertia 64527361725.29708\n",
      "Iteration 30, inertia 64524560425.644165\n",
      "Iteration 31, inertia 64521514082.61832\n",
      "Iteration 32, inertia 64519437347.4081\n",
      "Iteration 33, inertia 64517479534.1064\n",
      "Iteration 34, inertia 64515765354.90788\n",
      "Iteration 35, inertia 64514099701.32149\n",
      "Iteration 36, inertia 64512857197.436485\n",
      "Iteration 37, inertia 64511506352.899284\n",
      "Iteration 38, inertia 64510027012.43367\n",
      "Iteration 39, inertia 64508839526.736244\n",
      "Iteration 40, inertia 64507674357.28986\n",
      "Iteration 41, inertia 64506753241.447136\n",
      "Iteration 42, inertia 64505965422.63256\n",
      "Iteration 43, inertia 64505428810.597595\n",
      "Iteration 44, inertia 64505112724.314926\n",
      "Iteration 45, inertia 64504762099.30903\n",
      "Iteration 46, inertia 64504296918.04799\n",
      "Iteration 47, inertia 64503833548.903046\n",
      "Iteration 48, inertia 64503565002.998985\n",
      "Iteration 49, inertia 64503345729.56467\n",
      "Iteration 50, inertia 64503069369.21327\n",
      "Iteration 51, inertia 64502577997.2967\n",
      "Iteration 52, inertia 64502274196.30784\n",
      "Iteration 53, inertia 64502080956.98989\n",
      "Iteration 54, inertia 64501845231.58832\n",
      "Iteration 55, inertia 64501606094.81828\n",
      "Iteration 56, inertia 64501375787.36274\n",
      "Iteration 57, inertia 64501092100.29837\n",
      "Iteration 58, inertia 64500951414.73824\n",
      "Iteration 59, inertia 64500798850.835396\n",
      "Iteration 60, inertia 64500594073.48583\n",
      "Iteration 61, inertia 64500303671.77864\n",
      "Iteration 62, inertia 64499972723.128654\n",
      "Iteration 63, inertia 64499533244.574165\n",
      "Iteration 64, inertia 64499241263.72978\n",
      "Iteration 65, inertia 64499001940.436615\n",
      "Iteration 66, inertia 64498620122.838104\n",
      "Iteration 67, inertia 64498276412.3798\n",
      "Iteration 68, inertia 64497841298.383125\n",
      "Iteration 69, inertia 64497351831.5855\n",
      "Iteration 70, inertia 64496982726.42403\n",
      "Iteration 71, inertia 64496482881.983635\n",
      "Iteration 72, inertia 64496245773.21444\n",
      "Iteration 73, inertia 64495971297.87082\n",
      "Iteration 74, inertia 64495611307.44138\n",
      "Iteration 75, inertia 64495272682.0013\n",
      "Iteration 76, inertia 64494772957.33006\n",
      "Iteration 77, inertia 64494397954.85821\n",
      "Iteration 78, inertia 64494084326.86361\n",
      "Iteration 79, inertia 64493850764.05592\n",
      "Iteration 80, inertia 64493562374.40175\n",
      "Iteration 81, inertia 64493200374.89975\n",
      "Iteration 82, inertia 64492954068.6719\n",
      "Iteration 83, inertia 64492693876.5251\n",
      "Iteration 84, inertia 64492465017.15771\n",
      "Iteration 85, inertia 64492265494.39609\n",
      "Iteration 86, inertia 64492135902.39017\n",
      "Iteration 87, inertia 64491968996.388756\n",
      "Iteration 88, inertia 64491855044.11472\n",
      "Iteration 89, inertia 64491726308.54591\n",
      "Iteration 90, inertia 64491632712.504974\n",
      "Iteration 91, inertia 64491537133.17966\n",
      "Iteration 92, inertia 64491481861.400604\n",
      "Iteration 93, inertia 64491432707.781006\n",
      "Iteration 94, inertia 64491380804.08842\n",
      "Iteration 95, inertia 64491322188.9337\n",
      "Iteration 96, inertia 64491206872.6571\n",
      "Iteration 97, inertia 64491144443.38611\n",
      "Iteration 98, inertia 64491059146.670135\n",
      "Iteration 99, inertia 64490975452.85685\n",
      "Iteration 100, inertia 64490845738.25336\n",
      "Iteration 101, inertia 64490777389.93065\n",
      "Iteration 102, inertia 64490719201.995384\n",
      "Iteration 103, inertia 64490643709.37763\n",
      "Iteration 104, inertia 64490568751.7333\n",
      "Iteration 105, inertia 64490497823.41382\n",
      "Iteration 106, inertia 64490269495.70496\n",
      "Iteration 107, inertia 64490043965.790276\n",
      "Iteration 108, inertia 64489761617.27839\n",
      "Iteration 109, inertia 64489563498.59675\n",
      "Iteration 110, inertia 64489457624.22624\n",
      "Iteration 111, inertia 64489394398.20366\n",
      "Iteration 112, inertia 64489375857.76799\n",
      "Converged at iteration 112: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94182516058.0\n",
      "Iteration 1, inertia 67746679035.112\n",
      "Iteration 2, inertia 66315221673.6801\n",
      "Iteration 3, inertia 65759396465.46625\n",
      "Iteration 4, inertia 65450169025.027534\n",
      "Iteration 5, inertia 65259283699.459564\n",
      "Iteration 6, inertia 65121359446.73295\n",
      "Iteration 7, inertia 65023611330.73842\n",
      "Iteration 8, inertia 64946557183.34256\n",
      "Iteration 9, inertia 64879493359.39763\n",
      "Iteration 10, inertia 64825417094.98137\n",
      "Iteration 11, inertia 64781789023.55187\n",
      "Iteration 12, inertia 64746350928.50203\n",
      "Iteration 13, inertia 64715748518.00523\n",
      "Iteration 14, inertia 64691392708.76865\n",
      "Iteration 15, inertia 64672536866.596344\n",
      "Iteration 16, inertia 64656172788.50716\n",
      "Iteration 17, inertia 64640804643.10372\n",
      "Iteration 18, inertia 64625175816.23549\n",
      "Iteration 19, inertia 64610394848.25\n",
      "Iteration 20, inertia 64596473060.46723\n",
      "Iteration 21, inertia 64583821433.80574\n",
      "Iteration 22, inertia 64570989461.589935\n",
      "Iteration 23, inertia 64558755536.88785\n",
      "Iteration 24, inertia 64547446225.259605\n",
      "Iteration 25, inertia 64538354070.76343\n",
      "Iteration 26, inertia 64530423777.11235\n",
      "Iteration 27, inertia 64524261301.442215\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 28, inertia 64518797247.79924\n",
      "Iteration 29, inertia 64513266646.68338\n",
      "Iteration 30, inertia 64508071850.3463\n",
      "Iteration 31, inertia 64503712931.11902\n",
      "Iteration 32, inertia 64499229974.0783\n",
      "Iteration 33, inertia 64496005357.963615\n",
      "Iteration 34, inertia 64493303474.50737\n",
      "Iteration 35, inertia 64491393175.91411\n",
      "Iteration 36, inertia 64489468997.10024\n",
      "Iteration 37, inertia 64487588542.23063\n",
      "Iteration 38, inertia 64485808574.7342\n",
      "Iteration 39, inertia 64484244992.07988\n",
      "Iteration 40, inertia 64482682260.68801\n",
      "Iteration 41, inertia 64481178287.10503\n",
      "Iteration 42, inertia 64479853196.47105\n",
      "Iteration 43, inertia 64478777437.21931\n",
      "Iteration 44, inertia 64477543452.23487\n",
      "Iteration 45, inertia 64476330383.284134\n",
      "Iteration 46, inertia 64475080104.93962\n",
      "Iteration 47, inertia 64474134509.137566\n",
      "Iteration 48, inertia 64473570262.05062\n",
      "Iteration 49, inertia 64473092773.51089\n",
      "Iteration 50, inertia 64472431332.18434\n",
      "Iteration 51, inertia 64471875550.58206\n",
      "Iteration 52, inertia 64471022255.213165\n",
      "Iteration 53, inertia 64469874422.33455\n",
      "Iteration 54, inertia 64468496643.501305\n",
      "Iteration 55, inertia 64466635465.05895\n",
      "Iteration 56, inertia 64465307723.869576\n",
      "Iteration 57, inertia 64464212498.94029\n",
      "Iteration 58, inertia 64463217161.14438\n",
      "Iteration 59, inertia 64462321850.50657\n",
      "Iteration 60, inertia 64461519653.98468\n",
      "Iteration 61, inertia 64460793618.229004\n",
      "Iteration 62, inertia 64460321249.69182\n",
      "Iteration 63, inertia 64459992791.145294\n",
      "Iteration 64, inertia 64459604833.18205\n",
      "Iteration 65, inertia 64459400028.60161\n",
      "Iteration 66, inertia 64459348756.27224\n",
      "Iteration 67, inertia 64459294052.46323\n",
      "Iteration 68, inertia 64459181385.92225\n",
      "Iteration 69, inertia 64459135979.211624\n",
      "Iteration 70, inertia 64459091225.683205\n",
      "Iteration 71, inertia 64459048331.02704\n",
      "Iteration 72, inertia 64458978616.3649\n",
      "Iteration 73, inertia 64458933573.36338\n",
      "Iteration 74, inertia 64458926140.52539\n",
      "Converged at iteration 74: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94061331702.0\n",
      "Iteration 1, inertia 67654768023.34114\n",
      "Iteration 2, inertia 66272136029.321915\n",
      "Iteration 3, inertia 65772206766.68017\n",
      "Iteration 4, inertia 65492526331.06882\n",
      "Iteration 5, inertia 65301992519.39724\n",
      "Iteration 6, inertia 65152559508.97208\n",
      "Iteration 7, inertia 65040466709.25421\n",
      "Iteration 8, inertia 64960350832.4057\n",
      "Iteration 9, inertia 64892935441.137695\n",
      "Iteration 10, inertia 64834423083.06772\n",
      "Iteration 11, inertia 64786521106.79183\n",
      "Iteration 12, inertia 64745316492.63628\n",
      "Iteration 13, inertia 64710981253.83914\n",
      "Iteration 14, inertia 64682347567.74513\n",
      "Iteration 15, inertia 64659134108.75238\n",
      "Iteration 16, inertia 64639284062.00769\n",
      "Iteration 17, inertia 64620915947.3651\n",
      "Iteration 18, inertia 64602303197.20973\n",
      "Iteration 19, inertia 64587395095.841156\n",
      "Iteration 20, inertia 64575434559.5262\n",
      "Iteration 21, inertia 64564504579.156906\n",
      "Iteration 22, inertia 64554044878.7421\n",
      "Iteration 23, inertia 64543324406.0792\n",
      "Iteration 24, inertia 64534475206.709045\n",
      "Iteration 25, inertia 64527195056.238235\n",
