assignment_data/File_ops_warmup.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c632072e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Comment out each of the cell below, one example is shown in cell below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "acc622af",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ignore warnings in this notebook\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c714fc73",
   "metadata": {},
   "outputs": [],
   "source": [
    "wine_file = \"winequality.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0dc32783",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'str'>\n"
     ]
    }
   ],
   "source": [
    "with open(wine_file,\n",
    "         mode='r',\n",
    "         encoding='utf-8') as wine:\n",
    "    wine_output = wine.read()\n",
    "    print(type(wine_output))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4a0972af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'fixed acid'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_output[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bab8bcf3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c35e2e60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['fixed acidity,volatile acidity,citric acid,residual sugar,chlorides,free sulfur dioxide,total sulfur dioxide,density,pH,sulphates,alcohol,TARGET',\n",
       " '7.4,0.7,0.0,1.9,0.076,11.0,34.0,0.9978,3.51,0.56,9.4,5',\n",
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       " '7.8,0.76,0.04,2.3,0.092,15.0,54.0,0.997,3.26,0.65,9.8,5',\n",
       " '11.2,0.28,0.56,1.9,0.075,17.0,60.0,0.998,3.16,0.58,9.8,6',\n",
       " '7.4,0.7,0.0,1.9,0.076,11.0,34.0,0.9978,3.51,0.56,9.4,5',\n",
       " '7.4,0.66,0.0,1.8,0.075,13.0,40.0,0.9978,3.51,0.56,9.4,5',\n",
       " '7.9,0.6,0.06,1.6,0.069,15.0,59.0,0.9964,3.3,0.46,9.4,5',\n",
       " '7.3,0.65,0.0,1.2,0.065,15.0,21.0,0.9946,3.39,0.47,10.0,7',\n",
       " '7.8,0.58,0.02,2.0,0.073,9.0,18.0,0.9968,3.36,0.57,9.5,7',\n",
       " '7.5,0.5,0.36,6.1,0.071,17.0,102.0,0.9978,3.35,0.8,10.5,5',\n",
       " '6.7,0.58,0.08,1.8,0.097,15.0,65.0,0.9959,3.28,0.54,9.2,5',\n",
       " '7.5,0.5,0.36,6.1,0.071,17.0,102.0,0.9978,3.35,0.8,10.5,5',\n",
       " '5.6,0.615,0.0,1.6,0.089,16.0,59.0,0.9943,3.58,0.52,9.9,5',\n",
       " '7.8,0.61,0.29,1.6,0.114,9.0,29.0,0.9974,3.26,1.56,9.1,5',\n",
       " '8.9,0.62,0.18,3.8,0.176,52.0,145.0,0.9986,3.16,0.88,9.2,5',\n",
       " '8.9,0.62,0.19,3.9,0.17,51.0,148.0,0.9986,3.17,0.93,9.2,5',\n",
       " '8.5,0.28,0.56,1.8,0.092,35.0,103.0,0.9969,3.3,0.75,10.5,7',\n",
       " '8.1,0.56,0.28,1.7,0.368,16.0,56.0,0.9968,3.11,1.28,9.3,5',\n",
       " '7.4,0.59,0.08,4.4,0.086,6.0,29.0,0.9974,3.38,0.5,9.0,4',\n",
       " '7.9,0.32,0.51,1.8,0.341,17.0,56.0,0.9969,3.04,1.08,9.2,6',\n",
       " '8.9,0.22,0.48,1.8,0.077,29.0,60.0,0.9968,3.39,0.53,9.4,6',\n",
       " '7.6,0.39,0.31,2.3,0.082,23.0,71.0,0.9982,3.52,0.65,9.7,5',\n",
       " '7.9,0.43,0.21,1.6,0.106,10.0,37.0,0.9966,3.17,0.91,9.5,5',\n",
       " '8.5,0.49,0.11,2.3,0.084,9.0,67.0,0.9968,3.17,0.53,9.4,5',\n",
       " '6.9,0.4,0.14,2.4,0.085,21.0,40.0,0.9968,3.43,0.63,9.7,6',\n",
       " '6.3,0.39,0.16,1.4,0.08,11.0,23.0,0.9955,3.34,0.56,9.3,5',\n",
       " '7.6,0.41,0.24,1.8,0.08,4.0,11.0,0.9962,3.28,0.59,9.5,5',\n",
       " '7.9,0.43,0.21,1.6,0.106,10.0,37.0,0.9966,3.17,0.91,9.5,5',\n",
       " '7.1,0.71,0.0,1.9,0.08,14.0,35.0,0.9972,3.47,0.55,9.4,5',\n",
       " '7.8,0.645,0.0,2.0,0.082,8.0,16.0,0.9964,3.38,0.59,9.8,6',\n",
       " '6.7,0.675,0.07,2.4,0.089,17.0,82.0,0.9958,3.35,0.54,10.1,5',\n",
       " '6.9,0.685,0.0,2.5,0.105,22.0,37.0,0.9966,3.46,0.57,10.6,6',\n",
       " '8.3,0.655,0.12,2.3,0.083,15.0,113.0,0.9966,3.17,0.66,9.8,5',\n",
       " '6.9,0.605,0.12,10.7,0.073,40.0,83.0,0.9993,3.45,0.52,9.4,6',\n",
       " '5.2,0.32,0.25,1.8,0.103,13.0,50.0,0.9957,3.38,0.55,9.2,5',\n",
       " '7.8,0.645,0.0,5.5,0.086,5.0,18.0,0.9986,3.4,0.55,9.6,6',\n",
       " '7.8,0.6,0.14,2.4,0.086,3.0,15.0,0.9975,3.42,0.6,10.8,6',\n",
       " '8.1,0.38,0.28,2.1,0.066,13.0,30.0,0.9968,3.23,0.73,9.7,7',\n",
       " '5.7,1.13,0.09,1.5,0.172,7.0,19.0,0.994,3.5,0.48,9.8,4',\n",
       " '7.3,0.45,0.36,5.9,0.074,12.0,87.0,0.9978,3.33,0.83,10.5,5',\n",
       " '7.3,0.45,0.36,5.9,0.074,12.0,87.0,0.9978,3.33,0.83,10.5,5',\n",
       " '8.8,0.61,0.3,2.8,0.088,17.0,46.0,0.9976,3.26,0.51,9.3,4',\n",
       " '7.5,0.49,0.2,2.6,0.332,8.0,14.0,0.9968,3.21,0.9,10.5,6',\n",
       " '8.1,0.66,0.22,2.2,0.069,9.0,23.0,0.9968,3.3,1.2,10.3,5',\n",
       " '6.8,0.67,0.02,1.8,0.05,5.0,11.0,0.9962,3.48,0.52,9.5,5',\n",
       " '4.6,0.52,0.15,2.1,0.054,8.0,65.0,0.9934,3.9,0.56,13.1,4',\n",
       " '7.7,0.935,0.43,2.2,0.114,22.0,114.0,0.997,3.25,0.73,9.2,5',\n",
       " '8.7,0.29,0.52,1.6,0.113,12.0,37.0,0.9969,3.25,0.58,9.5,5',\n",
       " '6.4,0.4,0.23,1.6,0.066,5.0,12.0,0.9958,3.34,0.56,9.2,5',\n",
       " '5.6,0.31,0.37,1.4,0.074,12.0,96.0,0.9954,3.32,0.58,9.2,5',\n",
       " '8.8,0.66,0.26,1.7,0.074,4.0,23.0,0.9971,3.15,0.74,9.2,5',\n",
       " '6.6,0.52,0.04,2.2,0.069,8.0,15.0,0.9956,3.4,0.63,9.4,6',\n",
       " '6.6,0.5,0.04,2.1,0.068,6.0,14.0,0.9955,3.39,0.64,9.4,6',\n",
       " '8.6,0.38,0.36,3.0,0.081,30.0,119.0,0.997,3.2,0.56,9.4,5',\n",
       " '7.6,0.51,0.15,2.8,0.11,33.0,73.0,0.9955,3.17,0.63,10.2,6',\n",
       " '7.7,0.62,0.04,3.8,0.084,25.0,45.0,0.9978,3.34,0.53,9.5,5',\n",
       " '10.2,0.42,0.57,3.4,0.07,4.0,10.0,0.9971,3.04,0.63,9.6,5',\n",
       " '7.5,0.63,0.12,5.1,0.111,50.0,110.0,0.9983,3.26,0.77,9.4,5',\n",
       " '7.8,0.59,0.18,2.3,0.076,17.0,54.0,0.9975,3.43,0.59,10.0,5',\n",
       " '7.3,0.39,0.31,2.4,0.074,9.0,46.0,0.9962,3.41,0.54,9.4,6',\n",
       " '8.8,0.4,0.4,2.2,0.079,19.0,52.0,0.998,3.44,0.64,9.2,5',\n",
       " '7.7,0.69,0.49,1.8,0.115,20.0,112.0,0.9968,3.21,0.71,9.3,5',\n",
       " '7.5,0.52,0.16,1.9,0.085,12.0,35.0,0.9968,3.38,0.62,9.5,7',\n",
       " '7.0,0.735,0.05,2.0,0.081,13.0,54.0,0.9966,3.39,0.57,9.8,5',\n",
       " '7.2,0.725,0.05,4.65,0.086,4.0,11.0,0.9962,3.41,0.39,10.9,5',\n",
       " '7.2,0.725,0.05,4.65,0.086,4.0,11.0,0.9962,3.41,0.39,10.9,5',\n",
       " '7.5,0.52,0.11,1.5,0.079,11.0,39.0,0.9968,3.42,0.58,9.6,5',\n",
       " '6.6,0.705,0.07,1.6,0.076,6.0,15.0,0.9962,3.44,0.58,10.7,5',\n",
       " '9.3,0.32,0.57,2.0,0.074,27.0,65.0,0.9969,3.28,0.79,10.7,5',\n",
       " '8.0,0.705,0.05,1.9,0.074,8.0,19.0,0.9962,3.34,0.95,10.5,6',\n",
       " '7.7,0.63,0.08,1.9,0.076,15.0,27.0,0.9967,3.32,0.54,9.5,6',\n",
       " '7.7,0.67,0.23,2.1,0.088,17.0,96.0,0.9962,3.32,0.48,9.5,5',\n",
       " '7.7,0.69,0.22,1.9,0.084,18.0,94.0,0.9961,3.31,0.48,9.5,5',\n",
       " '8.3,0.675,0.26,2.1,0.084,11.0,43.0,0.9976,3.31,0.53,9.2,4',\n",
       " '9.7,0.32,0.54,2.5,0.094,28.0,83.0,0.9984,3.28,0.82,9.6,5',\n",
       " '8.8,0.41,0.64,2.2,0.093,9.0,42.0,0.9986,3.54,0.66,10.5,5',\n",
       " '8.8,0.41,0.64,2.2,0.093,9.0,42.0,0.9986,3.54,0.66,10.5,5',\n",
       " '6.8,0.785,0.0,2.4,0.104,14.0,30.0,0.9966,3.52,0.55,10.7,6',\n",
       " '6.7,0.75,0.12,2.0,0.086,12.0,80.0,0.9958,3.38,0.52,10.1,5',\n",
       " '8.3,0.625,0.2,1.5,0.08,27.0,119.0,0.9972,3.16,1.12,9.1,4',\n",
       " '6.2,0.45,0.2,1.6,0.069,3.0,15.0,0.9958,3.41,0.56,9.2,5',\n",
       " '7.8,0.43,0.7,1.9,0.464,22.0,67.0,0.9974,3.13,1.28,9.4,5',\n",
       " '7.4,0.5,0.47,2.0,0.086,21.0,73.0,0.997,3.36,0.57,9.1,5',\n",
       " '7.3,0.67,0.26,1.8,0.401,16.0,51.0,0.9969,3.16,1.14,9.4,5',\n",
       " '6.3,0.3,0.48,1.8,0.069,18.0,61.0,0.9959,3.44,0.78,10.3,6',\n",
       " '6.9,0.55,0.15,2.2,0.076,19.0,40.0,0.9961,3.41,0.59,10.1,5',\n",
       " '8.6,0.49,0.28,1.9,0.11,20.0,136.0,0.9972,2.93,1.95,9.9,6',\n",
       " '7.7,0.49,0.26,1.9,0.062,9.0,31.0,0.9966,3.39,0.64,9.6,5',\n",
       " '9.3,0.39,0.44,2.1,0.107,34.0,125.0,0.9978,3.14,1.22,9.5,5',\n",
       " '7.0,0.62,0.08,1.8,0.076,8.0,24.0,0.9978,3.48,0.53,9.0,5',\n",
       " '7.9,0.52,0.26,1.9,0.079,42.0,140.0,0.9964,3.23,0.54,9.5,5',\n",
       " '8.6,0.49,0.28,1.9,0.11,20.0,136.0,0.9972,2.93,1.95,9.9,6',\n",
       " '8.6,0.49,0.29,2.0,0.11,19.0,133.0,0.9972,2.93,1.98,9.8,5',\n",
       " '7.7,0.49,0.26,1.9,0.062,9.0,31.0,0.9966,3.39,0.64,9.6,5',\n",
       " '5.0,1.02,0.04,1.4,0.045,41.0,85.0,0.9938,3.75,0.48,10.5,4',\n",
       " '4.7,0.6,0.17,2.3,0.058,17.0,106.0,0.9932,3.85,0.6,12.9,6',\n",
       " '6.8,0.775,0.0,3.0,0.102,8.0,23.0,0.9965,3.45,0.56,10.7,5',\n",
       " '7.0,0.5,0.25,2.0,0.07,3.0,22.0,0.9963,3.25,0.63,9.2,5',\n",
       " '7.6,0.9,0.06,2.5,0.079,5.0,10.0,0.9967,3.39,0.56,9.8,5',\n",