      "Iteration 26, inertia 64521575837.161064\n",
      "Iteration 27, inertia 64516253247.31415\n",
      "Iteration 28, inertia 64510765201.81946\n",
      "Iteration 29, inertia 64506222114.630165\n",
      "Iteration 30, inertia 64502236648.866165\n",
      "Iteration 31, inertia 64499491255.59802\n",
      "Iteration 32, inertia 64497148768.71091\n",
      "Iteration 33, inertia 64494958007.64035\n",
      "Iteration 34, inertia 64493037315.63354\n",
      "Iteration 35, inertia 64490998244.13247\n",
      "Iteration 36, inertia 64489099973.413086\n",
      "Iteration 37, inertia 64487327569.39272\n",
      "Iteration 38, inertia 64485371954.506454\n",
      "Iteration 39, inertia 64483655566.10421\n",
      "Iteration 40, inertia 64482073243.17537\n",
      "Iteration 41, inertia 64480808823.456985\n",
      "Iteration 42, inertia 64479592914.775536\n",
      "Iteration 43, inertia 64478593868.97813\n",
      "Iteration 44, inertia 64477647168.12106\n",
      "Iteration 45, inertia 64476713238.54074\n",
      "Iteration 46, inertia 64475734431.30545\n",
      "Iteration 47, inertia 64475009803.70471\n",
      "Iteration 48, inertia 64473728799.7522\n",
      "Iteration 49, inertia 64472040932.6931\n",
      "Iteration 50, inertia 64469663445.991936\n",
      "Iteration 51, inertia 64467079339.31507\n",
      "Iteration 52, inertia 64464781960.73275\n",
      "Iteration 53, inertia 64462625350.25996\n",
      "Iteration 54, inertia 64460820536.62508\n",
      "Iteration 55, inertia 64458948491.02829\n",
      "Iteration 56, inertia 64457245401.47826\n",
      "Iteration 57, inertia 64455556285.970894\n",
      "Iteration 58, inertia 64453962052.31922\n",
      "Iteration 59, inertia 64452113289.6817\n",
      "Iteration 60, inertia 64450354620.06348\n",
      "Iteration 61, inertia 64449164252.74471\n",
      "Iteration 62, inertia 64448399682.95259\n",
      "Iteration 63, inertia 64447734668.176025\n",
      "Iteration 64, inertia 64446998984.94012\n",
      "Iteration 65, inertia 64446371446.33184\n",
      "Iteration 66, inertia 64445639711.43071\n",
      "Iteration 67, inertia 64445039872.24641\n",
      "Iteration 68, inertia 64444228017.5582\n",
      "Iteration 69, inertia 64443499975.81954\n",
      "Iteration 70, inertia 64443084772.99732\n",
      "Iteration 71, inertia 64442838752.693565\n",
      "Iteration 72, inertia 64442503593.37482\n",
      "Iteration 73, inertia 64442180914.35844\n",
      "Iteration 74, inertia 64441845285.16298\n",
      "Iteration 75, inertia 64441611260.6467\n",
      "Iteration 76, inertia 64441298664.13294\n",
      "Iteration 77, inertia 64440487248.42917\n",
      "Iteration 78, inertia 64440150023.078575\n",
      "Iteration 79, inertia 64439726833.50503\n",
      "Iteration 80, inertia 64439326753.209595\n",
      "Iteration 81, inertia 64439021003.80054\n",
      "Iteration 82, inertia 64438883369.40203\n",
      "Iteration 83, inertia 64438796753.83553\n",
      "Iteration 84, inertia 64438669159.56329\n",
      "Iteration 85, inertia 64438606602.07448\n",
      "Iteration 86, inertia 64438472287.050865\n",
      "Iteration 87, inertia 64438229235.675995\n",
      "Iteration 88, inertia 64438111590.67814\n",
      "Iteration 89, inertia 64438017364.543274\n",
      "Iteration 90, inertia 64437880853.05875\n",
      "Iteration 91, inertia 64437644861.356995\n",
      "Iteration 92, inertia 64437406874.120895\n",
      "Iteration 93, inertia 64437204992.45169\n",
      "Iteration 94, inertia 64436994320.39559\n",
      "Iteration 95, inertia 64436813447.3345\n",
      "Iteration 96, inertia 64436599397.64161\n",
      "Iteration 97, inertia 64436317155.122284\n",
      "Iteration 98, inertia 64435918274.84143\n",
      "Iteration 99, inertia 64435408256.004654\n",
      "Iteration 100, inertia 64435044100.449234\n",
      "Iteration 101, inertia 64434815929.31081\n",
      "Iteration 102, inertia 64434678903.26103\n",
      "Iteration 103, inertia 64434505280.79801\n",
      "Iteration 104, inertia 64434111914.87129\n",
      "Iteration 105, inertia 64433722570.86014\n",
      "Iteration 106, inertia 64433423899.747055\n",
      "Iteration 107, inertia 64433343805.00524\n",
      "Iteration 108, inertia 64433201995.205696\n",
      "Iteration 109, inertia 64433062901.05381\n",
      "Iteration 110, inertia 64432953547.49188\n",
      "Iteration 111, inertia 64432919754.65746\n",
      "Iteration 112, inertia 64432864642.447266\n",
      "Iteration 113, inertia 64432837227.63334\n",
      "Iteration 114, inertia 64432832557.40108\n",
      "Iteration 115, inertia 64432826156.58725\n",
      "Iteration 116, inertia 64432824004.57425\n",
      "Converged at iteration 116: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93643968366.0\n",
      "Iteration 1, inertia 67773743298.06145\n",
      "Iteration 2, inertia 66351212382.55813\n",
      "Iteration 3, inertia 65788183523.619576\n",
      "Iteration 4, inertia 65484008016.70856\n",
      "Iteration 5, inertia 65288715728.63766\n",
      "Iteration 6, inertia 65148107378.320496\n",
      "Iteration 7, inertia 65042160223.92852\n",
      "Iteration 8, inertia 64958144408.43274\n",
      "Iteration 9, inertia 64884526069.77453\n",
      "Iteration 10, inertia 64825774678.513245\n",
      "Iteration 11, inertia 64774948637.42967\n",
      "Iteration 12, inertia 64735748773.07026\n",
      "Iteration 13, inertia 64703276063.765335\n",
      "Iteration 14, inertia 64675505690.95624\n",
      "Iteration 15, inertia 64651333994.14847\n",
      "Iteration 16, inertia 64631831792.0332\n",
      "Iteration 17, inertia 64614887359.83906\n",
      "Iteration 18, inertia 64600352902.71508\n",
      "Iteration 19, inertia 64587528933.56949\n",
      "Iteration 20, inertia 64574123937.24567\n",
      "Iteration 21, inertia 64561653735.931946\n",
      "Iteration 22, inertia 64550505236.15919\n",
      "Iteration 23, inertia 64540648241.7567\n",
      "Iteration 24, inertia 64531608138.14682\n",
      "Iteration 25, inertia 64523516911.33174\n",
      "Iteration 26, inertia 64516314060.137146\n",
      "Iteration 27, inertia 64509782174.54605\n",
      "Iteration 28, inertia 64503302747.10125\n",
      "Iteration 29, inertia 64497871043.14158\n",
      "Iteration 30, inertia 64492922864.808014\n",
      "Iteration 31, inertia 64489066040.83926\n",
      "Iteration 32, inertia 64485801059.94211\n",
      "Iteration 33, inertia 64483100294.74557\n",
      "Iteration 34, inertia 64480768384.02748\n",
      "Iteration 35, inertia 64478337676.06109\n",
      "Iteration 36, inertia 64475907236.424355\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 37, inertia 64473419085.422585\n",
      "Iteration 38, inertia 64470813622.902374\n",
      "Iteration 39, inertia 64467650133.22924\n",
      "Iteration 40, inertia 64464331531.05019\n",
      "Iteration 41, inertia 64461536340.524864\n",
      "Iteration 42, inertia 64459138510.764084\n",
      "Iteration 43, inertia 64456808239.4196\n",
      "Iteration 44, inertia 64454676104.943344\n",
      "Iteration 45, inertia 64452466033.33549\n",
      "Iteration 46, inertia 64450004525.09274\n",
      "Iteration 47, inertia 64448482041.993484\n",
      "Iteration 48, inertia 64447234448.599144\n",
      "Iteration 49, inertia 64445446214.80143\n",
      "Iteration 50, inertia 64443446810.12141\n",
      "Iteration 51, inertia 64441823707.959175\n",
      "Iteration 52, inertia 64440514165.313515\n",
      "Iteration 53, inertia 64439266620.895454\n",
      "Iteration 54, inertia 64438037736.79105\n",
      "Iteration 55, inertia 64436483995.133675\n",
      "Iteration 56, inertia 64434550718.96142\n",
      "Iteration 57, inertia 64432863688.54147\n",
      "Iteration 58, inertia 64431515769.26628\n",
      "Iteration 59, inertia 64430623428.50911\n",
      "Iteration 60, inertia 64429882107.27998\n",
      "Iteration 61, inertia 64429372011.43078\n",
      "Iteration 62, inertia 64429018459.50128\n",
      "Iteration 63, inertia 64428768729.650475\n",
      "Iteration 64, inertia 64428662264.42698\n",
      "Iteration 65, inertia 64428602499.21287\n",
      "Iteration 66, inertia 64428525797.78407\n",
      "Iteration 67, inertia 64428408022.46798\n",
      "Iteration 68, inertia 64428349366.16388\n",
      "Iteration 69, inertia 64428333377.37547\n",
      "Iteration 70, inertia 64428325575.59432\n",
      "Converged at iteration 70: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94368301428.0\n",
      "Iteration 1, inertia 67831656291.44787\n",
      "Iteration 2, inertia 66359633125.250015\n",
      "Iteration 3, inertia 65796192252.60394\n",
      "Iteration 4, inertia 65480341758.01309\n",
      "Iteration 5, inertia 65278275937.73447\n",
      "Iteration 6, inertia 65143349313.71751\n",
      "Iteration 7, inertia 65037274650.91928\n",
      "Iteration 8, inertia 64948149175.83957\n",
      "Iteration 9, inertia 64882617821.131836\n",
      "Iteration 10, inertia 64826020042.04651\n",
      "Iteration 11, inertia 64777610014.57944\n",
      "Iteration 12, inertia 64738428945.17389\n",
      "Iteration 13, inertia 64704889218.725426\n",
      "Iteration 14, inertia 64669996554.3586\n",
      "Iteration 15, inertia 64643881427.488716\n",
      "Iteration 16, inertia 64623277232.72122\n",
      "Iteration 17, inertia 64604000348.88693\n",
      "Iteration 18, inertia 64587703458.089355\n",
      "Iteration 19, inertia 64574786066.02028\n",
      "Iteration 20, inertia 64562546094.19696\n",
      "Iteration 21, inertia 64551481410.342384\n",
      "Iteration 22, inertia 64541741857.863525\n",
      "Iteration 23, inertia 64532503669.925835\n",
      "Iteration 24, inertia 64524401799.97542\n",
      "Iteration 25, inertia 64516656826.55055\n",
      "Iteration 26, inertia 64510030554.60584\n",
      "Iteration 27, inertia 64503934126.367325\n",
      "Iteration 28, inertia 64498284797.90308\n",
      "Iteration 29, inertia 64493398959.074715\n",
      "Iteration 30, inertia 64489043229.44632\n",
      "Iteration 31, inertia 64484274273.778725\n",
      "Iteration 32, inertia 64480681499.76829\n",
      "Iteration 33, inertia 64477513016.48971\n",
      "Iteration 34, inertia 64474785148.70722\n",
      "Iteration 35, inertia 64473053899.84502\n",
      "Iteration 36, inertia 64471690845.48141\n",
      "Iteration 37, inertia 64470752363.476074\n",
      "Iteration 38, inertia 64470329596.2662\n",
      "Iteration 39, inertia 64470025946.76627\n",
      "Iteration 40, inertia 64469644661.73515\n",
      "Iteration 41, inertia 64469256500.786\n",
      "Iteration 42, inertia 64468851776.93596\n",
      "Iteration 43, inertia 64468270595.508896\n",
      "Iteration 44, inertia 64467514885.447525\n",
      "Iteration 45, inertia 64467071156.24125\n",
      "Iteration 46, inertia 64466644744.19192\n",
      "Iteration 47, inertia 64466352340.72866\n",
      "Iteration 48, inertia 64466006101.56818\n",
      "Iteration 49, inertia 64465558029.828415\n",
      "Iteration 50, inertia 64465134831.664856\n",
      "Iteration 51, inertia 64464747284.93734\n",
      "Iteration 52, inertia 64464512182.33698\n",
      "Iteration 53, inertia 64464205136.99048\n",
      "Iteration 54, inertia 64463870228.586105\n",
      "Iteration 55, inertia 64463699688.12454\n",
      "Iteration 56, inertia 64463618640.233475\n",
      "Iteration 57, inertia 64463578207.67254\n",
      "Converged at iteration 57: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93517286768.0\n",
      "Iteration 1, inertia 67775850533.73728\n",
      "Iteration 2, inertia 66410727146.410866\n",
      "Iteration 3, inertia 65870864985.35799\n",
      "Iteration 4, inertia 65567735024.67547\n",
      "Iteration 5, inertia 65358910009.71734\n",
      "Iteration 6, inertia 65201106928.84953\n",
      "Iteration 7, inertia 65076003042.784775\n",
      "Iteration 8, inertia 64986487290.700676\n",
      "Iteration 9, inertia 64920821189.049805\n",
      "Iteration 10, inertia 64869233845.82803\n",
      "Iteration 11, inertia 64825064625.10353\n",
      "Iteration 12, inertia 64786276002.23672\n",
      "Iteration 13, inertia 64754820737.72141\n",
      "Iteration 14, inertia 64728758065.076935\n",
      "Iteration 15, inertia 64702731908.27682\n",
      "Iteration 16, inertia 64681386530.77112\n",
      "Iteration 17, inertia 64663015926.90549\n",
      "Iteration 18, inertia 64647234689.16032\n",
      "Iteration 19, inertia 64632395461.41928\n",
      "Iteration 20, inertia 64619593128.139885\n",
      "Iteration 21, inertia 64609915933.166595\n",
      "Iteration 22, inertia 64600927169.24225\n",
      "Iteration 23, inertia 64589898665.81824\n",
      "Iteration 24, inertia 64577862002.72018\n",
      "Iteration 25, inertia 64566186544.48108\n",
      "Iteration 26, inertia 64556163987.72831\n",
      "Iteration 27, inertia 64548963924.348045\n",
      "Iteration 28, inertia 64542779287.728294\n",
      "Iteration 29, inertia 64536646654.288445\n",
      "Iteration 30, inertia 64527796542.415665\n",
      "Iteration 31, inertia 64519491093.80644\n",
      "Iteration 32, inertia 64513698941.57243\n",
      "Iteration 33, inertia 64508503020.76604\n",
      "Iteration 34, inertia 64504659476.633316\n",
      "Iteration 35, inertia 64501068307.11386\n",
      "Iteration 36, inertia 64497206908.014244\n",
      "Iteration 37, inertia 64494607457.14847\n",
      "Iteration 38, inertia 64492391532.14281\n",
      "Iteration 39, inertia 64490617755.79384\n",
      "Iteration 40, inertia 64488792887.916794\n",
      "Iteration 41, inertia 64486945624.661995\n",
      "Iteration 42, inertia 64485398626.87993\n",
      "Iteration 43, inertia 64483751551.694824\n",
      "Iteration 44, inertia 64482296893.44315\n",
      "Iteration 45, inertia 64481005389.11787\n",
      "Iteration 46, inertia 64479723063.488304\n",
      "Iteration 47, inertia 64478296273.22811\n",
      "Iteration 48, inertia 64476460583.64269\n",
      "Iteration 49, inertia 64474410093.95639\n",
      "Iteration 50, inertia 64472003445.781654\n",
      "Iteration 51, inertia 64469923866.930885\n",
      "Iteration 52, inertia 64468381302.763855\n",
      "Iteration 53, inertia 64466406640.86311\n",
      "Iteration 54, inertia 64464439076.688255\n",
      "Iteration 55, inertia 64462743985.332825\n",
      "Iteration 56, inertia 64461401900.90591\n",
      "Iteration 57, inertia 64459947643.94446\n",
      "Iteration 58, inertia 64458314506.31966\n",
      "Iteration 59, inertia 64456706557.16234\n",
      "Iteration 60, inertia 64455775521.94292\n",
      "Iteration 61, inertia 64455165285.84232\n",
      "Iteration 62, inertia 64454745038.64041\n",
      "Iteration 63, inertia 64454399770.11125\n",
      "Iteration 64, inertia 64454093078.252754\n",
      "Iteration 65, inertia 64453821437.92525\n",
      "Iteration 66, inertia 64453427133.98148\n",
      "Iteration 67, inertia 64453149625.942635\n",
      "Iteration 68, inertia 64452943749.63702\n",
      "Iteration 69, inertia 64452826733.6868\n",
      "Iteration 70, inertia 64452700444.47192\n",
      "Iteration 71, inertia 64452483145.73203\n",
      "Iteration 72, inertia 64452294763.162506\n",
      "Iteration 73, inertia 64452082666.907585\n",
      "Iteration 74, inertia 64451793928.03454\n",
      "Iteration 75, inertia 64451679633.41487\n",
      "Iteration 76, inertia 64451615939.83019\n",
      "Iteration 77, inertia 64451598055.91768\n",
      "Iteration 78, inertia 64451592477.49635\n",
      "Converged at iteration 78: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93781745754.0\n",
      "Iteration 1, inertia 67786837501.92761\n",
      "Iteration 2, inertia 66307517514.77715\n",
      "Iteration 3, inertia 65773510323.96349\n",
      "Iteration 4, inertia 65494721587.55833\n",
      "Iteration 5, inertia 65311779999.79614\n",
      "Iteration 6, inertia 65174056714.39656\n",
      "Iteration 7, inertia 65076357934.167305\n",
      "Iteration 8, inertia 64993430253.666405\n",
      "Iteration 9, inertia 64924500947.40657\n",
      "Iteration 10, inertia 64873307112.76686\n",
      "Iteration 11, inertia 64830538071.62766\n",
      "Iteration 12, inertia 64795735852.45575\n",
      "Iteration 13, inertia 64766706698.57597\n",
      "Iteration 14, inertia 64743957362.88018\n",
      "Iteration 15, inertia 64725456968.16715\n",
      "Iteration 16, inertia 64708448952.53548\n",
      "Iteration 17, inertia 64692883264.10161\n",
      "Iteration 18, inertia 64679320362.84961\n",
      "Iteration 19, inertia 64666134378.329666\n",
      "Iteration 20, inertia 64654152387.8004\n",
      "Iteration 21, inertia 64643854314.81344\n",
      "Iteration 22, inertia 64632710333.33658\n",
      "Iteration 23, inertia 64620072928.80913\n",
      "Iteration 24, inertia 64610294578.23565\n",
      "Iteration 25, inertia 64603106031.9368\n",
      "Iteration 26, inertia 64595740304.403244\n",
      "Iteration 27, inertia 64588884971.09068\n",
      "Iteration 28, inertia 64583600865.902855\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 29, inertia 64579089245.93229\n",
      "Iteration 30, inertia 64574698534.377396\n",
      "Iteration 31, inertia 64570407444.41377\n",
      "Iteration 32, inertia 64565594548.38964\n",
      "Iteration 33, inertia 64560373853.79205\n",
      "Iteration 34, inertia 64555772749.076996\n",
      "Iteration 35, inertia 64551700933.804184\n",
      "Iteration 36, inertia 64548426270.89407\n",
      "Iteration 37, inertia 64545698008.28218\n",
      "Iteration 38, inertia 64543539836.93538\n",
      "Iteration 39, inertia 64541143542.870316\n",
      "Iteration 40, inertia 64539024526.252075\n",
      "Iteration 41, inertia 64537188822.556625\n",
      "Iteration 42, inertia 64535398927.10249\n",
      "Iteration 43, inertia 64534105711.382454\n",
      "Iteration 44, inertia 64533167162.18998\n",
      "Iteration 45, inertia 64532264925.0591\n",
      "Iteration 46, inertia 64531541734.66269\n",
      "Iteration 47, inertia 64530932707.71144\n",
      "Iteration 48, inertia 64530491821.7132\n",
      "Iteration 49, inertia 64530028307.90585\n",
      "Iteration 50, inertia 64529672790.26343\n",
      "Iteration 51, inertia 64529370286.74786\n",
      "Iteration 52, inertia 64529041267.90785\n",
      "Iteration 53, inertia 64528740310.16028\n",
      "Iteration 54, inertia 64528546730.78108\n",
      "Iteration 55, inertia 64528202746.84587\n",
      "Iteration 56, inertia 64527970624.806335\n",
      "Iteration 57, inertia 64527775400.59334\n",
      "Iteration 58, inertia 64527648993.953354\n",
      "Iteration 59, inertia 64527567533.98453\n",
      "Iteration 60, inertia 64527372656.33655\n",
      "Iteration 61, inertia 64527334705.306465\n",
      "Converged at iteration 61: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:07<00:00, 7812.83it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   15.1s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clusters : 400 \n",
      "  Threshold value :  1750 \n",
      "\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94162286169.0\n",
      "Iteration 1, inertia 67643577221.26468\n",