       " '8.1,0.545,0.18,1.9,0.08,13.0,35.0,0.9972,3.3,0.59,9.0,6',\n",
       " '8.3,0.61,0.3,2.1,0.084,11.0,50.0,0.9972,3.4,0.61,10.2,6',\n",
       " '7.8,0.5,0.3,1.9,0.075,8.0,22.0,0.9959,3.31,0.56,10.4,6',\n",
       " '8.1,0.545,0.18,1.9,0.08,13.0,35.0,0.9972,3.3,0.59,9.0,6',\n",
       " '8.1,0.575,0.22,2.1,0.077,12.0,65.0,0.9967,3.29,0.51,9.2,5',\n",
       " '7.2,0.49,0.24,2.2,0.07,5.0,36.0,0.996,3.33,0.48,9.4,5',\n",
       " '8.1,0.575,0.22,2.1,0.077,12.0,65.0,0.9967,3.29,0.51,9.2,5',\n",
       " '7.8,0.41,0.68,1.7,0.467,18.0,69.0,0.9973,3.08,1.31,9.3,5',\n",
       " '6.2,0.63,0.31,1.7,0.088,15.0,64.0,0.9969,3.46,0.79,9.3,5',\n",
       " '8.0,0.33,0.53,2.5,0.091,18.0,80.0,0.9976,3.37,0.8,9.6,6',\n",
       " '8.1,0.785,0.52,2.0,0.122,37.0,153.0,0.9969,3.21,0.69,9.3,5',\n",
       " '7.8,0.56,0.19,1.8,0.104,12.0,47.0,0.9964,3.19,0.93,9.5,5',\n",
       " '8.4,0.62,0.09,2.2,0.084,11.0,108.0,0.9964,3.15,0.66,9.8,5',\n",
       " '8.4,0.6,0.1,2.2,0.085,14.0,111.0,0.9964,3.15,0.66,9.8,5',\n",
       " '10.1,0.31,0.44,2.3,0.08,22.0,46.0,0.9988,3.32,0.67,9.7,6',\n",
       " '7.8,0.56,0.19,1.8,0.104,12.0,47.0,0.9964,3.19,0.93,9.5,5',\n",
       " '9.4,0.4,0.31,2.2,0.09,13.0,62.0,0.9966,3.07,0.63,10.5,6',\n",
       " '8.3,0.54,0.28,1.9,0.077,11.0,40.0,0.9978,3.39,0.61,10.0,6',\n",
       " '7.8,0.56,0.12,2.0,0.082,7.0,28.0,0.997,3.37,0.5,9.4,6',\n",
       " '8.8,0.55,0.04,2.2,0.119,14.0,56.0,0.9962,3.21,0.6,10.9,6',\n",
       " '7.0,0.69,0.08,1.8,0.097,22.0,89.0,0.9959,3.34,0.54,9.2,6',\n",
       " '7.3,1.07,0.09,1.7,0.178,10.0,89.0,0.9962,3.3,0.57,9.0,5',\n",
       " '8.8,0.55,0.04,2.2,0.119,14.0,56.0,0.9962,3.21,0.6,10.9,6',\n",
       " '7.3,0.695,0.0,2.5,0.075,3.0,13.0,0.998,3.49,0.52,9.2,5',\n",
       " '8.0,0.71,0.0,2.6,0.08,11.0,34.0,0.9976,3.44,0.53,9.5,5',\n",
       " '7.8,0.5,0.17,1.6,0.082,21.0,102.0,0.996,3.39,0.48,9.5,5',\n",
       " '9.0,0.62,0.04,1.9,0.146,27.0,90.0,0.9984,3.16,0.7,9.4,5',\n",
       " '8.2,1.33,0.0,1.7,0.081,3.0,12.0,0.9964,3.53,0.49,10.9,5',\n",
       " '8.1,1.33,0.0,1.8,0.082,3.0,12.0,0.9964,3.54,0.48,10.9,5',\n",
       " '8.0,0.59,0.16,1.8,0.065,3.0,16.0,0.9962,3.42,0.92,10.5,7',\n",
       " '6.1,0.38,0.15,1.8,0.072,6.0,19.0,0.9955,3.42,0.57,9.4,5',\n",
       " '8.0,0.745,0.56,2.0,0.118,30.0,134.0,0.9968,3.24,0.66,9.4,5',\n",
       " '5.6,0.5,0.09,2.3,0.049,17.0,99.0,0.9937,3.63,0.63,13.0,5',\n",
       " '5.6,0.5,0.09,2.3,0.049,17.0,99.0,0.9937,3.63,0.63,13.0,5',\n",
       " '6.6,0.5,0.01,1.5,0.06,17.0,26.0,0.9952,3.4,0.58,9.8,6',\n",
       " '7.9,1.04,0.05,2.2,0.084,13.0,29.0,0.9959,3.22,0.55,9.9,6',\n",
       " '8.4,0.745,0.11,1.9,0.09,16.0,63.0,0.9965,3.19,0.82,9.6,5',\n",
       " '8.3,0.715,0.15,1.8,0.089,10.0,52.0,0.9968,3.23,0.77,9.5,5',\n",
       " '7.2,0.415,0.36,2.0,0.081,13.0,45.0,0.9972,3.48,0.64,9.2,5',\n",
       " '7.8,0.56,0.19,2.1,0.081,15.0,105.0,0.9962,3.33,0.54,9.5,5',\n",
       " '7.8,0.56,0.19,2.0,0.081,17.0,108.0,0.9962,3.32,0.54,9.5,5',\n",
       " '8.4,0.745,0.11,1.9,0.09,16.0,63.0,0.9965,3.19,0.82,9.6,5',\n",
       " '8.3,0.715,0.15,1.8,0.089,10.0,52.0,0.9968,3.23,0.77,9.5,5',\n",
       " '5.2,0.34,0.0,1.8,0.05,27.0,63.0,0.9916,3.68,0.79,14.0,6',\n",
       " '6.3,0.39,0.08,1.7,0.066,3.0,20.0,0.9954,3.34,0.58,9.4,5',\n",
       " '5.2,0.34,0.0,1.8,0.05,27.0,63.0,0.9916,3.68,0.79,14.0,6',\n",
       " '8.1,0.67,0.55,1.8,0.117,32.0,141.0,0.9968,3.17,0.62,9.4,5',\n",
       " '5.8,0.68,0.02,1.8,0.087,21.0,94.0,0.9944,3.54,0.52,10.0,5',\n",
       " '7.6,0.49,0.26,1.6,0.236,10.0,88.0,0.9968,3.11,0.8,9.3,5',\n",
       " '6.9,0.49,0.1,2.3,0.074,12.0,30.0,0.9959,3.42,0.58,10.2,6',\n",
       " '8.2,0.4,0.44,2.8,0.089,11.0,43.0,0.9975,3.53,0.61,10.5,6',\n",
       " '7.3,0.33,0.47,2.1,0.077,5.0,11.0,0.9958,3.33,0.53,10.3,6',\n",
       " '9.2,0.52,1.0,3.4,0.61,32.0,69.0,0.9996,2.74,2.0,9.4,4',\n",
       " '7.5,0.6,0.03,1.8,0.095,25.0,99.0,0.995,3.35,0.54,10.1,5',\n",
       " '7.5,0.6,0.03,1.8,0.095,25.0,99.0,0.995,3.35,0.54,10.1,5',\n",
       " '7.1,0.43,0.42,5.5,0.07,29.0,129.0,0.9973,3.42,0.72,10.5,5',\n",
       " '7.1,0.43,0.42,5.5,0.071,28.0,128.0,0.9973,3.42,0.71,10.5,5',\n",
       " '7.1,0.43,0.42,5.5,0.07,29.0,129.0,0.9973,3.42,0.72,10.5,5',\n",
       " '7.1,0.43,0.42,5.5,0.071,28.0,128.0,0.9973,3.42,0.71,10.5,5',\n",
       " '7.1,0.68,0.0,2.2,0.073,12.0,22.0,0.9969,3.48,0.5,9.3,5',\n",
       " '6.8,0.6,0.18,1.9,0.079,18.0,86.0,0.9968,3.59,0.57,9.3,6',\n",
       " '7.6,0.95,0.03,2.0,0.09,7.0,20.0,0.9959,3.2,0.56,9.6,5',\n",
       " '7.6,0.68,0.02,1.3,0.072,9.0,20.0,0.9965,3.17,1.08,9.2,4',\n",
       " '7.8,0.53,0.04,1.7,0.076,17.0,31.0,0.9964,3.33,0.56,10.0,6',\n",
       " '7.4,0.6,0.26,7.3,0.07,36.0,121.0,0.9982,3.37,0.49,9.4,5',\n",
       " '7.3,0.59,0.26,7.2,0.07,35.0,121.0,0.9981,3.37,0.49,9.4,5',\n",
       " '7.8,0.63,0.48,1.7,0.1,14.0,96.0,0.9961,3.19,0.62,9.5,5',\n",
       " '6.8,0.64,0.1,2.1,0.085,18.0,101.0,0.9956,3.34,0.52,10.2,5',\n",
       " '7.3,0.55,0.03,1.6,0.072,17.0,42.0,0.9956,3.37,0.48,9.0,4',\n",
       " '6.8,0.63,0.07,2.1,0.089,11.0,44.0,0.9953,3.47,0.55,10.4,6',\n",
       " '7.5,0.705,0.24,1.8,0.36,15.0,63.0,0.9964,3.0,1.59,9.5,5',\n",
       " '7.9,0.885,0.03,1.8,0.058,4.0,8.0,0.9972,3.36,0.33,9.1,4',\n",
       " '8.0,0.42,0.17,2.0,0.073,6.0,18.0,0.9972,3.29,0.61,9.2,6',\n",
       " '8.0,0.42,0.17,2.0,0.073,6.0,18.0,0.9972,3.29,0.61,9.2,6',\n",
       " '7.4,0.62,0.05,1.9,0.068,24.0,42.0,0.9961,3.42,0.57,11.5,6',\n",
       " '7.3,0.38,0.21,2.0,0.08,7.0,35.0,0.9961,3.33,0.47,9.5,5',\n",
       " '6.9,0.5,0.04,1.5,0.085,19.0,49.0,0.9958,3.35,0.78,9.5,5',\n",
       " '7.3,0.38,0.21,2.0,0.08,7.0,35.0,0.9961,3.33,0.47,9.5,5',\n",
       " '7.5,0.52,0.42,2.3,0.087,8.0,38.0,0.9972,3.58,0.61,10.5,6',\n",
       " '7.0,0.805,0.0,2.5,0.068,7.0,20.0,0.9969,3.48,0.56,9.6,5',\n",
       " '8.8,0.61,0.14,2.4,0.067,10.0,42.0,0.9969,3.19,0.59,9.5,5',\n",
       " '8.8,0.61,0.14,2.4,0.067,10.0,42.0,0.9969,3.19,0.59,9.5,5',\n",
       " '8.9,0.61,0.49,2.0,0.27,23.0,110.0,0.9972,3.12,1.02,9.3,5',\n",
       " '7.2,0.73,0.02,2.5,0.076,16.0,42.0,0.9972,3.44,0.52,9.3,5',\n",
       " '6.8,0.61,0.2,1.8,0.077,11.0,65.0,0.9971,3.54,0.58,9.3,5',\n",
       " '6.7,0.62,0.21,1.9,0.079,8.0,62.0,0.997,3.52,0.58,9.3,6',\n",
       " '8.9,0.31,0.57,2.0,0.111,26.0,85.0,0.9971,3.26,0.53,9.7,5',\n",
       " '7.4,0.39,0.48,2.0,0.082,14.0,67.0,0.9972,3.34,0.55,9.2,5',\n",
       " '7.7,0.705,0.1,2.6,0.084,9.0,26.0,0.9976,3.39,0.49,9.7,5',\n",
       " '7.9,0.5,0.33,2.0,0.084,15.0,143.0,0.9968,3.2,0.55,9.5,5',\n",
       " '7.9,0.49,0.32,1.9,0.082,17.0,144.0,0.9968,3.2,0.55,9.5,5',\n",
       " '8.2,0.5,0.35,2.9,0.077,21.0,127.0,0.9976,3.23,0.62,9.4,5',\n",
       " '6.4,0.37,0.25,1.9,0.074,21.0,49.0,0.9974,3.57,0.62,9.8,6',\n",
       " '6.8,0.63,0.12,3.8,0.099,16.0,126.0,0.9969,3.28,0.61,9.5,5',\n",
       " '7.6,0.55,0.21,2.2,0.071,7.0,28.0,0.9964,3.28,0.55,9.7,5',\n",
       " '7.6,0.55,0.21,2.2,0.071,7.0,28.0,0.9964,3.28,0.55,9.7,5',\n",
       " '7.8,0.59,0.33,2.0,0.074,24.0,120.0,0.9968,3.25,0.54,9.4,5',\n",
       " '7.3,0.58,0.3,2.4,0.074,15.0,55.0,0.9968,3.46,0.59,10.2,5',\n",
       " '11.5,0.3,0.6,2.0,0.067,12.0,27.0,0.9981,3.11,0.97,10.1,6',\n",
       " '5.4,0.835,0.08,1.2,0.046,13.0,93.0,0.9924,3.57,0.85,13.0,7',\n",
       " '6.9,1.09,0.06,2.1,0.061,12.0,31.0,0.9948,3.51,0.43,11.4,4',\n",
       " '9.6,0.32,0.47,1.4,0.056,9.0,24.0,0.99695,3.22,0.82,10.3,7',\n",
       " '8.8,0.37,0.48,2.1,0.097,39.0,145.0,0.9975,3.04,1.03,9.3,5',\n",
       " '6.8,0.5,0.11,1.5,0.075,16.0,49.0,0.99545,3.36,0.79,9.5,5',\n",
       " '7.0,0.42,0.35,1.6,0.088,16.0,39.0,0.9961,3.34,0.55,9.2,5',\n",
       " '7.0,0.43,0.36,1.6,0.089,14.0,37.0,0.99615,3.34,0.56,9.2,6',\n",
       " '12.8,0.3,0.74,2.6,0.095,9.0,28.0,0.9994,3.2,0.77,10.8,7',\n",
       " '12.8,0.3,0.74,2.6,0.095,9.0,28.0,0.9994,3.2,0.77,10.8,7',\n",
       " '7.8,0.57,0.31,1.8,0.069,26.0,120.0,0.99625,3.29,0.53,9.3,5',\n",
       " '7.8,0.44,0.28,2.7,0.1,18.0,95.0,0.9966,3.22,0.67,9.4,5',\n",
       " '11.0,0.3,0.58,2.1,0.054,7.0,19.0,0.998,3.31,0.88,10.5,7',\n",
       " '9.7,0.53,0.6,2.0,0.039,5.0,19.0,0.99585,3.3,0.86,12.4,6',\n",
       " '8.0,0.725,0.24,2.8,0.083,10.0,62.0,0.99685,3.35,0.56,10.0,6',\n",
       " '11.6,0.44,0.64,2.1,0.059,5.0,15.0,0.998,3.21,0.67,10.2,6',\n",
       " '8.2,0.57,0.26,2.2,0.06,28.0,65.0,0.9959,3.3,0.43,10.1,5',\n",
       " '7.8,0.735,0.08,2.4,0.092,10.0,41.0,0.9974,3.24,0.71,9.8,6',\n",
       " '7.0,0.49,0.49,5.6,0.06,26.0,121.0,0.9974,3.34,0.76,10.5,5',\n",