      "Iteration 2, inertia 66291986369.05135\n",
      "Iteration 3, inertia 65769301333.385574\n",
      "Iteration 4, inertia 65477958903.091446\n",
      "Iteration 5, inertia 65281372388.95164\n",
      "Iteration 6, inertia 65131209170.39633\n",
      "Iteration 7, inertia 65023798733.083\n",
      "Iteration 8, inertia 64941874723.54019\n",
      "Iteration 9, inertia 64874308848.90145\n",
      "Iteration 10, inertia 64818134773.060875\n",
      "Iteration 11, inertia 64771792992.276695\n",
      "Iteration 12, inertia 64732655884.873955\n",
      "Iteration 13, inertia 64700329236.83953\n",
      "Iteration 14, inertia 64673550639.11869\n",
      "Iteration 15, inertia 64652696353.95055\n",
      "Iteration 16, inertia 64634491584.24222\n",
      "Iteration 17, inertia 64620243974.58485\n",
      "Iteration 18, inertia 64607223580.24659\n",
      "Iteration 19, inertia 64596160871.78822\n",
      "Iteration 20, inertia 64585228584.07051\n",
      "Iteration 21, inertia 64574897156.93964\n",
      "Iteration 22, inertia 64565196146.06329\n",
      "Iteration 23, inertia 64556523222.69459\n",
      "Iteration 24, inertia 64547005487.739845\n",
      "Iteration 25, inertia 64538684945.16069\n",
      "Iteration 26, inertia 64532734752.761986\n",
      "Iteration 27, inertia 64526779094.6415\n",
      "Iteration 28, inertia 64520475325.67777\n",
      "Iteration 29, inertia 64514823662.51862\n",
      "Iteration 30, inertia 64510114065.82101\n",
      "Iteration 31, inertia 64505930860.48892\n",
      "Iteration 32, inertia 64501993164.56019\n",
      "Iteration 33, inertia 64497393887.115234\n",
      "Iteration 34, inertia 64492872158.41989\n",
      "Iteration 35, inertia 64488833484.71997\n",
      "Iteration 36, inertia 64485809886.00594\n",
      "Iteration 37, inertia 64483288816.56246\n",
      "Iteration 38, inertia 64481342255.85412\n",
      "Iteration 39, inertia 64479731757.0831\n",
      "Iteration 40, inertia 64478575619.89153\n",
      "Iteration 41, inertia 64477310734.97365\n",
      "Iteration 42, inertia 64476317685.88736\n",
      "Iteration 43, inertia 64475253427.52535\n",
      "Iteration 44, inertia 64474255782.636955\n",
      "Iteration 45, inertia 64473108598.60214\n",
      "Iteration 46, inertia 64472303525.416794\n",
      "Iteration 47, inertia 64471483742.77857\n",
      "Iteration 48, inertia 64470543100.317474\n",
      "Iteration 49, inertia 64469946526.34749\n",
      "Iteration 50, inertia 64469494471.34536\n",
      "Iteration 51, inertia 64469157713.099365\n",
      "Iteration 52, inertia 64468782191.87273\n",
      "Iteration 53, inertia 64468411633.23119\n",
      "Iteration 54, inertia 64468107710.42746\n",
      "Iteration 55, inertia 64467739393.761314\n",
      "Iteration 56, inertia 64467309615.03537\n",
      "Iteration 57, inertia 64466948225.0943\n",
      "Iteration 58, inertia 64466687252.41764\n",
      "Iteration 59, inertia 64466331237.52989\n",
      "Iteration 60, inertia 64465786578.105446\n",
      "Iteration 61, inertia 64465392392.4166\n",
      "Iteration 62, inertia 64465225877.5435\n",
      "Iteration 63, inertia 64465087557.92767\n",
      "Iteration 64, inertia 64465024530.24377\n",
      "Iteration 65, inertia 64464931540.319405\n",
      "Iteration 66, inertia 64464863686.95859\n",
      "Iteration 67, inertia 64464756530.92203\n",
      "Iteration 68, inertia 64464564061.374855\n",
      "Iteration 69, inertia 64464362015.75109\n",
      "Iteration 70, inertia 64464112433.745766\n",
      "Iteration 71, inertia 64463807990.56569\n",
      "Iteration 72, inertia 64463597333.71254\n",
      "Iteration 73, inertia 64463254398.02531\n",
      "Iteration 74, inertia 64463066085.708405\n",
      "Iteration 75, inertia 64462858223.74267\n",
      "Iteration 76, inertia 64462615545.49178\n",
      "Iteration 77, inertia 64462355780.52084\n",
      "Iteration 78, inertia 64462246004.03901\n",
      "Iteration 79, inertia 64462102405.08801\n",
      "Iteration 80, inertia 64461962570.99884\n",
      "Iteration 81, inertia 64461928194.85613\n",
      "Iteration 82, inertia 64461904471.15856\n",
      "Iteration 83, inertia 64461868645.861946\n",
      "Iteration 84, inertia 64461828990.39193\n",
      "Iteration 85, inertia 64461813071.100174\n",
      "Converged at iteration 85: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94058049744.0\n",
      "Iteration 1, inertia 67723346262.87861\n",
      "Iteration 2, inertia 66316454898.83588\n",
      "Iteration 3, inertia 65779134694.14102\n",
      "Iteration 4, inertia 65510081409.16383\n",
      "Iteration 5, inertia 65331014211.82475\n",
      "Iteration 6, inertia 65199411713.57529\n",
      "Iteration 7, inertia 65098688604.79264\n",
      "Iteration 8, inertia 65016983037.50601\n",
      "Iteration 9, inertia 64940784201.93601\n",
      "Iteration 10, inertia 64877364742.63114\n",
      "Iteration 11, inertia 64829143998.46437\n",
      "Iteration 12, inertia 64786432574.689804\n",
      "Iteration 13, inertia 64751663107.884514\n",
      "Iteration 14, inertia 64722841103.34988\n",
      "Iteration 15, inertia 64700508425.97039\n",
      "Iteration 16, inertia 64682951189.684265\n",
      "Iteration 17, inertia 64666660553.23689\n",
      "Iteration 18, inertia 64649477397.75737\n",
      "Iteration 19, inertia 64632518485.19591\n",
      "Iteration 20, inertia 64616593407.49113\n",
      "Iteration 21, inertia 64603230505.19726\n",
      "Iteration 22, inertia 64591878345.5895\n",
      "Iteration 23, inertia 64581083226.83214\n",
      "Iteration 24, inertia 64571696001.0899\n",
      "Iteration 25, inertia 64563810144.77081\n",
      "Iteration 26, inertia 64556170438.887764\n",
      "Iteration 27, inertia 64548478525.42198\n",
      "Iteration 28, inertia 64540900310.24889\n",
      "Iteration 29, inertia 64534718092.05191\n",
      "Iteration 30, inertia 64529743148.09983\n",
      "Iteration 31, inertia 64525812445.9247\n",
      "Iteration 32, inertia 64522010013.03053\n",
      "Iteration 33, inertia 64518595049.528275\n",
      "Iteration 34, inertia 64514454558.657906\n",
      "Iteration 35, inertia 64510945119.46778\n",
      "Iteration 36, inertia 64508207616.01385\n",
      "Iteration 37, inertia 64505436281.25337\n",
      "Iteration 38, inertia 64502893686.77638\n",
      "Iteration 39, inertia 64499619111.53587\n",
      "Iteration 40, inertia 64496878689.75576\n",
      "Iteration 41, inertia 64494633164.59782\n",
      "Iteration 42, inertia 64492602601.9254\n",
      "Iteration 43, inertia 64491217539.95194\n",
      "Iteration 44, inertia 64490192108.856964\n",
      "Iteration 45, inertia 64489103295.72282\n",
      "Iteration 46, inertia 64487771314.71467\n",
      "Iteration 47, inertia 64486472979.99815\n",
      "Iteration 48, inertia 64485350124.01814\n",
      "Iteration 49, inertia 64484479551.84249\n",
      "Iteration 50, inertia 64483303007.244225\n",
      "Iteration 51, inertia 64481762946.25543\n",
      "Iteration 52, inertia 64480747264.90292\n",
      "Iteration 53, inertia 64480128199.87526\n",
      "Iteration 54, inertia 64479037383.55156\n",
      "Iteration 55, inertia 64477839300.80534\n",
      "Iteration 56, inertia 64477207997.5355\n",
      "Iteration 57, inertia 64476596947.1916\n",
      "Iteration 58, inertia 64476051991.86654\n",
      "Iteration 59, inertia 64475608350.3666\n",
      "Iteration 60, inertia 64474731723.81099\n",
      "Iteration 61, inertia 64473906290.19439\n",
      "Iteration 62, inertia 64473088456.63558\n",
      "Iteration 63, inertia 64472488537.49753\n",
      "Iteration 64, inertia 64471876528.92659\n",
      "Iteration 65, inertia 64471479110.86215\n",
      "Iteration 66, inertia 64471222940.829796\n",
      "Iteration 67, inertia 64470965828.02184\n",
      "Iteration 68, inertia 64470785992.99342\n",
      "Iteration 69, inertia 64470698218.43037\n",
      "Iteration 70, inertia 64470569108.35669\n",
      "Iteration 71, inertia 64470472668.33951\n",
      "Iteration 72, inertia 64470357900.46171\n",
      "Iteration 73, inertia 64470311435.99449\n",
      "Iteration 74, inertia 64470255584.700066\n",
      "Iteration 75, inertia 64470171719.55115\n",
      "Iteration 76, inertia 64470109135.46595\n",
      "Iteration 77, inertia 64470022857.29818\n",
      "Iteration 78, inertia 64469944205.04415\n",
      "Iteration 79, inertia 64469841788.99865\n",
      "Iteration 80, inertia 64469745894.333115\n",
      "Iteration 81, inertia 64469605674.02671\n",
      "Iteration 82, inertia 64469522709.39092\n",
      "Iteration 83, inertia 64469436656.39713\n",
      "Iteration 84, inertia 64469300657.54483\n",
      "Iteration 85, inertia 64469177747.73342\n",
      "Iteration 86, inertia 64468958481.35947\n",
      "Iteration 87, inertia 64468734698.49247\n",
      "Iteration 88, inertia 64468595098.7383\n",
      "Iteration 89, inertia 64468504836.92177\n",
      "Iteration 90, inertia 64468465566.557434\n",
      "Iteration 91, inertia 64468443488.36963\n",
      "Iteration 92, inertia 64468438580.65009\n",
      "Converged at iteration 92: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93833723757.0\n",
      "Iteration 1, inertia 67809165049.50003\n",
      "Iteration 2, inertia 66354243602.41003\n",
      "Iteration 3, inertia 65775207204.46895\n",
      "Iteration 4, inertia 65451731393.66499\n",
      "Iteration 5, inertia 65243529363.400215\n",
      "Iteration 6, inertia 65103004953.58043\n",
      "Iteration 7, inertia 65003231517.643654\n",
      "Iteration 8, inertia 64928202656.19776\n",
      "Iteration 9, inertia 64864996512.49407\n",
      "Iteration 10, inertia 64811240065.2791\n",
      "Iteration 11, inertia 64765525406.495766\n",
      "Iteration 12, inertia 64725390416.63161\n",
      "Iteration 13, inertia 64692390403.907234\n",
      "Iteration 14, inertia 64666409443.183495\n",
      "Iteration 15, inertia 64645636450.11868\n",
      "Iteration 16, inertia 64627168776.42506\n",
      "Iteration 17, inertia 64612662526.54934\n",
      "Iteration 18, inertia 64600813218.812996\n",
      "Iteration 19, inertia 64590507482.767654\n",
      "Iteration 20, inertia 64582466922.37545\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 21, inertia 64575363133.106125\n",
      "Iteration 22, inertia 64568747662.11396\n",
      "Iteration 23, inertia 64563176942.49647\n",
      "Iteration 24, inertia 64558734376.283714\n",
      "Iteration 25, inertia 64555059178.03976\n",
      "Iteration 26, inertia 64552214956.71958\n",
      "Iteration 27, inertia 64550295737.161415\n",
      "Iteration 28, inertia 64548600336.33752\n",
      "Iteration 29, inertia 64547494809.83639\n",
      "Iteration 30, inertia 64546228894.92745\n",
      "Iteration 31, inertia 64545274060.585655\n",
      "Iteration 32, inertia 64544568258.35825\n",
      "Iteration 33, inertia 64543933857.990456\n",
      "Iteration 34, inertia 64543329195.731026\n",
      "Iteration 35, inertia 64542826436.74036\n",
      "Iteration 36, inertia 64542387267.26824\n",
      "Iteration 37, inertia 64541977955.40016\n",
      "Iteration 38, inertia 64541633581.88992\n",
      "Iteration 39, inertia 64541352512.7537\n",
      "Iteration 40, inertia 64540978788.64298\n",
      "Iteration 41, inertia 64540721518.98912\n",
      "Iteration 42, inertia 64540618455.00525\n",
      "Iteration 43, inertia 64540546733.9105\n",
      "Iteration 44, inertia 64540503933.374405\n",
      "Iteration 45, inertia 64540464713.49754\n",
      "Iteration 46, inertia 64540439013.2353\n",
      "Iteration 47, inertia 64540425290.74412\n",
      "Iteration 48, inertia 64540387423.50352\n",
      "Iteration 49, inertia 64540346323.94409\n",
      "Iteration 50, inertia 64540214977.784195\n",
      "Iteration 51, inertia 64539944529.42517\n",
      "Iteration 52, inertia 64539597885.349045\n",
      "Iteration 53, inertia 64539159988.95602\n",
      "Iteration 54, inertia 64538720321.16631\n",
      "Iteration 55, inertia 64538311875.13469\n",
      "Iteration 56, inertia 64537963357.63504\n",
      "Iteration 57, inertia 64537770110.82955\n",
      "Iteration 58, inertia 64537628377.18754\n",
      "Iteration 59, inertia 64537509892.73089\n",
      "Iteration 60, inertia 64537320198.358925\n",
      "Iteration 61, inertia 64537057976.53149\n",
      "Iteration 62, inertia 64536771207.94875\n",
      "Iteration 63, inertia 64536353254.01674\n",
      "Iteration 64, inertia 64535878163.572975\n",
      "Iteration 65, inertia 64535454987.30086\n",
      "Iteration 66, inertia 64535269066.445625\n",
      "Iteration 67, inertia 64535050254.42093\n",
      "Iteration 68, inertia 64534869873.49411\n",
      "Iteration 69, inertia 64534760973.09168\n",
      "Iteration 70, inertia 64534646343.64236\n",
      "Iteration 71, inertia 64534494965.30622\n",
      "Iteration 72, inertia 64534249446.263725\n",
      "Iteration 73, inertia 64533956982.85432\n",
      "Iteration 74, inertia 64533830506.80782\n",
      "Iteration 75, inertia 64533755966.95604\n",
      "Iteration 76, inertia 64533665310.60113\n",
      "Iteration 77, inertia 64533620170.59214\n",
      "Iteration 78, inertia 64533586053.47174\n",
      "Iteration 79, inertia 64533562018.46569\n",
      "Iteration 80, inertia 64533558727.23858\n",
      "Converged at iteration 80: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93477182983.0\n",
      "Iteration 1, inertia 67553856918.894585\n",
      "Iteration 2, inertia 66221779416.028595\n",
      "Iteration 3, inertia 65716912621.596016\n",
      "Iteration 4, inertia 65442535816.224464\n",
      "Iteration 5, inertia 65269506392.59645\n",
      "Iteration 6, inertia 65143794927.85985\n",
      "Iteration 7, inertia 65039915241.67707\n",
      "Iteration 8, inertia 64953325461.25044\n",
      "Iteration 9, inertia 64884930956.545525\n",
      "Iteration 10, inertia 64830418830.08928\n",
      "Iteration 11, inertia 64787282384.20684\n",
      "Iteration 12, inertia 64752872337.56708\n",
      "Iteration 13, inertia 64724224482.18432\n",
      "Iteration 14, inertia 64700716736.59379\n",
      "Iteration 15, inertia 64679400906.66976\n",
      "Iteration 16, inertia 64662561324.90478\n",
      "Iteration 17, inertia 64644729418.01375\n",
      "Iteration 18, inertia 64629407796.41479\n",
      "Iteration 19, inertia 64615734380.60577\n",
      "Iteration 20, inertia 64603093218.06163\n",
      "Iteration 21, inertia 64590948427.092094\n",
      "Iteration 22, inertia 64577278614.165794\n",
      "Iteration 23, inertia 64564820231.45517\n",
      "Iteration 24, inertia 64553671708.378426\n",
      "Iteration 25, inertia 64546153731.059425\n",
      "Iteration 26, inertia 64540185023.02097\n",
      "Iteration 27, inertia 64535227304.07896\n",
      "Iteration 28, inertia 64530907552.954765\n",
      "Iteration 29, inertia 64527361725.29708\n",
      "Iteration 30, inertia 64524560425.644165\n",
      "Iteration 31, inertia 64521514082.61832\n",
      "Iteration 32, inertia 64519437347.4081\n",
      "Iteration 33, inertia 64517479534.1064\n",
      "Iteration 34, inertia 64515765354.90788\n",
      "Iteration 35, inertia 64514099701.32149\n",
      "Iteration 36, inertia 64512857197.436485\n",
      "Iteration 37, inertia 64511506352.899284\n",
      "Iteration 38, inertia 64510027012.43367\n",
      "Iteration 39, inertia 64508839526.73624\n",
      "Iteration 40, inertia 64507674357.28986\n",
      "Iteration 41, inertia 64506753241.447136\n",
      "Iteration 42, inertia 64505965422.63255\n",
      "Iteration 43, inertia 64505428810.597595\n",
      "Iteration 44, inertia 64505112724.314926\n",
      "Iteration 45, inertia 64504762099.30903\n",
      "Iteration 46, inertia 64504296918.04799\n",
      "Iteration 47, inertia 64503833548.903046\n",
      "Iteration 48, inertia 64503565002.998985\n",
      "Iteration 49, inertia 64503345729.56467\n",
      "Iteration 50, inertia 64503069369.21327\n",
      "Iteration 51, inertia 64502577997.2967\n",
      "Iteration 52, inertia 64502274196.30784\n",
      "Iteration 53, inertia 64502080956.98989\n",
      "Iteration 54, inertia 64501845231.58832\n",
      "Iteration 55, inertia 64501606094.81828\n",
      "Iteration 56, inertia 64501375787.36274\n",
      "Iteration 57, inertia 64501092100.29837\n",
      "Iteration 58, inertia 64500951414.73824\n",
      "Iteration 59, inertia 64500798850.835396\n",
      "Iteration 60, inertia 64500594073.48583\n",
      "Iteration 61, inertia 64500303671.77864\n",
      "Iteration 62, inertia 64499972723.12865\n",
      "Iteration 63, inertia 64499533244.574165\n",
      "Iteration 64, inertia 64499241263.729774\n",
      "Iteration 65, inertia 64499001940.436615\n",
      "Iteration 66, inertia 64498620122.838104\n",
      "Iteration 67, inertia 64498276412.3798\n",
      "Iteration 68, inertia 64497841298.383125\n",
      "Iteration 69, inertia 64497351831.58551\n",
      "Iteration 70, inertia 64496982726.42403\n",
      "Iteration 71, inertia 64496482881.983635\n",
      "Iteration 72, inertia 64496245773.21443\n",
      "Iteration 73, inertia 64495971297.87081\n",
      "Iteration 74, inertia 64495611307.44138\n",
      "Iteration 75, inertia 64495272682.0013\n",
      "Iteration 76, inertia 64494772957.33006\n",
      "Iteration 77, inertia 64494397954.8582\n",
      "Iteration 78, inertia 64494084326.86361\n",
      "Iteration 79, inertia 64493850764.05592\n",
      "Iteration 80, inertia 64493562374.40175\n",
      "Iteration 81, inertia 64493200374.89975\n",
      "Iteration 82, inertia 64492954068.6719\n",
      "Iteration 83, inertia 64492693876.5251\n",
      "Iteration 84, inertia 64492465017.15771\n",
      "Iteration 85, inertia 64492265494.396095\n",
      "Iteration 86, inertia 64492135902.39017\n",
      "Iteration 87, inertia 64491968996.38875\n",
      "Iteration 88, inertia 64491855044.11473\n",
      "Iteration 89, inertia 64491726308.54591\n",
      "Iteration 90, inertia 64491632712.504974\n",
      "Iteration 91, inertia 64491537133.17966\n",
      "Iteration 92, inertia 64491481861.40061\n",
      "Iteration 93, inertia 64491432707.78101\n",
      "Iteration 94, inertia 64491380804.08842\n",
      "Iteration 95, inertia 64491322188.9337\n",
      "Iteration 96, inertia 64491206872.657104\n",
      "Iteration 97, inertia 64491144443.38611\n",
      "Iteration 98, inertia 64491059146.670135\n",
      "Iteration 99, inertia 64490975452.85685\n",
      "Iteration 100, inertia 64490845738.25336\n",
      "Iteration 101, inertia 64490777389.93065\n",
      "Iteration 102, inertia 64490719201.995384\n",
      "Iteration 103, inertia 64490643709.37764\n",
      "Iteration 104, inertia 64490568751.7333\n",
      "Iteration 105, inertia 64490497823.41382\n",
      "Iteration 106, inertia 64490269495.70496\n",
      "Iteration 107, inertia 64490043965.790276\n",
      "Iteration 108, inertia 64489761617.27839\n",
      "Iteration 109, inertia 64489563498.59675\n",
      "Iteration 110, inertia 64489457624.22624\n",
      "Iteration 111, inertia 64489394398.20366\n",
      "Iteration 112, inertia 64489375857.76799\n",