       " '8.7,0.625,0.16,2.0,0.101,13.0,49.0,0.9962,3.14,0.57,11.0,5',\n",
       " '8.1,0.725,0.22,2.2,0.072,11.0,41.0,0.9967,3.36,0.55,9.1,5',\n",
       " '7.5,0.49,0.19,1.9,0.076,10.0,44.0,0.9957,3.39,0.54,9.7,5',\n",
       " '7.8,0.53,0.33,2.4,0.08,24.0,144.0,0.99655,3.3,0.6,9.5,5',\n",
       " '7.8,0.34,0.37,2.0,0.082,24.0,58.0,0.9964,3.34,0.59,9.4,6',\n",
       " '7.4,0.53,0.26,2.0,0.101,16.0,72.0,0.9957,3.15,0.57,9.4,5',\n",
       " '6.8,0.61,0.04,1.5,0.057,5.0,10.0,0.99525,3.42,0.6,9.5,5',\n",
       " '8.6,0.645,0.25,2.0,0.083,8.0,28.0,0.99815,3.28,0.6,10.0,6',\n",
       " '8.4,0.635,0.36,2.0,0.089,15.0,55.0,0.99745,3.31,0.57,10.4,4',\n",
       " '7.7,0.43,0.25,2.6,0.073,29.0,63.0,0.99615,3.37,0.58,10.5,6',\n",
       " '8.9,0.59,0.5,2.0,0.337,27.0,81.0,0.9964,3.04,1.61,9.5,6',\n",
       " '9.0,0.82,0.14,2.6,0.089,9.0,23.0,0.9984,3.39,0.63,9.8,5',\n",
       " '7.7,0.43,0.25,2.6,0.073,29.0,63.0,0.99615,3.37,0.58,10.5,6',\n",
       " '6.9,0.52,0.25,2.6,0.081,10.0,37.0,0.99685,3.46,0.5,11.0,5',\n",
       " '5.2,0.48,0.04,1.6,0.054,19.0,106.0,0.9927,3.54,0.62,12.2,7',\n",
       " '8.0,0.38,0.06,1.8,0.078,12.0,49.0,0.99625,3.37,0.52,9.9,6',\n",
       " '8.5,0.37,0.2,2.8,0.09,18.0,58.0,0.998,3.34,0.7,9.6,6',\n",
       " '6.9,0.52,0.25,2.6,0.081,10.0,37.0,0.99685,3.46,0.5,11.0,5',\n",
       " '8.2,1.0,0.09,2.3,0.065,7.0,37.0,0.99685,3.32,0.55,9.0,6',\n",
       " '7.2,0.63,0.0,1.9,0.097,14.0,38.0,0.99675,3.37,0.58,9.0,6',\n",
       " '7.2,0.63,0.0,1.9,0.097,14.0,38.0,0.99675,3.37,0.58,9.0,6',\n",
       " '7.2,0.645,0.0,1.9,0.097,15.0,39.0,0.99675,3.37,0.58,9.2,6',\n",
       " '7.2,0.63,0.0,1.9,0.097,14.0,38.0,0.99675,3.37,0.58,9.0,6',\n",
       " '8.2,1.0,0.09,2.3,0.065,7.0,37.0,0.99685,3.32,0.55,9.0,6',\n",
       " '8.9,0.635,0.37,1.7,0.263,5.0,62.0,0.9971,3.0,1.09,9.3,5',\n",
       " '12.0,0.38,0.56,2.1,0.093,6.0,24.0,0.99925,3.14,0.71,10.9,6',\n",
       " '7.7,0.58,0.1,1.8,0.102,28.0,109.0,0.99565,3.08,0.49,9.8,6',\n",
       " '15.0,0.21,0.44,2.2,0.075,10.0,24.0,1.00005,3.07,0.84,9.2,7',\n",
       " '15.0,0.21,0.44,2.2,0.075,10.0,24.0,1.00005,3.07,0.84,9.2,7',\n",
       " '7.3,0.66,0.0,2.0,0.084,6.0,23.0,0.9983,3.61,0.96,9.9,6',\n",
       " '7.1,0.68,0.07,1.9,0.075,16.0,51.0,0.99685,3.38,0.52,9.5,5',\n",
       " '8.2,0.6,0.17,2.3,0.072,11.0,73.0,0.9963,3.2,0.45,9.3,5',\n",
       " '7.7,0.53,0.06,1.7,0.074,9.0,39.0,0.99615,3.35,0.48,9.8,6',\n",
       " '7.3,0.66,0.0,2.0,0.084,6.0,23.0,0.9983,3.61,0.96,9.9,6',\n",
       " '10.8,0.32,0.44,1.6,0.063,16.0,37.0,0.9985,3.22,0.78,10.0,6',\n",
       " '7.1,0.6,0.0,1.8,0.074,16.0,34.0,0.9972,3.47,0.7,9.9,6',\n",
       " '11.1,0.35,0.48,3.1,0.09,5.0,21.0,0.9986,3.17,0.53,10.5,5',\n",
       " '7.7,0.775,0.42,1.9,0.092,8.0,86.0,0.9959,3.23,0.59,9.5,5',\n",
       " '7.1,0.6,0.0,1.8,0.074,16.0,34.0,0.9972,3.47,0.7,9.9,6',\n",
       " '8.0,0.57,0.23,3.2,0.073,17.0,119.0,0.99675,3.26,0.57,9.3,5',\n",
       " '9.4,0.34,0.37,2.2,0.075,5.0,13.0,0.998,3.22,0.62,9.2,5',\n",
       " '6.6,0.695,0.0,2.1,0.075,12.0,56.0,0.9968,3.49,0.67,9.2,5',\n",
       " '7.7,0.41,0.76,1.8,0.611,8.0,45.0,0.9968,3.06,1.26,9.4,5',\n",
       " '10.0,0.31,0.47,2.6,0.085,14.0,33.0,0.99965,3.36,0.8,10.5,7',\n",
       " '7.9,0.33,0.23,1.7,0.077,18.0,45.0,0.99625,3.29,0.65,9.3,5',\n",
       " '7.0,0.975,0.04,2.0,0.087,12.0,67.0,0.99565,3.35,0.6,9.4,4',\n",
       " '8.0,0.52,0.03,1.7,0.07,10.0,35.0,0.99575,3.34,0.57,10.0,5',\n",
       " '7.9,0.37,0.23,1.8,0.077,23.0,49.0,0.9963,3.28,0.67,9.3,5',\n",
       " '12.5,0.56,0.49,2.4,0.064,5.0,27.0,0.9999,3.08,0.87,10.9,5',\n",
       " '11.8,0.26,0.52,1.8,0.071,6.0,10.0,0.9968,3.2,0.72,10.2,7',\n",
       " '8.1,0.87,0.0,3.3,0.096,26.0,61.0,1.00025,3.6,0.72,9.8,4',\n",
       " '7.9,0.35,0.46,3.6,0.078,15.0,37.0,0.9973,3.35,0.86,12.8,8',\n",
       " '6.9,0.54,0.04,3.0,0.077,7.0,27.0,0.9987,3.69,0.91,9.4,6',\n",
       " '11.5,0.18,0.51,4.0,0.104,4.0,23.0,0.9996,3.28,0.97,10.1,6',\n",
       " '7.9,0.545,0.06,4.0,0.087,27.0,61.0,0.9965,3.36,0.67,10.7,6',\n",
       " '11.5,0.18,0.51,4.0,0.104,4.0,23.0,0.9996,3.28,0.97,10.1,6',\n",
       " '10.9,0.37,0.58,4.0,0.071,17.0,65.0,0.99935,3.22,0.78,10.1,5',\n",
       " '8.4,0.715,0.2,2.4,0.076,10.0,38.0,0.99735,3.31,0.64,9.4,5',\n",
       " '7.5,0.65,0.18,7.0,0.088,27.0,94.0,0.99915,3.38,0.77,9.4,5',\n",
       " '7.9,0.545,0.06,4.0,0.087,27.0,61.0,0.9965,3.36,0.67,10.7,6',\n",
       " '6.9,0.54,0.04,3.0,0.077,7.0,27.0,0.9987,3.69,0.91,9.4,6',\n",
       " '11.5,0.18,0.51,4.0,0.104,4.0,23.0,0.9996,3.28,0.97,10.1,6',\n",
       " '10.3,0.32,0.45,6.4,0.073,5.0,13.0,0.9976,3.23,0.82,12.6,8',\n",
       " '8.9,0.4,0.32,5.6,0.087,10.0,47.0,0.9991,3.38,0.77,10.5,7',\n",
       " '11.4,0.26,0.44,3.6,0.071,6.0,19.0,0.9986,3.12,0.82,9.3,6',\n",
       " '7.7,0.27,0.68,3.5,0.358,5.0,10.0,0.9972,3.25,1.08,9.9,7',\n",
       " '7.6,0.52,0.12,3.0,0.067,12.0,53.0,0.9971,3.36,0.57,9.1,5',\n",
       " '8.9,0.4,0.32,5.6,0.087,10.0,47.0,0.9991,3.38,0.77,10.5,7',\n",
       " '9.9,0.59,0.07,3.4,0.102,32.0,71.0,1.00015,3.31,0.71,9.8,5',\n",
       " '9.9,0.59,0.07,3.4,0.102,32.0,71.0,1.00015,3.31,0.71,9.8,5',\n",
       " '12.0,0.45,0.55,2.0,0.073,25.0,49.0,0.9997,3.1,0.76,10.3,6',\n",
       " '7.5,0.4,0.12,3.0,0.092,29.0,53.0,0.9967,3.37,0.7,10.3,6',\n",
       " '8.7,0.52,0.09,2.5,0.091,20.0,49.0,0.9976,3.34,0.86,10.6,7',\n",
       " '11.6,0.42,0.53,3.3,0.105,33.0,98.0,1.001,3.2,0.95,9.2,5',\n",
       " '8.7,0.52,0.09,2.5,0.091,20.0,49.0,0.9976,3.34,0.86,10.6,7',\n",
       " '11.0,0.2,0.48,2.0,0.343,6.0,18.0,0.9979,3.3,0.71,10.5,5',\n",
       " '10.4,0.55,0.23,2.7,0.091,18.0,48.0,0.9994,3.22,0.64,10.3,6',\n",
       " '6.9,0.36,0.25,2.4,0.098,5.0,16.0,0.9964,3.41,0.6,10.1,6',\n",
       " '13.3,0.34,0.52,3.2,0.094,17.0,53.0,1.0014,3.05,0.81,9.5,6',\n",
       " '10.8,0.5,0.46,2.5,0.073,5.0,27.0,1.0001,3.05,0.64,9.5,5',\n",
       " '10.6,0.83,0.37,2.6,0.086,26.0,70.0,0.9981,3.16,0.52,9.9,5',\n",
       " '7.1,0.63,0.06,2.0,0.083,8.0,29.0,0.99855,3.67,0.73,9.6,5',\n",
       " '7.2,0.65,0.02,2.3,0.094,5.0,31.0,0.9993,3.67,0.8,9.7,5',\n",
       " '6.9,0.67,0.06,2.1,0.08,8.0,33.0,0.99845,3.68,0.71,9.6,5',\n",
       " '7.5,0.53,0.06,2.6,0.086,20.0,44.0,0.9965,3.38,0.59,10.7,6',\n",
       " '11.1,0.18,0.48,1.5,0.068,7.0,15.0,0.9973,3.22,0.64,10.1,6',\n",
       " '8.3,0.705,0.12,2.6,0.092,12.0,28.0,0.9994,3.51,0.72,10.0,5',\n",
       " '7.4,0.67,0.12,1.6,0.186,5.0,21.0,0.996,3.39,0.54,9.5,5',\n",
       " '8.4,0.65,0.6,2.1,0.112,12.0,90.0,0.9973,3.2,0.52,9.2,5',\n",
       " '10.3,0.53,0.48,2.5,0.063,6.0,25.0,0.9998,3.12,0.59,9.3,6',\n",
       " '7.6,0.62,0.32,2.2,0.082,7.0,54.0,0.9966,3.36,0.52,9.4,5',\n",
       " '10.3,0.41,0.42,2.4,0.213,6.0,14.0,0.9994,3.19,0.62,9.5,6',\n",
       " '10.3,0.43,0.44,2.4,0.214,5.0,12.0,0.9994,3.19,0.63,9.5,6',\n",
       " '7.4,0.29,0.38,1.7,0.062,9.0,30.0,0.9968,3.41,0.53,9.5,6',\n",
       " '10.3,0.53,0.48,2.5,0.063,6.0,25.0,0.9998,3.12,0.59,9.3,6',\n",
       " '7.9,0.53,0.24,2.0,0.072,15.0,105.0,0.996,3.27,0.54,9.4,6',\n",
       " '9.0,0.46,0.31,2.8,0.093,19.0,98.0,0.99815,3.32,0.63,9.5,6',\n",
       " '8.6,0.47,0.3,3.0,0.076,30.0,135.0,0.9976,3.3,0.53,9.4,5',\n",
       " '7.4,0.36,0.29,2.6,0.087,26.0,72.0,0.99645,3.39,0.68,11.0,5',\n",
       " '7.1,0.35,0.29,2.5,0.096,20.0,53.0,0.9962,3.42,0.65,11.0,6',\n",
       " '9.6,0.56,0.23,3.4,0.102,37.0,92.0,0.9996,3.3,0.65,10.1,5',\n",
       " '9.6,0.77,0.12,2.9,0.082,30.0,74.0,0.99865,3.3,0.64,10.4,6',\n",
       " '9.8,0.66,0.39,3.2,0.083,21.0,59.0,0.9989,3.37,0.71,11.5,7',\n",
       " '9.6,0.77,0.12,2.9,0.082,30.0,74.0,0.99865,3.3,0.64,10.4,6',\n",
       " '9.8,0.66,0.39,3.2,0.083,21.0,59.0,0.9989,3.37,0.71,11.5,7',\n",
       " '9.3,0.61,0.26,3.4,0.09,25.0,87.0,0.99975,3.24,0.62,9.7,5',\n",
       " '7.8,0.62,0.05,2.3,0.079,6.0,18.0,0.99735,3.29,0.63,9.3,5',\n",
       " '10.3,0.59,0.42,2.8,0.09,35.0,73.0,0.999,3.28,0.7,9.5,6',\n",
       " '10.0,0.49,0.2,11.0,0.071,13.0,50.0,1.0015,3.16,0.69,9.2,6',\n",
       " '10.0,0.49,0.2,11.0,0.071,13.0,50.0,1.0015,3.16,0.69,9.2,6',\n",
       " '11.6,0.53,0.66,3.65,0.121,6.0,14.0,0.9978,3.05,0.74,11.5,7',\n",
       " '10.3,0.44,0.5,4.5,0.107,5.0,13.0,0.998,3.28,0.83,11.5,5',\n",
       " '13.4,0.27,0.62,2.6,0.082,6.0,21.0,1.0002,3.16,0.67,9.7,6',\n",
       " '10.7,0.46,0.39,2.0,0.061,7.0,15.0,0.9981,3.18,0.62,9.5,5',\n",
       " '10.2,0.36,0.64,2.9,0.122,10.0,41.0,0.998,3.23,0.66,12.5,6',\n",
       " '10.2,0.36,0.64,2.9,0.122,10.0,41.0,0.998,3.23,0.66,12.5,6',\n",