      "Converged at iteration 112: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94182516058.0\n",
      "Iteration 1, inertia 67746679035.112\n",
      "Iteration 2, inertia 66315221673.680115\n",
      "Iteration 3, inertia 65759396465.46624\n",
      "Iteration 4, inertia 65450169025.027534\n",
      "Iteration 5, inertia 65259283699.45956\n",
      "Iteration 6, inertia 65121359446.73295\n",
      "Iteration 7, inertia 65023611330.73842\n",
      "Iteration 8, inertia 64946557183.34256\n",
      "Iteration 9, inertia 64879493359.39763\n",
      "Iteration 10, inertia 64825417094.98137\n",
      "Iteration 11, inertia 64781789023.55187\n",
      "Iteration 12, inertia 64746350928.50203\n",
      "Iteration 13, inertia 64715748518.00524\n",
      "Iteration 14, inertia 64691392708.76865\n",
      "Iteration 15, inertia 64672536866.596344\n",
      "Iteration 16, inertia 64656172788.507164\n",
      "Iteration 17, inertia 64640804643.10372\n",
      "Iteration 18, inertia 64625175816.23549\n",
      "Iteration 19, inertia 64610394848.25\n",
      "Iteration 20, inertia 64596473060.46724\n",
      "Iteration 21, inertia 64583821433.80574\n",
      "Iteration 22, inertia 64570989461.589935\n",
      "Iteration 23, inertia 64558755536.88784\n",
      "Iteration 24, inertia 64547446225.259605\n",
      "Iteration 25, inertia 64538354070.76343\n",
      "Iteration 26, inertia 64530423777.11236\n",
      "Iteration 27, inertia 64524261301.442215\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 28, inertia 64518797247.79924\n",
      "Iteration 29, inertia 64513266646.68338\n",
      "Iteration 30, inertia 64508071850.346306\n",
      "Iteration 31, inertia 64503712931.11902\n",
      "Iteration 32, inertia 64499229974.07829\n",
      "Iteration 33, inertia 64496005357.963615\n",
      "Iteration 34, inertia 64493303474.50737\n",
      "Iteration 35, inertia 64491393175.91411\n",
      "Iteration 36, inertia 64489468997.10024\n",
      "Iteration 37, inertia 64487588542.23063\n",
      "Iteration 38, inertia 64485808574.7342\n",
      "Iteration 39, inertia 64484244992.07988\n",
      "Iteration 40, inertia 64482682260.68801\n",
      "Iteration 41, inertia 64481178287.105034\n",
      "Iteration 42, inertia 64479853196.471054\n",
      "Iteration 43, inertia 64478777437.21931\n",
      "Iteration 44, inertia 64477543452.23487\n",
      "Iteration 45, inertia 64476330383.28413\n",
      "Iteration 46, inertia 64475080104.93962\n",
      "Iteration 47, inertia 64474134509.13757\n",
      "Iteration 48, inertia 64473570262.05064\n",
      "Iteration 49, inertia 64473092773.51088\n",
      "Iteration 50, inertia 64472431332.18434\n",
      "Iteration 51, inertia 64471875550.58206\n",
      "Iteration 52, inertia 64471022255.21316\n",
      "Iteration 53, inertia 64469874422.33455\n",
      "Iteration 54, inertia 64468496643.501305\n",
      "Iteration 55, inertia 64466635465.05895\n",
      "Iteration 56, inertia 64465307723.869576\n",
      "Iteration 57, inertia 64464212498.94029\n",
      "Iteration 58, inertia 64463217161.14437\n",
      "Iteration 59, inertia 64462321850.50658\n",
      "Iteration 60, inertia 64461519653.98468\n",
      "Iteration 61, inertia 64460793618.229004\n",
      "Iteration 62, inertia 64460321249.691826\n",
      "Iteration 63, inertia 64459992791.145294\n",
      "Iteration 64, inertia 64459604833.18204\n",
      "Iteration 65, inertia 64459400028.60161\n",
      "Iteration 66, inertia 64459348756.27225\n",
      "Iteration 67, inertia 64459294052.46323\n",
      "Iteration 68, inertia 64459181385.92225\n",
      "Iteration 69, inertia 64459135979.211624\n",
      "Iteration 70, inertia 64459091225.683205\n",
      "Iteration 71, inertia 64459048331.02705\n",
      "Iteration 72, inertia 64458978616.3649\n",
      "Iteration 73, inertia 64458933573.36337\n",
      "Iteration 74, inertia 64458926140.52539\n",
      "Converged at iteration 74: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94061331702.0\n",
      "Iteration 1, inertia 67654768023.34113\n",
      "Iteration 2, inertia 66272136029.321915\n",
      "Iteration 3, inertia 65772206766.68017\n",
      "Iteration 4, inertia 65492526331.06882\n",
      "Iteration 5, inertia 65301992519.39724\n",
      "Iteration 6, inertia 65152559508.97208\n",
      "Iteration 7, inertia 65040466709.25421\n",
      "Iteration 8, inertia 64960350832.40569\n",
      "Iteration 9, inertia 64892935441.137695\n",
      "Iteration 10, inertia 64834423083.06772\n",
      "Iteration 11, inertia 64786521106.79183\n",
      "Iteration 12, inertia 64745316492.63628\n",
      "Iteration 13, inertia 64710981253.839134\n",
      "Iteration 14, inertia 64682347567.74513\n",
      "Iteration 15, inertia 64659134108.75237\n",
      "Iteration 16, inertia 64639284062.00769\n",
      "Iteration 17, inertia 64620915947.36511\n",
      "Iteration 18, inertia 64602303197.20973\n",
      "Iteration 19, inertia 64587395095.841156\n",
      "Iteration 20, inertia 64575434559.5262\n",
      "Iteration 21, inertia 64564504579.156906\n",
      "Iteration 22, inertia 64554044878.7421\n",
      "Iteration 23, inertia 64543324406.0792\n",
      "Iteration 24, inertia 64534475206.709045\n",
      "Iteration 25, inertia 64527195056.238235\n",
      "Iteration 26, inertia 64521575837.161064\n",
      "Iteration 27, inertia 64516253247.31415\n",
      "Iteration 28, inertia 64510765201.81946\n",
      "Iteration 29, inertia 64506222114.630165\n",
      "Iteration 30, inertia 64502236648.866165\n",
      "Iteration 31, inertia 64499491255.59801\n",
      "Iteration 32, inertia 64497148768.71091\n",
      "Iteration 33, inertia 64494958007.64034\n",
      "Iteration 34, inertia 64493037315.63354\n",
      "Iteration 35, inertia 64490998244.13248\n",
      "Iteration 36, inertia 64489099973.413086\n",
      "Iteration 37, inertia 64487327569.39272\n",
      "Iteration 38, inertia 64485371954.506454\n",
      "Iteration 39, inertia 64483655566.10421\n",
      "Iteration 40, inertia 64482073243.17538\n",
      "Iteration 41, inertia 64480808823.456985\n",
      "Iteration 42, inertia 64479592914.77554\n",
      "Iteration 43, inertia 64478593868.978134\n",
      "Iteration 44, inertia 64477647168.12108\n",
      "Iteration 45, inertia 64476713238.54074\n",
      "Iteration 46, inertia 64475734431.30545\n",
      "Iteration 47, inertia 64475009803.70472\n",
      "Iteration 48, inertia 64473728799.7522\n",
      "Iteration 49, inertia 64472040932.6931\n",
      "Iteration 50, inertia 64469663445.991936\n",
      "Iteration 51, inertia 64467079339.31507\n",
      "Iteration 52, inertia 64464781960.73275\n",
      "Iteration 53, inertia 64462625350.25996\n",
      "Iteration 54, inertia 64460820536.62508\n",
      "Iteration 55, inertia 64458948491.02829\n",
      "Iteration 56, inertia 64457245401.47826\n",
      "Iteration 57, inertia 64455556285.970894\n",
      "Iteration 58, inertia 64453962052.31922\n",
      "Iteration 59, inertia 64452113289.6817\n",
      "Iteration 60, inertia 64450354620.06348\n",
      "Iteration 61, inertia 64449164252.74471\n",
      "Iteration 62, inertia 64448399682.95259\n",
      "Iteration 63, inertia 64447734668.176025\n",
      "Iteration 64, inertia 64446998984.94012\n",
      "Iteration 65, inertia 64446371446.33184\n",
      "Iteration 66, inertia 64445639711.43072\n",
      "Iteration 67, inertia 64445039872.24641\n",
      "Iteration 68, inertia 64444228017.5582\n",
      "Iteration 69, inertia 64443499975.819534\n",
      "Iteration 70, inertia 64443084772.99732\n",
      "Iteration 71, inertia 64442838752.69357\n",
      "Iteration 72, inertia 64442503593.37482\n",
      "Iteration 73, inertia 64442180914.35845\n",
      "Iteration 74, inertia 64441845285.16298\n",
      "Iteration 75, inertia 64441611260.6467\n",
      "Iteration 76, inertia 64441298664.13294\n",
      "Iteration 77, inertia 64440487248.42917\n",
      "Iteration 78, inertia 64440150023.078575\n",
      "Iteration 79, inertia 64439726833.50503\n",
      "Iteration 80, inertia 64439326753.209595\n",
      "Iteration 81, inertia 64439021003.80054\n",
      "Iteration 82, inertia 64438883369.40203\n",
      "Iteration 83, inertia 64438796753.83555\n",
      "Iteration 84, inertia 64438669159.56329\n",
      "Iteration 85, inertia 64438606602.07448\n",
      "Iteration 86, inertia 64438472287.05086\n",
      "Iteration 87, inertia 64438229235.675995\n",
      "Iteration 88, inertia 64438111590.67814\n",
      "Iteration 89, inertia 64438017364.54328\n",
      "Iteration 90, inertia 64437880853.05875\n",
      "Iteration 91, inertia 64437644861.35698\n",
      "Iteration 92, inertia 64437406874.120895\n",
      "Iteration 93, inertia 64437204992.45169\n",
      "Iteration 94, inertia 64436994320.39559\n",
      "Iteration 95, inertia 64436813447.3345\n",
      "Iteration 96, inertia 64436599397.64161\n",
      "Iteration 97, inertia 64436317155.122284\n",
      "Iteration 98, inertia 64435918274.84143\n",
      "Iteration 99, inertia 64435408256.004654\n",
      "Iteration 100, inertia 64435044100.449234\n",
      "Iteration 101, inertia 64434815929.31081\n",
      "Iteration 102, inertia 64434678903.26103\n",
      "Iteration 103, inertia 64434505280.79801\n",
      "Iteration 104, inertia 64434111914.87129\n",
      "Iteration 105, inertia 64433722570.86014\n",
      "Iteration 106, inertia 64433423899.747055\n",
      "Iteration 107, inertia 64433343805.00524\n",
      "Iteration 108, inertia 64433201995.20569\n",
      "Iteration 109, inertia 64433062901.05381\n",
      "Iteration 110, inertia 64432953547.49188\n",
      "Iteration 111, inertia 64432919754.65746\n",
      "Iteration 112, inertia 64432864642.447266\n",
      "Iteration 113, inertia 64432837227.63334\n",
      "Iteration 114, inertia 64432832557.40108\n",
      "Iteration 115, inertia 64432826156.58725\n",
      "Iteration 116, inertia 64432824004.57425\n",
      "Converged at iteration 116: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93643968366.0\n",
      "Iteration 1, inertia 67773743298.06145\n",
      "Iteration 2, inertia 66351212382.55813\n",
      "Iteration 3, inertia 65788183523.619576\n",
      "Iteration 4, inertia 65484008016.70856\n",
      "Iteration 5, inertia 65288715728.63766\n",
      "Iteration 6, inertia 65148107378.32049\n",
      "Iteration 7, inertia 65042160223.92851\n",
      "Iteration 8, inertia 64958144408.43274\n",
      "Iteration 9, inertia 64884526069.77453\n",
      "Iteration 10, inertia 64825774678.51325\n",
      "Iteration 11, inertia 64774948637.429665\n",
      "Iteration 12, inertia 64735748773.07027\n",
      "Iteration 13, inertia 64703276063.765335\n",
      "Iteration 14, inertia 64675505690.95624\n",
      "Iteration 15, inertia 64651333994.14847\n",
      "Iteration 16, inertia 64631831792.0332\n",
      "Iteration 17, inertia 64614887359.83906\n",
      "Iteration 18, inertia 64600352902.71508\n",
      "Iteration 19, inertia 64587528933.56949\n",
      "Iteration 20, inertia 64574123937.245674\n",
      "Iteration 21, inertia 64561653735.931946\n",
      "Iteration 22, inertia 64550505236.15919\n",
      "Iteration 23, inertia 64540648241.7567\n",
      "Iteration 24, inertia 64531608138.14682\n",
      "Iteration 25, inertia 64523516911.33174\n",
      "Iteration 26, inertia 64516314060.137146\n",
      "Iteration 27, inertia 64509782174.54606\n",
      "Iteration 28, inertia 64503302747.10124\n",
      "Iteration 29, inertia 64497871043.14158\n",
      "Iteration 30, inertia 64492922864.80802\n",
      "Iteration 31, inertia 64489066040.83926\n",
      "Iteration 32, inertia 64485801059.94211\n",
      "Iteration 33, inertia 64483100294.745575\n",
      "Iteration 34, inertia 64480768384.02748\n",
      "Iteration 35, inertia 64478337676.06108\n",
      "Iteration 36, inertia 64475907236.424355\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 37, inertia 64473419085.422585\n",
      "Iteration 38, inertia 64470813622.902374\n",
      "Iteration 39, inertia 64467650133.22924\n",
      "Iteration 40, inertia 64464331531.05019\n",
      "Iteration 41, inertia 64461536340.524864\n",
      "Iteration 42, inertia 64459138510.764084\n",
      "Iteration 43, inertia 64456808239.4196\n",
      "Iteration 44, inertia 64454676104.94334\n",
      "Iteration 45, inertia 64452466033.33549\n",
      "Iteration 46, inertia 64450004525.09275\n",
      "Iteration 47, inertia 64448482041.993484\n",
      "Iteration 48, inertia 64447234448.599144\n",
      "Iteration 49, inertia 64445446214.80143\n",
      "Iteration 50, inertia 64443446810.12141\n",
      "Iteration 51, inertia 64441823707.959175\n",
      "Iteration 52, inertia 64440514165.313515\n",
      "Iteration 53, inertia 64439266620.895454\n",
      "Iteration 54, inertia 64438037736.79105\n",
      "Iteration 55, inertia 64436483995.133675\n",
      "Iteration 56, inertia 64434550718.96141\n",
      "Iteration 57, inertia 64432863688.54147\n",
      "Iteration 58, inertia 64431515769.26628\n",
      "Iteration 59, inertia 64430623428.50911\n",
      "Iteration 60, inertia 64429882107.279976\n",
      "Iteration 61, inertia 64429372011.43078\n",
      "Iteration 62, inertia 64429018459.50128\n",
      "Iteration 63, inertia 64428768729.650475\n",
      "Iteration 64, inertia 64428662264.42698\n",
      "Iteration 65, inertia 64428602499.212875\n",
      "Iteration 66, inertia 64428525797.78407\n",
      "Iteration 67, inertia 64428408022.46799\n",
      "Iteration 68, inertia 64428349366.16389\n",
      "Iteration 69, inertia 64428333377.37547\n",
      "Iteration 70, inertia 64428325575.59432\n",
      "Converged at iteration 70: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 94368301428.0\n",
      "Iteration 1, inertia 67831656291.44787\n",
      "Iteration 2, inertia 66359633125.250015\n",
      "Iteration 3, inertia 65796192252.60394\n",
      "Iteration 4, inertia 65480341758.01309\n",
      "Iteration 5, inertia 65278275937.73447\n",
      "Iteration 6, inertia 65143349313.71751\n",
      "Iteration 7, inertia 65037274650.91928\n",
      "Iteration 8, inertia 64948149175.83957\n",
      "Iteration 9, inertia 64882617821.131836\n",
      "Iteration 10, inertia 64826020042.04652\n",
      "Iteration 11, inertia 64777610014.57944\n",
      "Iteration 12, inertia 64738428945.17389\n",
      "Iteration 13, inertia 64704889218.72543\n",
      "Iteration 14, inertia 64669996554.358604\n",
      "Iteration 15, inertia 64643881427.488716\n",
      "Iteration 16, inertia 64623277232.72122\n",
      "Iteration 17, inertia 64604000348.88693\n",
      "Iteration 18, inertia 64587703458.089355\n",
      "Iteration 19, inertia 64574786066.02029\n",
      "Iteration 20, inertia 64562546094.19696\n",
      "Iteration 21, inertia 64551481410.34239\n",
      "Iteration 22, inertia 64541741857.863525\n",
      "Iteration 23, inertia 64532503669.92584\n",
      "Iteration 24, inertia 64524401799.97542\n",
      "Iteration 25, inertia 64516656826.55056\n",
      "Iteration 26, inertia 64510030554.60584\n",
      "Iteration 27, inertia 64503934126.36734\n",
      "Iteration 28, inertia 64498284797.90308\n",
      "Iteration 29, inertia 64493398959.07471\n",
      "Iteration 30, inertia 64489043229.44632\n",
      "Iteration 31, inertia 64484274273.778725\n",
      "Iteration 32, inertia 64480681499.76829\n",
      "Iteration 33, inertia 64477513016.48971\n",
      "Iteration 34, inertia 64474785148.70723\n",
      "Iteration 35, inertia 64473053899.84502\n",
      "Iteration 36, inertia 64471690845.48141\n",
      "Iteration 37, inertia 64470752363.476074\n",
      "Iteration 38, inertia 64470329596.266205\n",
      "Iteration 39, inertia 64470025946.76627\n",
      "Iteration 40, inertia 64469644661.73515\n",
      "Iteration 41, inertia 64469256500.786\n",
      "Iteration 42, inertia 64468851776.93596\n",
      "Iteration 43, inertia 64468270595.508896\n",
      "Iteration 44, inertia 64467514885.447525\n",
      "Iteration 45, inertia 64467071156.24125\n",
      "Iteration 46, inertia 64466644744.19192\n",
      "Iteration 47, inertia 64466352340.72866\n",
      "Iteration 48, inertia 64466006101.568184\n",
      "Iteration 49, inertia 64465558029.828415\n",
      "Iteration 50, inertia 64465134831.66485\n",
      "Iteration 51, inertia 64464747284.93734\n",
      "Iteration 52, inertia 64464512182.33698\n",
      "Iteration 53, inertia 64464205136.99048\n",
      "Iteration 54, inertia 64463870228.586105\n",
      "Iteration 55, inertia 64463699688.124535\n",
      "Iteration 56, inertia 64463618640.233475\n",
      "Iteration 57, inertia 64463578207.67254\n",
      "Converged at iteration 57: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93517286768.0\n",
      "Iteration 1, inertia 67775850533.73729\n",
      "Iteration 2, inertia 66410727146.410866\n",
      "Iteration 3, inertia 65870864985.35799\n",
      "Iteration 4, inertia 65567735024.675476\n",
      "Iteration 5, inertia 65358910009.71734\n",
      "Iteration 6, inertia 65201106928.84953\n",
      "Iteration 7, inertia 65076003042.78477\n",
      "Iteration 8, inertia 64986487290.700676\n",
      "Iteration 9, inertia 64920821189.04981\n",
      "Iteration 10, inertia 64869233845.82803\n",
      "Iteration 11, inertia 64825064625.10353\n",
      "Iteration 12, inertia 64786276002.236725\n",
      "Iteration 13, inertia 64754820737.72141\n",
      "Iteration 14, inertia 64728758065.076935\n",
      "Iteration 15, inertia 64702731908.27682\n",
      "Iteration 16, inertia 64681386530.77112\n",
      "Iteration 17, inertia 64663015926.90549\n",
      "Iteration 18, inertia 64647234689.16031\n",
      "Iteration 19, inertia 64632395461.41928\n",
      "Iteration 20, inertia 64619593128.13988\n",
      "Iteration 21, inertia 64609915933.166595\n",
      "Iteration 22, inertia 64600927169.24225\n",
      "Iteration 23, inertia 64589898665.818245\n",
      "Iteration 24, inertia 64577862002.720184\n",
      "Iteration 25, inertia 64566186544.48109\n",
      "Iteration 26, inertia 64556163987.72832\n",
      "Iteration 27, inertia 64548963924.348045\n",
      "Iteration 28, inertia 64542779287.728294\n",
      "Iteration 29, inertia 64536646654.288445\n",
      "Iteration 30, inertia 64527796542.415665\n",
      "Iteration 31, inertia 64519491093.80644\n",
      "Iteration 32, inertia 64513698941.57243\n",
      "Iteration 33, inertia 64508503020.76604\n",
      "Iteration 34, inertia 64504659476.633316\n",
      "Iteration 35, inertia 64501068307.11386\n",
      "Iteration 36, inertia 64497206908.014244\n",
      "Iteration 37, inertia 64494607457.14847\n",
      "Iteration 38, inertia 64492391532.142815\n",
      "Iteration 39, inertia 64490617755.79384\n",
      "Iteration 40, inertia 64488792887.916794\n",
      "Iteration 41, inertia 64486945624.662\n",
      "Iteration 42, inertia 64485398626.87992\n",
      "Iteration 43, inertia 64483751551.694824\n",
      "Iteration 44, inertia 64482296893.44315\n",
      "Iteration 45, inertia 64481005389.11787\n",
      "Iteration 46, inertia 64479723063.48832\n",