       " '8.0,0.58,0.28,3.2,0.066,21.0,114.0,0.9973,3.22,0.54,9.4,6',\n",
       " '8.4,0.56,0.08,2.1,0.105,16.0,44.0,0.9958,3.13,0.52,11.0,5',\n",
       " '7.9,0.65,0.01,2.5,0.078,17.0,38.0,0.9963,3.34,0.74,11.7,7',\n",
       " '11.9,0.695,0.53,3.4,0.128,7.0,21.0,0.9992,3.17,0.84,12.2,7',\n",
       " '8.9,0.43,0.45,1.9,0.052,6.0,16.0,0.9948,3.35,0.7,12.5,6',\n",
       " '7.8,0.43,0.32,2.8,0.08,29.0,58.0,0.9974,3.31,0.64,10.3,5',\n",
       " '12.4,0.49,0.58,3.0,0.103,28.0,99.0,1.0008,3.16,1.0,11.5,6',\n",
       " '12.5,0.28,0.54,2.3,0.082,12.0,29.0,0.9997,3.11,1.36,9.8,7',\n",
       " '12.2,0.34,0.5,2.4,0.066,10.0,21.0,1.0,3.12,1.18,9.2,6',\n",
       " '10.6,0.42,0.48,2.7,0.065,5.0,18.0,0.9972,3.21,0.87,11.3,6',\n",
       " '10.9,0.39,0.47,1.8,0.118,6.0,14.0,0.9982,3.3,0.75,9.8,6',\n",
       " '10.9,0.39,0.47,1.8,0.118,6.0,14.0,0.9982,3.3,0.75,9.8,6',\n",
       " '11.9,0.57,0.5,2.6,0.082,6.0,32.0,1.0006,3.12,0.78,10.7,6',\n",
       " '7.0,0.685,0.0,1.9,0.067,40.0,63.0,0.9979,3.6,0.81,9.9,5',\n",
       " '6.6,0.815,0.02,2.7,0.072,17.0,34.0,0.9955,3.58,0.89,12.3,7',\n",
       " '13.8,0.49,0.67,3.0,0.093,6.0,15.0,0.9986,3.02,0.93,12.0,6',\n",
       " '9.6,0.56,0.31,2.8,0.089,15.0,46.0,0.9979,3.11,0.92,10.0,6',\n",
       " '9.1,0.785,0.0,2.6,0.093,11.0,28.0,0.9994,3.36,0.86,9.4,6',\n",
       " '10.7,0.67,0.22,2.7,0.107,17.0,34.0,1.0004,3.28,0.98,9.9,6',\n",
       " '9.1,0.795,0.0,2.6,0.096,11.0,26.0,0.9994,3.35,0.83,9.4,6',\n",
       " '7.7,0.665,0.0,2.4,0.09,8.0,19.0,0.9974,3.27,0.73,9.3,5',\n",
       " '13.5,0.53,0.79,4.8,0.12,23.0,77.0,1.0018,3.18,0.77,13.0,5',\n",
       " '6.1,0.21,0.4,1.4,0.066,40.5,165.0,0.9912,3.25,0.59,11.9,6',\n",
       " '6.7,0.75,0.01,2.4,0.078,17.0,32.0,0.9955,3.55,0.61,12.8,6',\n",
       " '11.5,0.41,0.52,3.0,0.08,29.0,55.0,1.0001,3.26,0.88,11.0,5',\n",
       " '10.5,0.42,0.66,2.95,0.116,12.0,29.0,0.997,3.24,0.75,11.7,7',\n",
       " '11.9,0.43,0.66,3.1,0.109,10.0,23.0,1.0,3.15,0.85,10.4,7',\n",
       " '12.6,0.38,0.66,2.6,0.088,10.0,41.0,1.001,3.17,0.68,9.8,6',\n",
       " '8.2,0.7,0.23,2.0,0.099,14.0,81.0,0.9973,3.19,0.7,9.4,5',\n",
       " '8.6,0.45,0.31,2.6,0.086,21.0,50.0,0.9982,3.37,0.91,9.9,6',\n",
       " '11.9,0.58,0.66,2.5,0.072,6.0,37.0,0.9992,3.05,0.56,10.0,5',\n",
       " '12.5,0.46,0.63,2.0,0.071,6.0,15.0,0.9988,2.99,0.87,10.2,5',\n",
       " '12.8,0.615,0.66,5.8,0.083,7.0,42.0,1.0022,3.07,0.73,10.0,7',\n",
       " '10.0,0.42,0.5,3.4,0.107,7.0,21.0,0.9979,3.26,0.93,11.8,6',\n",
       " '12.8,0.615,0.66,5.8,0.083,7.0,42.0,1.0022,3.07,0.73,10.0,7',\n",
       " '10.4,0.575,0.61,2.6,0.076,11.0,24.0,1.0,3.16,0.69,9.0,5',\n",
       " '10.3,0.34,0.52,2.8,0.159,15.0,75.0,0.9998,3.18,0.64,9.4,5',\n",
       " '9.4,0.27,0.53,2.4,0.074,6.0,18.0,0.9962,3.2,1.13,12.0,7',\n",
       " '6.9,0.765,0.02,2.3,0.063,35.0,63.0,0.9975,3.57,0.78,9.9,5',\n",
       " '7.9,0.24,0.4,1.6,0.056,11.0,25.0,0.9967,3.32,0.87,8.7,6',\n",
       " '9.1,0.28,0.48,1.8,0.067,26.0,46.0,0.9967,3.32,1.04,10.6,6',\n",
       " '7.4,0.55,0.22,2.2,0.106,12.0,72.0,0.9959,3.05,0.63,9.2,5',\n",
       " '14.0,0.41,0.63,3.8,0.089,6.0,47.0,1.0014,3.01,0.81,10.8,6',\n",
       " '11.5,0.54,0.71,4.4,0.124,6.0,15.0,0.9984,3.01,0.83,11.8,7',\n",
       " '11.5,0.45,0.5,3.0,0.078,19.0,47.0,1.0003,3.26,1.11,11.0,6',\n",
       " '9.4,0.27,0.53,2.4,0.074,6.0,18.0,0.9962,3.2,1.13,12.0,7',\n",
       " '11.4,0.625,0.66,6.2,0.088,6.0,24.0,0.9988,3.11,0.99,13.3,6',\n",
       " '8.3,0.42,0.38,2.5,0.094,24.0,60.0,0.9979,3.31,0.7,10.8,6',\n",
       " '8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6',\n",
       " '13.7,0.415,0.68,2.9,0.085,17.0,43.0,1.0014,3.06,0.8,10.0,6',\n",
       " '8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6',\n",
       " '8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6',\n",
       " '7.7,0.51,0.28,2.1,0.087,23.0,54.0,0.998,3.42,0.74,9.2,5',\n",
       " '7.4,0.63,0.07,2.4,0.09,11.0,37.0,0.9979,3.43,0.76,9.7,6',\n",
       " '7.8,0.54,0.26,2.0,0.088,23.0,48.0,0.9981,3.41,0.74,9.2,6',\n",
       " '8.3,0.66,0.15,1.9,0.079,17.0,42.0,0.9972,3.31,0.54,9.6,6',\n",
       " '7.8,0.46,0.26,1.9,0.088,23.0,53.0,0.9981,3.43,0.74,9.2,6',\n",
       " '9.6,0.38,0.31,2.5,0.096,16.0,49.0,0.9982,3.19,0.7,10.0,7',\n",
       " '5.6,0.85,0.05,1.4,0.045,12.0,88.0,0.9924,3.56,0.82,12.9,8',\n",
       " '13.7,0.415,0.68,2.9,0.085,17.0,43.0,1.0014,3.06,0.8,10.0,6',\n",
       " '9.5,0.37,0.52,2.0,0.082,6.0,26.0,0.998,3.18,0.51,9.5,5',\n",
       " '8.4,0.665,0.61,2.0,0.112,13.0,95.0,0.997,3.16,0.54,9.1,5',\n",
       " '12.7,0.6,0.65,2.3,0.063,6.0,25.0,0.9997,3.03,0.57,9.9,5',\n",
       " '12.0,0.37,0.76,4.2,0.066,7.0,38.0,1.0004,3.22,0.6,13.0,7',\n",
       " '6.6,0.735,0.02,7.9,0.122,68.0,124.0,0.9994,3.47,0.53,9.9,5',\n",
       " '11.5,0.59,0.59,2.6,0.087,13.0,49.0,0.9988,3.18,0.65,11.0,6',\n",
       " '11.5,0.59,0.59,2.6,0.087,13.0,49.0,0.9988,3.18,0.65,11.0,6',\n",
       " '8.7,0.765,0.22,2.3,0.064,9.0,42.0,0.9963,3.1,0.55,9.4,5',\n",
       " '6.6,0.735,0.02,7.9,0.122,68.0,124.0,0.9994,3.47,0.53,9.9,5',\n",
       " '7.7,0.26,0.3,1.7,0.059,20.0,38.0,0.9949,3.29,0.47,10.8,6',\n",
       " '12.2,0.48,0.54,2.6,0.085,19.0,64.0,1.0,3.1,0.61,10.5,6',\n",
       " '11.4,0.6,0.49,2.7,0.085,10.0,41.0,0.9994,3.15,0.63,10.5,6',\n",
       " '7.7,0.69,0.05,2.7,0.075,15.0,27.0,0.9974,3.26,0.61,9.1,5',\n",
       " '8.7,0.31,0.46,1.4,0.059,11.0,25.0,0.9966,3.36,0.76,10.1,6',\n",
       " '9.8,0.44,0.47,2.5,0.063,9.0,28.0,0.9981,3.24,0.65,10.8,6',\n",
       " '12.0,0.39,0.66,3.0,0.093,12.0,30.0,0.9996,3.18,0.63,10.8,7',\n",
       " '10.4,0.34,0.58,3.7,0.174,6.0,16.0,0.997,3.19,0.7,11.3,6',\n",
       " '12.5,0.46,0.49,4.5,0.07,26.0,49.0,0.9981,3.05,0.57,9.6,4',\n",
       " '9.0,0.43,0.34,2.5,0.08,26.0,86.0,0.9987,3.38,0.62,9.5,6',\n",
       " '9.1,0.45,0.35,2.4,0.08,23.0,78.0,0.9987,3.38,0.62,9.5,5',\n",
       " '7.1,0.735,0.16,1.9,0.1,15.0,77.0,0.9966,3.27,0.64,9.3,5',\n",
       " '9.9,0.4,0.53,6.7,0.097,6.0,19.0,0.9986,3.27,0.82,11.7,7',\n",
       " '8.8,0.52,0.34,2.7,0.087,24.0,122.0,0.9982,3.26,0.61,9.5,5',\n",
       " '8.6,0.725,0.24,6.6,0.117,31.0,134.0,1.0014,3.32,1.07,9.3,5',\n",
       " '10.6,0.48,0.64,2.2,0.111,6.0,20.0,0.997,3.26,0.66,11.7,6',\n",
       " '7.0,0.58,0.12,1.9,0.091,34.0,124.0,0.9956,3.44,0.48,10.5,5',\n",
       " '11.9,0.38,0.51,2.0,0.121,7.0,20.0,0.9996,3.24,0.76,10.4,6',\n",
       " '6.8,0.77,0.0,1.8,0.066,34.0,52.0,0.9976,3.62,0.68,9.9,5',\n",
       " '9.5,0.56,0.33,2.4,0.089,35.0,67.0,0.9972,3.28,0.73,11.8,7',\n",
       " '6.6,0.84,0.03,2.3,0.059,32.0,48.0,0.9952,3.52,0.56,12.3,7',\n",
       " '7.7,0.96,0.2,2.0,0.047,15.0,60.0,0.9955,3.36,0.44,10.9,5',\n",
       " '10.5,0.24,0.47,2.1,0.066,6.0,24.0,0.9978,3.15,0.9,11.0,7',\n",
       " '7.7,0.96,0.2,2.0,0.047,15.0,60.0,0.9955,3.36,0.44,10.9,5',\n",
       " '6.6,0.84,0.03,2.3,0.059,32.0,48.0,0.9952,3.52,0.56,12.3,7',\n",
       " '6.4,0.67,0.08,2.1,0.045,19.0,48.0,0.9949,3.49,0.49,11.4,6',\n",
       " '9.5,0.78,0.22,1.9,0.077,6.0,32.0,0.9988,3.26,0.56,10.6,6',\n",
       " '9.1,0.52,0.33,1.3,0.07,9.0,30.0,0.9978,3.24,0.6,9.3,5',\n",
       " '12.8,0.84,0.63,2.4,0.088,13.0,35.0,0.9997,3.1,0.6,10.4,6',\n",
       " '10.5,0.24,0.47,2.1,0.066,6.0,24.0,0.9978,3.15,0.9,11.0,7',\n",
       " '7.8,0.55,0.35,2.2,0.074,21.0,66.0,0.9974,3.25,0.56,9.2,5',\n",
       " '11.9,0.37,0.69,2.3,0.078,12.0,24.0,0.9958,3.0,0.65,12.8,6',\n",
       " '12.3,0.39,0.63,2.3,0.091,6.0,18.0,1.0004,3.16,0.49,9.5,5',\n",
       " '10.4,0.41,0.55,3.2,0.076,22.0,54.0,0.9996,3.15,0.89,9.9,6',\n",
       " '12.3,0.39,0.63,2.3,0.091,6.0,18.0,1.0004,3.16,0.49,9.5,5',\n",
       " '8.0,0.67,0.3,2.0,0.06,38.0,62.0,0.9958,3.26,0.56,10.2,6',\n",
       " '11.1,0.45,0.73,3.2,0.066,6.0,22.0,0.9986,3.17,0.66,11.2,6',\n",
       " '10.4,0.41,0.55,3.2,0.076,22.0,54.0,0.9996,3.15,0.89,9.9,6',\n",
       " '7.0,0.62,0.18,1.5,0.062,7.0,50.0,0.9951,3.08,0.6,9.3,5',\n",
       " '12.6,0.31,0.72,2.2,0.072,6.0,29.0,0.9987,2.88,0.82,9.8,8',\n",
       " '11.9,0.4,0.65,2.15,0.068,7.0,27.0,0.9988,3.06,0.68,11.3,6',\n",
       " '15.6,0.685,0.76,3.7,0.1,6.0,43.0,1.0032,2.95,0.68,11.2,7',\n",
       " '10.0,0.44,0.49,2.7,0.077,11.0,19.0,0.9963,3.23,0.63,11.6,7',\n",
       " '5.3,0.57,0.01,1.7,0.054,5.0,27.0,0.9934,3.57,0.84,12.5,7',\n",
       " '9.5,0.735,0.1,2.1,0.079,6.0,31.0,0.9986,3.23,0.56,10.1,6',\n",
       " '12.5,0.38,0.6,2.6,0.081,31.0,72.0,0.9996,3.1,0.73,10.5,5',\n",
       " '9.3,0.48,0.29,2.1,0.127,6.0,16.0,0.9968,3.22,0.72,11.2,5',\n",
       " '8.6,0.53,0.22,2.0,0.1,7.0,27.0,0.9967,3.2,0.56,10.2,6',\n",