      "Iteration 47, inertia 64478296273.2281\n",
      "Iteration 48, inertia 64476460583.6427\n",
      "Iteration 49, inertia 64474410093.95639\n",
      "Iteration 50, inertia 64472003445.78165\n",
      "Iteration 51, inertia 64469923866.93089\n",
      "Iteration 52, inertia 64468381302.763855\n",
      "Iteration 53, inertia 64466406640.86311\n",
      "Iteration 54, inertia 64464439076.688255\n",
      "Iteration 55, inertia 64462743985.332825\n",
      "Iteration 56, inertia 64461401900.90591\n",
      "Iteration 57, inertia 64459947643.944466\n",
      "Iteration 58, inertia 64458314506.31966\n",
      "Iteration 59, inertia 64456706557.16234\n",
      "Iteration 60, inertia 64455775521.942924\n",
      "Iteration 61, inertia 64455165285.84232\n",
      "Iteration 62, inertia 64454745038.64041\n",
      "Iteration 63, inertia 64454399770.11125\n",
      "Iteration 64, inertia 64454093078.252754\n",
      "Iteration 65, inertia 64453821437.92525\n",
      "Iteration 66, inertia 64453427133.981476\n",
      "Iteration 67, inertia 64453149625.942635\n",
      "Iteration 68, inertia 64452943749.637024\n",
      "Iteration 69, inertia 64452826733.6868\n",
      "Iteration 70, inertia 64452700444.47192\n",
      "Iteration 71, inertia 64452483145.73204\n",
      "Iteration 72, inertia 64452294763.16251\n",
      "Iteration 73, inertia 64452082666.907585\n",
      "Iteration 74, inertia 64451793928.03454\n",
      "Iteration 75, inertia 64451679633.41487\n",
      "Iteration 76, inertia 64451615939.83019\n",
      "Iteration 77, inertia 64451598055.91768\n",
      "Iteration 78, inertia 64451592477.49636\n",
      "Converged at iteration 78: strict convergence.\n",
      "Initialization complete\n",
      "Iteration 0, inertia 93781745754.0\n",
      "Iteration 1, inertia 67786837501.927605\n",
      "Iteration 2, inertia 66307517514.777145\n",
      "Iteration 3, inertia 65773510323.96349\n",
      "Iteration 4, inertia 65494721587.55832\n",
      "Iteration 5, inertia 65311779999.79614\n",
      "Iteration 6, inertia 65174056714.39656\n",
      "Iteration 7, inertia 65076357934.167305\n",
      "Iteration 8, inertia 64993430253.666405\n",
      "Iteration 9, inertia 64924500947.40657\n",
      "Iteration 10, inertia 64873307112.76686\n",
      "Iteration 11, inertia 64830538071.62766\n",
      "Iteration 12, inertia 64795735852.45575\n",
      "Iteration 13, inertia 64766706698.57597\n",
      "Iteration 14, inertia 64743957362.88018\n",
      "Iteration 15, inertia 64725456968.16715\n",
      "Iteration 16, inertia 64708448952.53548\n",
      "Iteration 17, inertia 64692883264.10161\n",
      "Iteration 18, inertia 64679320362.84961\n",
      "Iteration 19, inertia 64666134378.329666\n",
      "Iteration 20, inertia 64654152387.8004\n",
      "Iteration 21, inertia 64643854314.81344\n",
      "Iteration 22, inertia 64632710333.33658\n",
      "Iteration 23, inertia 64620072928.80913\n",
      "Iteration 24, inertia 64610294578.23565\n",
      "Iteration 25, inertia 64603106031.9368\n",
      "Iteration 26, inertia 64595740304.403244\n",
      "Iteration 27, inertia 64588884971.09068\n",
      "Iteration 28, inertia 64583600865.902855\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 29, inertia 64579089245.93229\n",
      "Iteration 30, inertia 64574698534.377396\n",
      "Iteration 31, inertia 64570407444.41377\n",
      "Iteration 32, inertia 64565594548.38964\n",
      "Iteration 33, inertia 64560373853.79205\n",
      "Iteration 34, inertia 64555772749.07698\n",
      "Iteration 35, inertia 64551700933.804184\n",
      "Iteration 36, inertia 64548426270.89407\n",
      "Iteration 37, inertia 64545698008.28219\n",
      "Iteration 38, inertia 64543539836.93538\n",
      "Iteration 39, inertia 64541143542.870316\n",
      "Iteration 40, inertia 64539024526.252075\n",
      "Iteration 41, inertia 64537188822.556625\n",
      "Iteration 42, inertia 64535398927.1025\n",
      "Iteration 43, inertia 64534105711.382454\n",
      "Iteration 44, inertia 64533167162.18997\n",
      "Iteration 45, inertia 64532264925.0591\n",
      "Iteration 46, inertia 64531541734.66268\n",
      "Iteration 47, inertia 64530932707.71144\n",
      "Iteration 48, inertia 64530491821.71321\n",
      "Iteration 49, inertia 64530028307.90585\n",
      "Iteration 50, inertia 64529672790.26343\n",
      "Iteration 51, inertia 64529370286.74787\n",
      "Iteration 52, inertia 64529041267.907845\n",
      "Iteration 53, inertia 64528740310.16028\n",
      "Iteration 54, inertia 64528546730.78108\n",
      "Iteration 55, inertia 64528202746.84589\n",
      "Iteration 56, inertia 64527970624.806335\n",
      "Iteration 57, inertia 64527775400.59334\n",
      "Iteration 58, inertia 64527648993.953354\n",
      "Iteration 59, inertia 64527567533.984535\n",
      "Iteration 60, inertia 64527372656.33655\n",
      "Iteration 61, inertia 64527334705.306465\n",
      "Converged at iteration 61: strict convergence.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████| 60000/60000 [00:08<00:00, 7121.43it/s]\n",
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   19.4s finished\n"
     ]
    }
   ],
   "source": [
    "for n in range(100,500,100):\n",
    "    for threshold in range(1000,2000,250):\n",
    "        \n",
    "        print('Number of clusters :', n, '\\n', ' Threshold value : ', threshold, '\\n')\n",
    "        \n",
    "        kmeans = KMeans(n_clusters=n, random_state=42, verbose = 1).fit(X_train)\n",
    "        \n",
    "        closest, _ = pairwise_distances_argmin_min(kmeans.cluster_centers_, X_train)\n",
    "        labels = kmeans.labels_\n",
    "        \n",
    "        X_mod = []\n",
    "        y_mod = []\n",
    "\n",
    "        for i in tqdm(range(len(X_train))):\n",
    "            point = X_train[i]\n",
    "            centroid = closest[labels[i]]\n",
    "            distance = pairwise_distances(point.reshape(1,-1), X_train[centroid].reshape(1,-1))\n",
    "            if distance < threshold:\n",
    "                X_mod.append(point)\n",
    "                y_mod.append(y_train[centroid])\n",
    "\n",
    "        clf = LogisticRegression(random_state=42, multi_class = 'multinomial', verbose = 1).fit(X_mod, y_mod)\n",
    "        \n",
    "        y_pred = clf.predict(X_test)\n",
    "\n",
    "        error = 0\n",
    "        \n",
    "        for i in range(len(y_pred)):\n",
    "            if y_pred[i] != y_test[i]:\n",
    "                error += 1\n",
    "        \n",
    "        error = error/100\n",
    "        \n",
    "        cluster.append(n)\n",
    "        misclassification_rate.append([error])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4725714a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def f(x):\n",
    "    return 100-x\n",
    "\n",
    "f_v = np.vectorize(f)\n",
    "misclassification_rate = f_v(misclassification_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "5ef0e08b",
   "metadata": {},
   "outputs": [],
   "source": [
    "X, Y = np.zeros((4,4)), np.zeros((4,4))\n",
    "\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        X[i][j] = cluster[4*i]\n",
    "        Y[i][j] = threshold[j]\n",
    "        \n",
    "Z = misclassification_rate.reshape(4,4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4c538cb",
   "metadata": {},
   "source": [
    "## Plotting a 3D contour to give an idea of what is happening but it clearly didn't work look at the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "3cc038f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Accuracy')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "fig = plt.figure()\n",
    "ax = plt.axes(projection='3d')\n",
    "ax.contour3D(X, Y, Z, 50, cmap='binary')\n",
    "ax.set_xlabel('Number of samples labelled')\n",
    "ax.set_ylabel('Threshold')\n",
    "ax.set_zlabel('Accuracy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9469ac94",
   "metadata": {},
   "source": [
    "## As we can see, we got an accuracy of 77.6% when we labelled 400 sample points and propagated it to points whose distance from the labelled points is less than threshold = 1750. This roughly labels around 50% of the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "c73b49eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "C:\\Users\\Shankar\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   18.5s finished\n"
     ]
    }
   ],
   "source": [
    "clf = LogisticRegression(random_state=42, multi_class = 'multinomial', verbose = 1).fit(X_train, y_train) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "b1b4d075",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The accuracy of the model when we train on 60000 labelled points is :  84.12 %\n"
     ]
    }
   ],
   "source": [
    "y_pred = clf.predict(X_test)\n",
    "\n",
    "error = 0\n",
    "        \n",
    "for i in range(len(y_pred)):\n",
    "    if y_pred[i] != y_test[i]:\n",
    "        error += 1\n",
    "        \n",
    "error = error/100\n",
    "\n",
    "print(\"The accuracy of the model when we train on 60000 labelled points is : \", 100 - error, \"%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffb34ec1",
   "metadata": {},
   "source": [
    "## By using semi-supervised learning to label cluster centers and learning with a logistic regression model, we got a similar accuracy score (6% lesser) with less than 1% of the training samples having to be annotated manually. This is a chad move."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}