       " '11.9,0.39,0.69,2.8,0.095,17.0,35.0,0.9994,3.1,0.61,10.8,6',\n",
       " '11.9,0.39,0.69,2.8,0.095,17.0,35.0,0.9994,3.1,0.61,10.8,6',\n",
       " '8.4,0.37,0.53,1.8,0.413,9.0,26.0,0.9979,3.06,1.06,9.1,6',\n",
       " '6.8,0.56,0.03,1.7,0.084,18.0,35.0,0.9968,3.44,0.63,10.0,6',\n",
       " '10.4,0.33,0.63,2.8,0.084,5.0,22.0,0.9998,3.26,0.74,11.2,7',\n",
       " '7.0,0.23,0.4,1.6,0.063,21.0,67.0,0.9952,3.5,0.63,11.1,5',\n",
       " '11.3,0.62,0.67,5.2,0.086,6.0,19.0,0.9988,3.22,0.69,13.4,8',\n",
       " '8.9,0.59,0.39,2.3,0.095,5.0,22.0,0.9986,3.37,0.58,10.3,5',\n",
       " '9.2,0.63,0.21,2.7,0.097,29.0,65.0,0.9988,3.28,0.58,9.6,5',\n",
       " '10.4,0.33,0.63,2.8,0.084,5.0,22.0,0.9998,3.26,0.74,11.2,7',\n",
       " '11.6,0.58,0.66,2.2,0.074,10.0,47.0,1.0008,3.25,0.57,9.0,3',\n",
       " '9.2,0.43,0.52,2.3,0.083,14.0,23.0,0.9976,3.35,0.61,11.3,6',\n",
       " '8.3,0.615,0.22,2.6,0.087,6.0,19.0,0.9982,3.26,0.61,9.3,5',\n",
       " '11.0,0.26,0.68,2.55,0.085,10.0,25.0,0.997,3.18,0.61,11.8,5',\n",
       " '8.1,0.66,0.7,2.2,0.098,25.0,129.0,0.9972,3.08,0.53,9.0,5',\n",
       " '11.5,0.315,0.54,2.1,0.084,5.0,15.0,0.9987,2.98,0.7,9.2,6',\n",
       " '10.0,0.29,0.4,2.9,0.098,10.0,26.0,1.0006,3.48,0.91,9.7,5',\n",
       " '10.3,0.5,0.42,2.0,0.069,21.0,51.0,0.9982,3.16,0.72,11.5,6',\n",
       " '8.8,0.46,0.45,2.6,0.065,7.0,18.0,0.9947,3.32,0.79,14.0,6',\n",
       " '11.4,0.36,0.69,2.1,0.09,6.0,21.0,1.0,3.17,0.62,9.2,6',\n",
       " '8.7,0.82,0.02,1.2,0.07,36.0,48.0,0.9952,3.2,0.58,9.8,5',\n",
       " '13.0,0.32,0.65,2.6,0.093,15.0,47.0,0.9996,3.05,0.61,10.6,5',\n",
       " '9.6,0.54,0.42,2.4,0.081,25.0,52.0,0.997,3.2,0.71,11.4,6',\n",
       " '12.5,0.37,0.55,2.6,0.083,25.0,68.0,0.9995,3.15,0.82,10.4,6',\n",
       " '9.9,0.35,0.55,2.1,0.062,5.0,14.0,0.9971,3.26,0.79,10.6,5',\n",
       " '10.5,0.28,0.51,1.7,0.08,10.0,24.0,0.9982,3.2,0.89,9.4,6',\n",
       " '9.6,0.68,0.24,2.2,0.087,5.0,28.0,0.9988,3.14,0.6,10.2,5',\n",
       " '9.3,0.27,0.41,2.0,0.091,6.0,16.0,0.998,3.28,0.7,9.7,5',\n",
       " '10.4,0.24,0.49,1.8,0.075,6.0,20.0,0.9977,3.18,1.06,11.0,6',\n",
       " '9.6,0.68,0.24,2.2,0.087,5.0,28.0,0.9988,3.14,0.6,10.2,5',\n",
       " '9.4,0.685,0.11,2.7,0.077,6.0,31.0,0.9984,3.19,0.7,10.1,6',\n",
       " '10.6,0.28,0.39,15.5,0.069,6.0,23.0,1.0026,3.12,0.66,9.2,5',\n",
       " '9.4,0.3,0.56,2.8,0.08,6.0,17.0,0.9964,3.15,0.92,11.7,8',\n",
       " '10.6,0.36,0.59,2.2,0.152,6.0,18.0,0.9986,3.04,1.05,9.4,5',\n",
       " '10.6,0.36,0.6,2.2,0.152,7.0,18.0,0.9986,3.04,1.06,9.4,5',\n",
       " '10.6,0.44,0.68,4.1,0.114,6.0,24.0,0.997,3.06,0.66,13.4,6',\n",
       " '10.2,0.67,0.39,1.9,0.054,6.0,17.0,0.9976,3.17,0.47,10.0,5',\n",
       " '10.2,0.67,0.39,1.9,0.054,6.0,17.0,0.9976,3.17,0.47,10.0,5',\n",
       " '10.2,0.645,0.36,1.8,0.053,5.0,14.0,0.9982,3.17,0.42,10.0,6',\n",
       " '11.6,0.32,0.55,2.8,0.081,35.0,67.0,1.0002,3.32,0.92,10.8,7',\n",
       " '9.3,0.39,0.4,2.6,0.073,10.0,26.0,0.9984,3.34,0.75,10.2,6',\n",
       " '9.3,0.775,0.27,2.8,0.078,24.0,56.0,0.9984,3.31,0.67,10.6,6',\n",
       " '9.2,0.41,0.5,2.5,0.055,12.0,25.0,0.9952,3.34,0.79,13.3,7',\n",
       " '8.9,0.4,0.51,2.6,0.052,13.0,27.0,0.995,3.32,0.9,13.4,7',\n",
       " '8.7,0.69,0.31,3.0,0.086,23.0,81.0,1.0002,3.48,0.74,11.6,6',\n",
       " '6.5,0.39,0.23,8.3,0.051,28.0,91.0,0.9952,3.44,0.55,12.1,6',\n",
       " '10.7,0.35,0.53,2.6,0.07,5.0,16.0,0.9972,3.15,0.65,11.0,8',\n",
       " '7.8,0.52,0.25,1.9,0.081,14.0,38.0,0.9984,3.43,0.65,9.0,6',\n",
       " '7.2,0.34,0.32,2.5,0.09,43.0,113.0,0.9966,3.32,0.79,11.1,5',\n",
       " '10.7,0.35,0.53,2.6,0.07,5.0,16.0,0.9972,3.15,0.65,11.0,8',\n",
       " '8.7,0.69,0.31,3.0,0.086,23.0,81.0,1.0002,3.48,0.74,11.6,6',\n",
       " '7.8,0.52,0.25,1.9,0.081,14.0,38.0,0.9984,3.43,0.65,9.0,6',\n",
       " '10.4,0.44,0.73,6.55,0.074,38.0,76.0,0.999,3.17,0.85,12.0,7',\n",
       " '10.4,0.44,0.73,6.55,0.074,38.0,76.0,0.999,3.17,0.85,12.0,7',\n",
       " '10.5,0.26,0.47,1.9,0.078,6.0,24.0,0.9976,3.18,1.04,10.9,7',\n",
       " '10.5,0.24,0.42,1.8,0.077,6.0,22.0,0.9976,3.21,1.05,10.8,7',\n",
       " '10.2,0.49,0.63,2.9,0.072,10.0,26.0,0.9968,3.16,0.78,12.5,7',\n",
       " '10.4,0.24,0.46,1.8,0.075,6.0,21.0,0.9976,3.25,1.02,10.8,7',\n",
       " '11.2,0.67,0.55,2.3,0.084,6.0,13.0,1.0,3.17,0.71,9.5,6',\n",
       " '10.0,0.59,0.31,2.2,0.09,26.0,62.0,0.9994,3.18,0.63,10.2,6',\n",
       " '13.3,0.29,0.75,2.8,0.084,23.0,43.0,0.9986,3.04,0.68,11.4,7',\n",
       " '12.4,0.42,0.49,4.6,0.073,19.0,43.0,0.9978,3.02,0.61,9.5,5',\n",
       " '10.0,0.59,0.31,2.2,0.09,26.0,62.0,0.9994,3.18,0.63,10.2,6',\n",
       " '10.7,0.4,0.48,2.1,0.125,15.0,49.0,0.998,3.03,0.81,9.7,6',\n",
       " '10.5,0.51,0.64,2.4,0.107,6.0,15.0,0.9973,3.09,0.66,11.8,7',\n",
       " '10.5,0.51,0.64,2.4,0.107,6.0,15.0,0.9973,3.09,0.66,11.8,7',\n",
       " '8.5,0.655,0.49,6.1,0.122,34.0,151.0,1.001,3.31,1.14,9.3,5',\n",
       " '12.5,0.6,0.49,4.3,0.1,5.0,14.0,1.001,3.25,0.74,11.9,6',\n",
       " '10.4,0.61,0.49,2.1,0.2,5.0,16.0,0.9994,3.16,0.63,8.4,3',\n",
       " '10.9,0.21,0.49,2.8,0.088,11.0,32.0,0.9972,3.22,0.68,11.7,6',\n",
       " '7.3,0.365,0.49,2.5,0.088,39.0,106.0,0.9966,3.36,0.78,11.0,5',\n",
       " '9.8,0.25,0.49,2.7,0.088,15.0,33.0,0.9982,3.42,0.9,10.0,6',\n",
       " '7.6,0.41,0.49,2.0,0.088,16.0,43.0,0.998,3.48,0.64,9.1,5',\n",
       " '8.2,0.39,0.49,2.3,0.099,47.0,133.0,0.9979,3.38,0.99,9.8,5',\n",
       " '9.3,0.4,0.49,2.5,0.085,38.0,142.0,0.9978,3.22,0.55,9.4,5',\n",
       " '9.2,0.43,0.49,2.4,0.086,23.0,116.0,0.9976,3.23,0.64,9.5,5',\n",
       " '10.4,0.64,0.24,2.8,0.105,29.0,53.0,0.9998,3.24,0.67,9.9,5',\n",
       " '7.3,0.365,0.49,2.5,0.088,39.0,106.0,0.9966,3.36,0.78,11.0,5',\n",
       " '7.0,0.38,0.49,2.5,0.097,33.0,85.0,0.9962,3.39,0.77,11.4,6',\n",
       " '8.2,0.42,0.49,2.6,0.084,32.0,55.0,0.9988,3.34,0.75,8.7,6',\n",
       " '9.9,0.63,0.24,2.4,0.077,6.0,33.0,0.9974,3.09,0.57,9.4,5',\n",
       " '9.1,0.22,0.24,2.1,0.078,1.0,28.0,0.999,3.41,0.87,10.3,6',\n",
       " '11.9,0.38,0.49,2.7,0.098,12.0,42.0,1.0004,3.16,0.61,10.3,5',\n",
       " '11.9,0.38,0.49,2.7,0.098,12.0,42.0,1.0004,3.16,0.61,10.3,5',\n",
       " '10.3,0.27,0.24,2.1,0.072,15.0,33.0,0.9956,3.22,0.66,12.8,6',\n",
       " '10.0,0.48,0.24,2.7,0.102,13.0,32.0,1.0,3.28,0.56,10.0,6',\n",
       " '9.1,0.22,0.24,2.1,0.078,1.0,28.0,0.999,3.41,0.87,10.3,6',\n",
       " '9.9,0.63,0.24,2.4,0.077,6.0,33.0,0.9974,3.09,0.57,9.4,5',\n",
       " '8.1,0.825,0.24,2.1,0.084,5.0,13.0,0.9972,3.37,0.77,10.7,6',\n",
       " '12.9,0.35,0.49,5.8,0.066,5.0,35.0,1.0014,3.2,0.66,12.0,7',\n",
       " '11.2,0.5,0.74,5.15,0.1,5.0,17.0,0.9996,3.22,0.62,11.2,5',\n",
       " '9.2,0.59,0.24,3.3,0.101,20.0,47.0,0.9988,3.26,0.67,9.6,5',\n",
       " '9.5,0.46,0.49,6.3,0.064,5.0,17.0,0.9988,3.21,0.73,11.0,6',\n",
       " '9.3,0.715,0.24,2.1,0.07,5.0,20.0,0.9966,3.12,0.59,9.9,5',\n",
       " '11.2,0.66,0.24,2.5,0.085,16.0,53.0,0.9993,3.06,0.72,11.0,6',\n",
       " '14.3,0.31,0.74,1.8,0.075,6.0,15.0,1.0008,2.86,0.79,8.4,6',\n",
       " '9.1,0.47,0.49,2.6,0.094,38.0,106.0,0.9982,3.08,0.59,9.1,5',\n",
       " '7.5,0.55,0.24,2.0,0.078,10.0,28.0,0.9983,3.45,0.78,9.5,6',\n",
       " '10.6,0.31,0.49,2.5,0.067,6.0,21.0,0.9987,3.26,0.86,10.7,6',\n",
       " '12.4,0.35,0.49,2.6,0.079,27.0,69.0,0.9994,3.12,0.75,10.4,6',\n",
       " '9.0,0.53,0.49,1.9,0.171,6.0,25.0,0.9975,3.27,0.61,9.4,6',\n",
       " '6.8,0.51,0.01,2.1,0.074,9.0,25.0,0.9958,3.33,0.56,9.5,6',\n",
       " '9.4,0.43,0.24,2.8,0.092,14.0,45.0,0.998,3.19,0.73,10.0,6',\n",
       " '9.5,0.46,0.24,2.7,0.092,14.0,44.0,0.998,3.12,0.74,10.0,6',\n",
       " '5.0,1.04,0.24,1.6,0.05,32.0,96.0,0.9934,3.74,0.62,11.5,5',\n",
       " '15.5,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5',\n",
       " '15.5,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5',\n",
       " '10.9,0.53,0.49,4.6,0.118,10.0,17.0,1.0002,3.07,0.56,11.7,6',\n",
       " '15.6,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5',\n",
       " '10.9,0.53,0.49,4.6,0.118,10.0,17.0,1.0002,3.07,0.56,11.7,6',\n",
       " '13.0,0.47,0.49,4.3,0.085,6.0,47.0,1.0021,3.3,0.68,12.7,6',\n",
       " '12.7,0.6,0.49,2.8,0.075,5.0,19.0,0.9994,3.14,0.57,11.4,5',\n",
       " '9.0,0.44,0.49,2.4,0.078,26.0,121.0,0.9978,3.23,0.58,9.2,5',\n",
       " '9.0,0.54,0.49,2.9,0.094,41.0,110.0,0.9982,3.08,0.61,9.2,5',\n",
       " '7.6,0.29,0.49,2.7,0.092,25.0,60.0,0.9971,3.31,0.61,10.1,6',\n",
       " '13.0,0.47,0.49,4.3,0.085,6.0,47.0,1.0021,3.3,0.68,12.7,6',\n",
       " '12.7,0.6,0.49,2.8,0.075,5.0,19.0,0.9994,3.14,0.57,11.4,5',\n",
       " '8.7,0.7,0.24,2.5,0.226,5.0,15.0,0.9991,3.32,0.6,9.0,6',\n",
       " '8.7,0.7,0.24,2.5,0.226,5.0,15.0,0.9991,3.32,0.6,9.0,6',\n",
       " '9.8,0.5,0.49,2.6,0.25,5.0,20.0,0.999,3.31,0.79,10.7,6',\n",
       " '6.2,0.36,0.24,2.2,0.095,19.0,42.0,0.9946,3.57,0.57,11.7,6',\n",
       " '11.5,0.35,0.49,3.3,0.07,10.0,37.0,1.0003,3.32,0.91,11.0,6',\n",
       " '6.2,0.36,0.24,2.2,0.095,19.0,42.0,0.9946,3.57,0.57,11.7,6',\n",
       " '10.2,0.24,0.49,2.4,0.075,10.0,28.0,0.9978,3.14,0.61,10.4,5',\n",
       " '10.5,0.59,0.49,2.1,0.07,14.0,47.0,0.9991,3.3,0.56,9.6,4',\n",
       " '10.6,0.34,0.49,3.2,0.078,20.0,78.0,0.9992,3.19,0.7,10.0,6',\n",
       " '12.3,0.27,0.49,3.1,0.079,28.0,46.0,0.9993,3.2,0.8,10.2,6',\n",
       " '9.9,0.5,0.24,2.3,0.103,6.0,14.0,0.9978,3.34,0.52,10.0,4',\n",
       " '8.8,0.44,0.49,2.8,0.083,18.0,111.0,0.9982,3.3,0.6,9.5,5',\n",
       " '8.8,0.47,0.49,2.9,0.085,17.0,110.0,0.9982,3.29,0.6,9.8,5',\n",
       " '10.6,0.31,0.49,2.2,0.063,18.0,40.0,0.9976,3.14,0.51,9.8,6',\n",
       " '12.3,0.5,0.49,2.2,0.089,5.0,14.0,1.0002,3.19,0.44,9.6,5',\n",
       " '12.3,0.5,0.49,2.2,0.089,5.0,14.0,1.0002,3.19,0.44,9.6,5',\n",
       " '11.7,0.49,0.49,2.2,0.083,5.0,15.0,1.0,3.19,0.43,9.2,5',\n",
       " '12.0,0.28,0.49,1.9,0.074,10.0,21.0,0.9976,2.98,0.66,9.9,7',\n",
       " '11.8,0.33,0.49,3.4,0.093,54.0,80.0,1.0002,3.3,0.76,10.7,7',\n",
       " '7.6,0.51,0.24,2.4,0.091,8.0,38.0,0.998,3.47,0.66,9.6,6',\n",
       " '11.1,0.31,0.49,2.7,0.094,16.0,47.0,0.9986,3.12,1.02,10.6,7',\n",
       " '7.3,0.73,0.24,1.9,0.108,18.0,102.0,0.9967,3.26,0.59,9.3,5',\n",
       " '5.0,0.42,0.24,2.0,0.06,19.0,50.0,0.9917,3.72,0.74,14.0,8',\n",
       " '10.2,0.29,0.49,2.6,0.059,5.0,13.0,0.9976,3.05,0.74,10.5,7',\n",
       " '9.0,0.45,0.49,2.6,0.084,21.0,75.0,0.9987,3.35,0.57,9.7,5',\n",
       " '6.6,0.39,0.49,1.7,0.07,23.0,149.0,0.9922,3.12,0.5,11.5,6',\n",
       " '9.0,0.45,0.49,2.6,0.084,21.0,75.0,0.9987,3.35,0.57,9.7,5',\n",
       " '9.9,0.49,0.58,3.5,0.094,9.0,43.0,1.0004,3.29,0.58,9.0,5',\n",
       " '7.9,0.72,0.17,2.6,0.096,20.0,38.0,0.9978,3.4,0.53,9.5,5',\n",
       " '8.9,0.595,0.41,7.9,0.086,30.0,109.0,0.9998,3.27,0.57,9.3,5',\n",
       " '12.4,0.4,0.51,2.0,0.059,6.0,24.0,0.9994,3.04,0.6,9.3,6',\n",
       " '11.9,0.58,0.58,1.9,0.071,5.0,18.0,0.998,3.09,0.63,10.0,6',\n",
       " '8.5,0.585,0.18,2.1,0.078,5.0,30.0,0.9967,3.2,0.48,9.8,6',\n",
       " '12.7,0.59,0.45,2.3,0.082,11.0,22.0,1.0,3.0,0.7,9.3,6',\n",
       " '8.2,0.915,0.27,2.1,0.088,7.0,23.0,0.9962,3.26,0.47,10.0,4',\n",
       " '13.2,0.46,0.52,2.2,0.071,12.0,35.0,1.0006,3.1,0.56,9.0,6',\n",
       " '7.7,0.835,0.0,2.6,0.081,6.0,14.0,0.9975,3.3,0.52,9.3,5',\n",
       " '13.2,0.46,0.52,2.2,0.071,12.0,35.0,1.0006,3.1,0.56,9.0,6',\n",
       " '8.3,0.58,0.13,2.9,0.096,14.0,63.0,0.9984,3.17,0.62,9.1,6',\n",
       " '8.3,0.6,0.13,2.6,0.085,6.0,24.0,0.9984,3.31,0.59,9.2,6',\n",
       " '9.4,0.41,0.48,4.6,0.072,10.0,20.0,0.9973,3.34,0.79,12.2,7',\n",
       " '8.8,0.48,0.41,3.3,0.092,26.0,52.0,0.9982,3.31,0.53,10.5,6',\n",
       " '10.1,0.65,0.37,5.1,0.11,11.0,65.0,1.0026,3.32,0.64,10.4,6',\n",
       " '6.3,0.36,0.19,3.2,0.075,15.0,39.0,0.9956,3.56,0.52,12.7,6',\n",
       " '8.8,0.24,0.54,2.5,0.083,25.0,57.0,0.9983,3.39,0.54,9.2,5',\n",
       " '13.2,0.38,0.55,2.7,0.081,5.0,16.0,1.0006,2.98,0.54,9.4,5',\n",
       " '7.5,0.64,0.0,2.4,0.077,18.0,29.0,0.9965,3.32,0.6,10.0,6',\n",
       " '8.2,0.39,0.38,1.5,0.058,10.0,29.0,0.9962,3.26,0.74,9.8,5',\n",
       " '9.2,0.755,0.18,2.2,0.148,10.0,103.0,0.9969,2.87,1.36,10.2,6',\n",
       " '9.6,0.6,0.5,2.3,0.079,28.0,71.0,0.9997,3.5,0.57,9.7,5',\n",
       " '9.6,0.6,0.5,2.3,0.079,28.0,71.0,0.9997,3.5,0.57,9.7,5',\n",
       " '11.5,0.31,0.51,2.2,0.079,14.0,28.0,0.9982,3.03,0.93,9.8,6',\n",
       " '11.4,0.46,0.5,2.7,0.122,4.0,17.0,1.0006,3.13,0.7,10.2,5',\n",
       " '11.3,0.37,0.41,2.3,0.088,6.0,16.0,0.9988,3.09,0.8,9.3,5',\n",
       " '8.3,0.54,0.24,3.4,0.076,16.0,112.0,0.9976,3.27,0.61,9.4,5',\n",
       " '8.2,0.56,0.23,3.4,0.078,14.0,104.0,0.9976,3.28,0.62,9.4,5',\n",
       " '10.0,0.58,0.22,1.9,0.08,9.0,32.0,0.9974,3.13,0.55,9.5,5',\n",
       " '7.9,0.51,0.25,2.9,0.077,21.0,45.0,0.9974,3.49,0.96,12.1,6',\n",
       " '6.8,0.69,0.0,5.6,0.124,21.0,58.0,0.9997,3.46,0.72,10.2,5',\n",
       " '6.8,0.69,0.0,5.6,0.124,21.0,58.0,0.9997,3.46,0.72,10.2,5',\n",
       " '8.8,0.6,0.29,2.2,0.098,5.0,15.0,0.9988,3.36,0.49,9.1,5',\n",
       " '8.8,0.6,0.29,2.2,0.098,5.0,15.0,0.9988,3.36,0.49,9.1,5',\n",
       " '8.7,0.54,0.26,2.5,0.097,7.0,31.0,0.9976,3.27,0.6,9.3,6',\n",
       " '7.6,0.685,0.23,2.3,0.111,20.0,84.0,0.9964,3.21,0.61,9.3,5',\n",
       " '8.7,0.54,0.26,2.5,0.097,7.0,31.0,0.9976,3.27,0.6,9.3,6',\n",
       " '10.4,0.28,0.54,2.7,0.105,5.0,19.0,0.9988,3.25,0.63,9.5,5',\n",
       " '7.6,0.41,0.14,3.0,0.087,21.0,43.0,0.9964,3.32,0.57,10.5,6',\n",
       " '10.1,0.935,0.22,3.4,0.105,11.0,86.0,1.001,3.43,0.64,11.3,4',\n",
       " '7.9,0.35,0.21,1.9,0.073,46.0,102.0,0.9964,3.27,0.58,9.5,5',\n",
       " '8.7,0.84,0.0,1.4,0.065,24.0,33.0,0.9954,3.27,0.55,9.7,5',\n",
       " '9.6,0.88,0.28,2.4,0.086,30.0,147.0,0.9979,3.24,0.53,9.4,5',\n",
       " '9.5,0.885,0.27,2.3,0.084,31.0,145.0,0.9978,3.24,0.53,9.4,5',\n",
       " '7.7,0.915,0.12,2.2,0.143,7.0,23.0,0.9964,3.35,0.65,10.2,7',\n",
       " '8.9,0.29,0.35,1.9,0.067,25.0,57.0,0.997,3.18,1.36,10.3,6',\n",
       " '9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5',\n",
       " '9.5,0.59,0.44,2.3,0.071,21.0,68.0,0.9992,3.46,0.63,9.5,5',\n",
       " '9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5',\n",
       " '9.5,0.59,0.44,2.3,0.071,21.0,68.0,0.9992,3.46,0.63,9.5,5',\n",
       " '9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5',\n",
       " '7.8,0.64,0.1,6.0,0.115,5.0,11.0,0.9984,3.37,0.69,10.1,7',\n",
       " '7.3,0.67,0.05,3.6,0.107,6.0,20.0,0.9972,3.4,0.63,10.1,5',\n",
       " '8.3,0.845,0.01,2.2,0.07,5.0,14.0,0.9967,3.32,0.58,11.0,4',\n",
       " '8.7,0.48,0.3,2.8,0.066,10.0,28.0,0.9964,3.33,0.67,11.2,7',\n",
       " '6.7,0.42,0.27,8.6,0.068,24.0,148.0,0.9948,3.16,0.57,11.3,6',\n",
       " '10.7,0.43,0.39,2.2,0.106,8.0,32.0,0.9986,2.89,0.5,9.6,5',\n",
       " '9.8,0.88,0.25,2.5,0.104,35.0,155.0,1.001,3.41,0.67,11.2,5',\n",
       " '15.9,0.36,0.65,7.5,0.096,22.0,71.0,0.9976,2.98,0.84,14.9,5',\n",
       " '9.4,0.33,0.59,2.8,0.079,9.0,30.0,0.9976,3.12,0.54,12.0,6',\n",
       " '8.6,0.47,0.47,2.4,0.074,7.0,29.0,0.9979,3.08,0.46,9.5,5',\n",
       " '9.7,0.55,0.17,2.9,0.087,20.0,53.0,1.0004,3.14,0.61,9.4,5',\n",
       " '10.7,0.43,0.39,2.2,0.106,8.0,32.0,0.9986,2.89,0.5,9.6,5',\n",
       " '12.0,0.5,0.59,1.4,0.073,23.0,42.0,0.998,2.92,0.68,10.5,7',\n",
       " '7.2,0.52,0.07,1.4,0.074,5.0,20.0,0.9973,3.32,0.81,9.6,6',\n",
       " '7.1,0.84,0.02,4.4,0.096,5.0,13.0,0.997,3.41,0.57,11.0,4',\n",
       " '7.2,0.52,0.07,1.4,0.074,5.0,20.0,0.9973,3.32,0.81,9.6,6',\n",
       " '7.5,0.42,0.31,1.6,0.08,15.0,42.0,0.9978,3.31,0.64,9.0,5',\n",
       " '7.2,0.57,0.06,1.6,0.076,9.0,27.0,0.9972,3.36,0.7,9.6,6',\n",
       " '10.1,0.28,0.46,1.8,0.05,5.0,13.0,0.9974,3.04,0.79,10.2,6',\n",
       " '12.1,0.4,0.52,2.0,0.092,15.0,54.0,1.0,3.03,0.66,10.2,5',\n",
       " '9.4,0.59,0.14,2.0,0.084,25.0,48.0,0.9981,3.14,0.56,9.7,5',\n",
       " '8.3,0.49,0.36,1.8,0.222,6.0,16.0,0.998,3.18,0.6,9.5,6',\n",
       " '11.3,0.34,0.45,2.0,0.082,6.0,15.0,0.9988,2.94,0.66,9.2,6',\n",
       " '10.0,0.73,0.43,2.3,0.059,15.0,31.0,0.9966,3.15,0.57,11.0,5',\n",
       " '11.3,0.34,0.45,2.0,0.082,6.0,15.0,0.9988,2.94,0.66,9.2,6',\n",
       " '6.9,0.4,0.24,2.5,0.083,30.0,45.0,0.9959,3.26,0.58,10.0,5',\n",
       " '8.2,0.73,0.21,1.7,0.074,5.0,13.0,0.9968,3.2,0.52,9.5,5',\n",
       " '9.8,1.24,0.34,2.0,0.079,32.0,151.0,0.998,3.15,0.53,9.5,5',\n",
       " '8.2,0.73,0.21,1.7,0.074,5.0,13.0,0.9968,3.2,0.52,9.5,5',\n",
       " '10.8,0.4,0.41,2.2,0.084,7.0,17.0,0.9984,3.08,0.67,9.3,6',\n",
       " '9.3,0.41,0.39,2.2,0.064,12.0,31.0,0.9984,3.26,0.65,10.2,5',\n",
       " '10.8,0.4,0.41,2.2,0.084,7.0,17.0,0.9984,3.08,0.67,9.3,6',\n",
       " '8.6,0.8,0.11,2.3,0.084,12.0,31.0,0.9979,3.4,0.48,9.9,5',\n",
       " '8.3,0.78,0.1,2.6,0.081,45.0,87.0,0.9983,3.48,0.53,10.0,5',\n",
       " '10.8,0.26,0.45,3.3,0.06,20.0,49.0,0.9972,3.13,0.54,9.6,5',\n",
       " '13.3,0.43,0.58,1.9,0.07,15.0,40.0,1.0004,3.06,0.49,9.0,5',\n",
       " '8.0,0.45,0.23,2.2,0.094,16.0,29.0,0.9962,3.21,0.49,10.2,6',\n",
       " '8.5,0.46,0.31,2.25,0.078,32.0,58.0,0.998,3.33,0.54,9.8,5',\n",
       " '8.1,0.78,0.23,2.6,0.059,5.0,15.0,0.997,3.37,0.56,11.3,5',\n",
       " '9.8,0.98,0.32,2.3,0.078,35.0,152.0,0.998,3.25,0.48,9.4,5',\n",
       " '8.1,0.78,0.23,2.6,0.059,5.0,15.0,0.997,3.37,0.56,11.3,5',\n",
       " '7.1,0.65,0.18,1.8,0.07,13.0,40.0,0.997,3.44,0.6,9.1,5',\n",
       " '9.1,0.64,0.23,3.1,0.095,13.0,38.0,0.9998,3.28,0.59,9.7,5',\n",
       " '7.7,0.66,0.04,1.6,0.039,4.0,9.0,0.9962,3.4,0.47,9.4,5',\n",
       " '8.1,0.38,0.48,1.8,0.157,5.0,17.0,0.9976,3.3,1.05,9.4,5',\n",
       " '7.4,1.185,0.0,4.25,0.097,5.0,14.0,0.9966,3.63,0.54,10.7,3',\n",
       " '9.2,0.92,0.24,2.6,0.087,12.0,93.0,0.9998,3.48,0.54,9.8,5',\n",
       " '8.6,0.49,0.51,2.0,0.422,16.0,62.0,0.9979,3.03,1.17,9.0,5',\n",
       " '9.0,0.48,0.32,2.8,0.084,21.0,122.0,0.9984,3.32,0.62,9.4,5',\n",
       " '9.0,0.47,0.31,2.7,0.084,24.0,125.0,0.9984,3.31,0.61,9.4,5',\n",
       " '5.1,0.47,0.02,1.3,0.034,18.0,44.0,0.9921,3.9,0.62,12.8,6',\n",
       " '7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6',\n",
       " '7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6',\n",
       " '9.4,0.615,0.28,3.2,0.087,18.0,72.0,1.0001,3.31,0.53,9.7,5',\n",
       " '11.8,0.38,0.55,2.1,0.071,5.0,19.0,0.9986,3.11,0.62,10.8,6',\n",
       " '10.6,1.02,0.43,2.9,0.076,26.0,88.0,0.9984,3.08,0.57,10.1,6',\n",
       " '7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6',\n",
       " '7.0,0.64,0.02,2.1,0.067,9.0,23.0,0.997,3.47,0.67,9.4,6',\n",
       " '7.5,0.38,0.48,2.6,0.073,22.0,84.0,0.9972,3.32,0.7,9.6,4',\n",
       " '9.1,0.765,0.04,1.6,0.078,4.0,14.0,0.998,3.29,0.54,9.7,4',\n",
       " '8.4,1.035,0.15,6.0,0.073,11.0,54.0,0.999,3.37,0.49,9.9,5',\n",
       " '7.0,0.78,0.08,2.0,0.093,10.0,19.0,0.9956,3.4,0.47,10.0,5',\n",
       " '7.4,0.49,0.19,3.0,0.077,16.0,37.0,0.9966,3.37,0.51,10.5,5',\n",
       " '7.8,0.545,0.12,2.5,0.068,11.0,35.0,0.996,3.34,0.61,11.6,6',\n",
       " '9.7,0.31,0.47,1.6,0.062,13.0,33.0,0.9983,3.27,0.66,10.0,6',\n",
       " '10.6,1.025,0.43,2.8,0.08,21.0,84.0,0.9985,3.06,0.57,10.1,5',\n",
       " '8.9,0.565,0.34,3.0,0.093,16.0,112.0,0.9998,3.38,0.61,9.5,5',\n",
       " '8.7,0.69,0.0,3.2,0.084,13.0,33.0,0.9992,3.36,0.45,9.4,5',\n",
       " '8.0,0.43,0.36,2.3,0.075,10.0,48.0,0.9976,3.34,0.46,9.4,5',\n",
       " '9.9,0.74,0.28,2.6,0.078,21.0,77.0,0.998,3.28,0.51,9.8,5',\n",
       " '7.2,0.49,0.18,2.7,0.069,13.0,34.0,0.9967,3.29,0.48,9.2,6',\n",
       " '8.0,0.43,0.36,2.3,0.075,10.0,48.0,0.9976,3.34,0.46,9.4,5',\n",
       " '7.6,0.46,0.11,2.6,0.079,12.0,49.0,0.9968,3.21,0.57,10.0,5',\n",
       " '8.4,0.56,0.04,2.0,0.082,10.0,22.0,0.9976,3.22,0.44,9.6,5',\n",
       " '7.1,0.66,0.0,3.9,0.086,17.0,45.0,0.9976,3.46,0.54,9.5,5',\n",
       " '8.4,0.56,0.04,2.0,0.082,10.0,22.0,0.9976,3.22,0.44,9.6,5',\n",
       " '8.9,0.48,0.24,2.85,0.094,35.0,106.0,0.9982,3.1,0.53,9.2,5',\n",
       " '7.6,0.42,0.08,2.7,0.084,15.0,48.0,0.9968,3.21,0.59,10.0,5',\n",
       " '7.1,0.31,0.3,2.2,0.053,36.0,127.0,0.9965,2.94,1.62,9.5,5',\n",
       " '7.5,1.115,0.1,3.1,0.086,5.0,12.0,0.9958,3.54,0.6,11.2,4',\n",
       " '9.0,0.66,0.17,3.0,0.077,5.0,13.0,0.9976,3.29,0.55,10.4,5',\n",
       " '8.1,0.72,0.09,2.8,0.084,18.0,49.0,0.9994,3.43,0.72,11.1,6',\n",
       " '6.4,0.57,0.02,1.8,0.067,4.0,11.0,0.997,3.46,0.68,9.5,5',\n",
       " '6.4,0.57,0.02,1.8,0.067,4.0,11.0,0.997,3.46,0.68,9.5,5',\n",
       " '6.4,0.865,0.03,3.2,0.071,27.0,58.0,0.995,3.61,0.49,12.7,6',\n",
       " '9.5,0.55,0.66,2.3,0.387,12.0,37.0,0.9982,3.17,0.67,9.6,5',\n",
       " '8.9,0.875,0.13,3.45,0.088,4.0,14.0,0.9994,3.44,0.52,11.5,5',\n",
       " '7.3,0.835,0.03,2.1,0.092,10.0,19.0,0.9966,3.39,0.47,9.6,5',\n",
       " '7.0,0.45,0.34,2.7,0.082,16.0,72.0,0.998,3.55,0.6,9.5,5',\n",
       " '7.7,0.56,0.2,2.0,0.075,9.0,39.0,0.9987,3.48,0.62,9.3,5',\n",
       " '7.7,0.965,0.1,2.1,0.112,11.0,22.0,0.9963,3.26,0.5,9.5,5',\n",
       " '7.7,0.965,0.1,2.1,0.112,11.0,22.0,0.9963,3.26,0.5,9.5,5',\n",
       " '8.2,0.59,0.0,2.5,0.093,19.0,58.0,1.0002,3.5,0.65,9.3,6',\n",
       " '9.0,0.46,0.23,2.8,0.092,28.0,104.0,0.9983,3.1,0.56,9.2,5',\n",
       " '9.0,0.69,0.0,2.4,0.088,19.0,38.0,0.999,3.35,0.6,9.3,5',\n",
       " '8.3,0.76,0.29,4.2,0.075,12.0,16.0,0.9965,3.45,0.68,11.5,6',\n",
       " '9.2,0.53,0.24,2.6,0.078,28.0,139.0,0.99788,3.21,0.57,9.5,5',\n",
       " '6.5,0.615,0.0,1.9,0.065,9.0,18.0,0.9972,3.46,0.65,9.2,5',\n",
       " '11.6,0.41,0.58,2.8,0.096,25.0,101.0,1.00024,3.13,0.53,10.0,5',\n",
       " '11.1,0.39,0.54,2.7,0.095,21.0,101.0,1.0001,3.13,0.51,9.5,5',\n",
       " '7.3,0.51,0.18,2.1,0.07,12.0,28.0,0.99768,3.52,0.73,9.5,6',\n",
       " '8.2,0.34,0.38,2.5,0.08,12.0,57.0,0.9978,3.3,0.47,9.0,6',\n",
       " '8.6,0.33,0.4,2.6,0.083,16.0,68.0,0.99782,3.3,0.48,9.4,5',\n",
       " '7.2,0.5,0.18,2.1,0.071,12.0,31.0,0.99761,3.52,0.72,9.6,6',\n",
       " '7.3,0.51,0.18,2.1,0.07,12.0,28.0,0.99768,3.52,0.73,9.5,6',\n",
       " '8.3,0.65,0.1,2.9,0.089,17.0,40.0,0.99803,3.29,0.55,9.5,5',\n",
       " '8.3,0.65,0.1,2.9,0.089,17.0,40.0,0.99803,3.29,0.55,9.5,5',\n",
       " '7.6,0.54,0.13,2.5,0.097,24.0,66.0,0.99785,3.39,0.61,9.4,5',\n",
       " '8.3,0.65,0.1,2.9,0.089,17.0,40.0,0.99803,3.29,0.55,9.5,5',\n",
       " '7.8,0.48,0.68,1.7,0.415,14.0,32.0,0.99656,3.09,1.06,9.1,6',\n",
       " '7.8,0.91,0.07,1.9,0.058,22.0,47.0,0.99525,3.51,0.43,10.7,6',\n",
       " '6.3,0.98,0.01,2.0,0.057,15.0,33.0,0.99488,3.6,0.46,11.2,6',\n",
       " '8.1,0.87,0.0,2.2,0.084,10.0,31.0,0.99656,3.25,0.5,9.8,5',\n",
       " '8.1,0.87,0.0,2.2,0.084,10.0,31.0,0.99656,3.25,0.5,9.8,5',\n",
       " '8.8,0.42,0.21,2.5,0.092,33.0,88.0,0.99823,3.19,0.52,9.2,5',\n",
       " '9.0,0.58,0.25,2.8,0.075,9.0,104.0,0.99779,3.23,0.57,9.7,5',\n",
       " '9.3,0.655,0.26,2.0,0.096,5.0,35.0,0.99738,3.25,0.42,9.6,5',\n",
       " '8.8,0.7,0.0,1.7,0.069,8.0,19.0,0.99701,3.31,0.53,10.0,6',\n",
       " '9.3,0.655,0.26,2.0,0.096,5.0,35.0,0.99738,3.25,0.42,9.6,5',\n",
       " '9.1,0.68,0.11,2.8,0.093,11.0,44.0,0.99888,3.31,0.55,9.5,6',\n",
       " '9.2,0.67,0.1,3.0,0.091,12.0,48.0,0.99888,3.31,0.54,9.5,6',\n",
       " '8.8,0.59,0.18,2.9,0.089,12.0,74.0,0.99738,3.14,0.54,9.4,5',\n",
       " '7.5,0.6,0.32,2.7,0.103,13.0,98.0,0.99938,3.45,0.62,9.5,5',\n",
       " '7.1,0.59,0.02,2.3,0.082,24.0,94.0,0.99744,3.55,0.53,9.7,6',\n",
       " '7.9,0.72,0.01,1.9,0.076,7.0,32.0,0.99668,3.39,0.54,9.6,5',\n",
       " '7.1,0.59,0.02,2.3,0.082,24.0,94.0,0.99744,3.55,0.53,9.7,6',\n",
       " '9.4,0.685,0.26,2.4,0.082,23.0,143.0,0.9978,3.28,0.55,9.4,5',\n",
       " '9.5,0.57,0.27,2.3,0.082,23.0,144.0,0.99782,3.27,0.55,9.4,5',\n",
       " '7.9,0.4,0.29,1.8,0.157,1.0,44.0,0.9973,3.3,0.92,9.5,6',\n",
       " '7.9,0.4,0.3,1.8,0.157,2.0,45.0,0.99727,3.31,0.91,9.5,6',\n",
       " '7.2,1.0,0.0,3.0,0.102,7.0,16.0,0.99586,3.43,0.46,10.0,5',\n",
       " '6.9,0.765,0.18,2.4,0.243,5.5,48.0,0.99612,3.4,0.6,10.3,6',\n",
       " '6.9,0.635,0.17,2.4,0.241,6.0,18.0,0.9961,3.4,0.59,10.3,6',\n",
       " '8.3,0.43,0.3,3.4,0.079,7.0,34.0,0.99788,3.36,0.61,10.5,5',\n",
       " '7.1,0.52,0.03,2.6,0.076,21.0,92.0,0.99745,3.5,0.6,9.8,5',\n",
       " '7.0,0.57,0.0,2.0,0.19,12.0,45.0,0.99676,3.31,0.6,9.4,6',\n",
       " '6.5,0.46,0.14,2.4,0.114,9.0,37.0,0.99732,3.66,0.65,9.8,5',\n",
       " '9.0,0.82,0.05,2.4,0.081,26.0,96.0,0.99814,3.36,0.53,10.0,5',\n",
       " '6.5,0.46,0.14,2.4,0.114,9.0,37.0,0.99732,3.66,0.65,9.8,5',\n",
       " '7.1,0.59,0.01,2.5,0.077,20.0,85.0,0.99746,3.55,0.59,9.8,5',\n",
       " '9.9,0.35,0.41,2.3,0.083,11.0,61.0,0.9982,3.21,0.5,9.5,5',\n",
       " '9.9,0.35,0.41,2.3,0.083,11.0,61.0,0.9982,3.21,0.5,9.5,5',\n",
       " '10.0,0.56,0.24,2.2,0.079,19.0,58.0,0.9991,3.18,0.56,10.1,6',\n",
       " '10.0,0.56,0.24,2.2,0.079,19.0,58.0,0.9991,3.18,0.56,10.1,6',\n",
       " '8.6,0.63,0.17,2.9,0.099,21.0,119.0,0.998,3.09,0.52,9.3,5',\n",
       " '7.4,0.37,0.43,2.6,0.082,18.0,82.0,0.99708,3.33,0.68,9.7,6',\n",
       " '8.8,0.64,0.17,2.9,0.084,25.0,130.0,0.99818,3.23,0.54,9.6,5',\n",
       " '7.1,0.61,0.02,2.5,0.081,17.0,87.0,0.99745,3.48,0.6,9.7,6',\n",
       " '7.7,0.6,0.0,2.6,0.055,7.0,13.0,0.99639,3.38,0.56,10.8,5',\n",
       " '10.1,0.27,0.54,2.3,0.065,7.0,26.0,0.99531,3.17,0.53,12.5,6',\n",
       " '10.8,0.89,0.3,2.6,0.132,7.0,60.0,0.99786,2.99,1.18,10.2,5',\n",
       " '8.7,0.46,0.31,2.5,0.126,24.0,64.0,0.99746,3.1,0.74,9.6,5',\n",
       " '9.3,0.37,0.44,1.6,0.038,21.0,42.0,0.99526,3.24,0.81,10.8,7',\n",
       " '9.4,0.5,0.34,3.6,0.082,5.0,14.0,0.9987,3.29,0.52,10.7,6',\n",
       " '9.4,0.5,0.34,3.6,0.082,5.0,14.0,0.9987,3.29,0.52,10.7,6',\n",
       " '7.2,0.61,0.08,4.0,0.082,26.0,108.0,0.99641,3.25,0.51,9.4,5',\n",
       " '8.6,0.55,0.09,3.3,0.068,8.0,17.0,0.99735,3.23,0.44,10.0,5',\n",
       " '5.1,0.585,0.0,1.7,0.044,14.0,86.0,0.99264,3.56,0.94,12.9,7',\n",
       " '7.7,0.56,0.08,2.5,0.114,14.0,46.0,0.9971,3.24,0.66,9.6,6',\n",
       " '8.4,0.52,0.22,2.7,0.084,4.0,18.0,0.99682,3.26,0.57,9.9,6',\n",
       " '8.2,0.28,0.4,2.4,0.052,4.0,10.0,0.99356,3.33,0.7,12.8,7',\n",
       " '8.4,0.25,0.39,2.0,0.041,4.0,10.0,0.99386,3.27,0.71,12.5,7',\n",
       " '8.2,0.28,0.4,2.4,0.052,4.0,10.0,0.99356,3.33,0.7,12.8,7',\n",
       " '7.4,0.53,0.12,1.9,0.165,4.0,12.0,0.99702,3.26,0.86,9.2,5',\n",
       " '7.6,0.48,0.31,2.8,0.07,4.0,15.0,0.99693,3.22,0.55,10.3,6',\n",
       " '7.3,0.49,0.1,2.6,0.068,4.0,14.0,0.99562,3.3,0.47,10.5,5',\n",
       " '12.9,0.5,0.55,2.8,0.072,7.0,24.0,1.00012,3.09,0.68,10.9,6',\n",
       " '10.8,0.45,0.33,2.5,0.099,20.0,38.0,0.99818,3.24,0.71,10.8,5',\n",
       " '6.9,0.39,0.24,2.1,0.102,4.0,7.0,0.99462,3.44,0.58,11.4,4',\n",
       " '12.6,0.41,0.54,2.8,0.103,19.0,41.0,0.99939,3.21,0.76,11.3,6',\n",
       " '10.8,0.45,0.33,2.5,0.099,20.0,38.0,0.99818,3.24,0.71,10.8,5',\n",
       " '9.8,0.51,0.19,3.2,0.081,8.0,30.0,0.9984,3.23,0.58,10.5,6',\n",
       " '10.8,0.29,0.42,1.6,0.084,19.0,27.0,0.99545,3.28,0.73,11.9,6',\n",
       " '7.1,0.715,0.0,2.35,0.071,21.0,47.0,0.99632,3.29,0.45,9.4,5',\n",
       " '9.1,0.66,0.15,3.2,0.097,9.0,59.0,0.99976,3.28,0.54,9.6,5',\n",
       " '7.0,0.685,0.0,1.9,0.099,9.0,22.0,0.99606,3.34,0.6,9.7,5',\n",
       " '4.9,0.42,0.0,2.1,0.048,16.0,42.0,0.99154,3.71,0.74,14.0,7',\n",
       " '6.7,0.54,0.13,2.0,0.076,15.0,36.0,0.9973,3.61,0.64,9.8,5',\n",
       " '6.7,0.54,0.13,2.0,0.076,15.0,36.0,0.9973,3.61,0.64,9.8,5',\n",
       " '7.1,0.48,0.28,2.8,0.068,6.0,16.0,0.99682,3.24,0.53,10.3,5',\n",
       " '7.1,0.46,0.14,2.8,0.076,15.0,37.0,0.99624,3.36,0.49,10.7,5',\n",
       " '7.5,0.27,0.34,2.3,0.05,4.0,8.0,0.9951,3.4,0.64,11.0,7',\n",
       " '7.1,0.46,0.14,2.8,0.076,15.0,37.0,0.99624,3.36,0.49,10.7,5',\n",
       " '7.8,0.57,0.09,2.3,0.065,34.0,45.0,0.99417,3.46,0.74,12.7,8',\n",
       " '5.9,0.61,0.08,2.1,0.071,16.0,24.0,0.99376,3.56,0.77,11.1,6',\n",
       " '7.5,0.685,0.07,2.5,0.058,5.0,9.0,0.99632,3.38,0.55,10.9,4',\n",
       " '5.9,0.61,0.08,2.1,0.071,16.0,24.0,0.99376,3.56,0.77,11.1,6',\n",
       " '10.4,0.44,0.42,1.5,0.145,34.0,48.0,0.99832,3.38,0.86,9.9,3',\n",
       " '11.6,0.47,0.44,1.6,0.147,36.0,51.0,0.99836,3.38,0.86,9.9,4',\n",
       " '8.8,0.685,0.26,1.6,0.088,16.0,23.0,0.99694,3.32,0.47,9.4,5',\n",
       " '7.6,0.665,0.1,1.5,0.066,27.0,55.0,0.99655,3.39,0.51,9.3,5',\n",
       " '6.7,0.28,0.28,2.4,0.012,36.0,100.0,0.99064,3.26,0.39,11.7,7',\n",
       " '6.7,0.28,0.28,2.4,0.012,36.0,100.0,0.99064,3.26,0.39,11.7,7',\n",
       " '10.1,0.31,0.35,1.6,0.075,9.0,28.0,0.99672,3.24,0.83,11.2,7',\n",
       " '6.0,0.5,0.04,2.2,0.092,13.0,26.0,0.99647,3.46,0.47,10.0,5',\n",
       " '11.1,0.42,0.47,2.65,0.085,9.0,34.0,0.99736,3.24,0.77,12.1,7',\n",
       " '6.6,0.66,0.0,3.0,0.115,21.0,31.0,0.99629,3.45,0.63,10.3,5',\n",
       " '10.6,0.5,0.45,2.6,0.119,34.0,68.0,0.99708,3.23,0.72,10.9,6',\n",
       " '7.1,0.685,0.35,2.0,0.088,9.0,92.0,0.9963,3.28,0.62,9.4,5',\n",
       " '9.9,0.25,0.46,1.7,0.062,26.0,42.0,0.9959,3.18,0.83,10.6,6',\n",
       " '6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.99689,3.59,0.66,9.8,5',\n",
       " '6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.99689,3.59,0.66,9.8,5',\n",
       " '7.4,0.68,0.16,1.8,0.078,12.0,39.0,0.9977,3.5,0.7,9.9,6',\n",
       " '6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.99689,3.59,0.66,9.8,5',\n",
       " '6.4,0.63,0.21,1.6,0.08,12.0,32.0,0.99689,3.58,0.66,9.8,5',\n",
       " '9.3,0.43,0.44,1.9,0.085,9.0,22.0,0.99708,3.28,0.55,9.5,5',\n",
       " '9.3,0.43,0.44,1.9,0.085,9.0,22.0,0.99708,3.28,0.55,9.5,5',\n",
       " '8.0,0.42,0.32,2.5,0.08,26.0,122.0,0.99801,3.22,1.07,9.7,5',\n",
       " '9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.99652,3.47,0.73,10.9,6',\n",
       " '9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.99652,3.47,0.73,10.9,6',\n",
       " '7.6,0.735,0.02,2.5,0.071,10.0,14.0,0.99538,3.51,0.71,11.7,7',\n",
       " '9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.99652,3.47,0.73,10.9,6',\n",
       " '8.2,0.26,0.34,2.5,0.073,16.0,47.0,0.99594,3.4,0.78,11.3,7',\n",
       " '11.7,0.28,0.47,1.7,0.054,17.0,32.0,0.99686,3.15,0.67,10.6,7',\n",
       " '6.8,0.56,0.22,1.8,0.074,15.0,24.0,0.99438,3.4,0.82,11.2,6',\n",
       " '7.2,0.62,0.06,2.7,0.077,15.0,85.0,0.99746,3.51,0.54,9.5,5',\n",
       " '5.8,1.01,0.66,2.0,0.039,15.0,88.0,0.99357,3.66,0.6,11.5,6',\n",
       " '7.5,0.42,0.32,2.7,0.067,7.0,25.0,0.99628,3.24,0.44,10.4,5',\n",
       " '7.2,0.62,0.06,2.5,0.078,17.0,84.0,0.99746,3.51,0.53,9.7,5',\n",
       " '7.2,0.62,0.06,2.7,0.077,15.0,85.0,0.99746,3.51,0.54,9.5,5',\n",
       " '7.2,0.635,0.07,2.6,0.077,16.0,86.0,0.99748,3.51,0.54,9.7,5',\n",
       " '6.8,0.49,0.22,2.3,0.071,13.0,24.0,0.99438,3.41,0.83,11.3,6',\n",
       " '6.9,0.51,0.23,2.0,0.072,13.0,22.0,0.99438,3.4,0.84,11.2,6',\n",
       " '6.8,0.56,0.22,1.8,0.074,15.0,24.0,0.99438,3.4,0.82,11.2,6',\n",
       " '7.6,0.63,0.03,2.0,0.08,27.0,43.0,0.99578,3.44,0.64,10.9,6',\n",
       " '7.7,0.715,0.01,2.1,0.064,31.0,43.0,0.99371,3.41,0.57,11.8,6',\n",
       " '6.9,0.56,0.03,1.5,0.086,36.0,46.0,0.99522,3.53,0.57,10.6,5',\n",
       " '7.3,0.35,0.24,2.0,0.067,28.0,48.0,0.99576,3.43,0.54,10.0,4',\n",
       " '9.1,0.21,0.37,1.6,0.067,6.0,10.0,0.99552,3.23,0.58,11.1,7',\n",
       " '10.4,0.38,0.46,2.1,0.104,6.0,10.0,0.99664,3.12,0.65,11.8,7',\n",
       " '8.8,0.31,0.4,2.8,0.109,7.0,16.0,0.99614,3.31,0.79,11.8,7',\n",
       " '7.1,0.47,0.0,2.2,0.067,7.0,14.0,0.99517,3.4,0.58,10.9,4',\n",
       " '7.7,0.715,0.01,2.1,0.064,31.0,43.0,0.99371,3.41,0.57,11.8,6',\n",
       " '8.8,0.61,0.19,4.0,0.094,30.0,69.0,0.99787,3.22,0.5,10.0,6',\n",
       " '7.2,0.6,0.04,2.5,0.076,18.0,88.0,0.99745,3.53,0.55,9.5,5',\n",
       " '9.2,0.56,0.18,1.6,0.078,10.0,21.0,0.99576,3.15,0.49,9.9,5',\n",
       " '7.6,0.715,0.0,2.1,0.068,30.0,35.0,0.99533,3.48,0.65,11.4,6',\n",
       " '8.4,0.31,0.29,3.1,0.194,14.0,26.0,0.99536,3.22,0.78,12.0,6',\n",
       " '7.2,0.6,0.04,2.5,0.076,18.0,88.0,0.99745,3.53,0.55,9.5,5',\n",
       " '8.8,0.61,0.19,4.0,0.094,30.0,69.0,0.99787,3.22,0.5,10.0,6',\n",
       " '8.9,0.75,0.14,2.5,0.086,9.0,30.0,0.99824,3.34,0.64,10.5,5',\n",
       " '9.0,0.8,0.12,2.4,0.083,8.0,28.0,0.99836,3.33,0.65,10.4,6',\n",
       " '10.7,0.52,0.38,2.6,0.066,29.0,56.0,0.99577,3.15,0.79,12.1,7',\n",
       " '6.8,0.57,0.0,2.5,0.072,32.0,64.0,0.99491,3.43,0.56,11.2,6',\n",
       " '10.7,0.9,0.34,6.6,0.112,23.0,99.0,1.00289,3.22,0.68,9.3,5',\n",
       " '7.2,0.34,0.24,2.0,0.071,30.0,52.0,0.99576,3.44,0.58,10.1,5',\n",
       " '7.2,0.66,0.03,2.3,0.078,16.0,86.0,0.99743,3.53,0.57,9.7,5',\n",
       " '10.1,0.45,0.23,1.9,0.082,10.0,18.0,0.99774,3.22,0.65,9.3,6',\n",
       " '7.2,0.66,0.03,2.3,0.078,16.0,86.0,0.99743,3.53,0.57,9.7,5',\n",
       " '7.2,0.63,0.03,2.2,0.08,17.0,88.0,0.99745,3.53,0.58,9.8,6',\n",
       " '7.1,0.59,0.01,2.3,0.08,27.0,43.0,0.9955,3.42,0.58,10.7,6',\n",
       " '8.3,0.31,0.39,2.4,0.078,17.0,43.0,0.99444,3.31,0.77,12.5,7',\n",
       " '7.1,0.59,0.01,2.3,0.08,27.0,43.0,0.9955,3.42,0.58,10.7,6',\n",
       " '8.3,0.31,0.39,2.4,0.078,17.0,43.0,0.99444,3.31,0.77,12.5,7',\n",
       " '8.3,1.02,0.02,3.4,0.084,6.0,11.0,0.99892,3.48,0.49,11.0,3',\n",
       " '8.9,0.31,0.36,2.6,0.056,10.0,39.0,0.99562,3.4,0.69,11.8,5',\n",
       " '7.4,0.635,0.1,2.4,0.08,16.0,33.0,0.99736,3.58,0.69,10.8,7',\n",
       " '7.4,0.635,0.1,2.4,0.08,16.0,33.0,0.99736,3.58,0.69,10.8,7',\n",
       " '6.8,0.59,0.06,6.0,0.06,11.0,18.0,0.9962,3.41,0.59,10.8,7',\n",
       " '6.8,0.59,0.06,6.0,0.06,11.0,18.0,0.9962,3.41,0.59,10.8,7',\n",
       " '9.2,0.58,0.2,3.0,0.081,15.0,115.0,0.998,3.23,0.59,9.5,5',\n",
       " '7.2,0.54,0.27,2.6,0.084,12.0,78.0,0.9964,3.39,0.71,11.0,5',\n",
       " '6.1,0.56,0.0,2.2,0.079,6.0,9.0,0.9948,3.59,0.54,11.5,6',\n",
       " '7.4,0.52,0.13,2.4,0.078,34.0,61.0,0.99528,3.43,0.59,10.8,6',\n",
       " '7.3,0.305,0.39,1.2,0.059,7.0,11.0,0.99331,3.29,0.52,11.5,6',\n",
       " '9.3,0.38,0.48,3.8,0.132,3.0,11.0,0.99577,3.23,0.57,13.2,6',\n",
       " '9.1,0.28,0.46,9.0,0.114,3.0,9.0,0.99901,3.18,0.6,10.9,6',\n",
       " '10.0,0.46,0.44,2.9,0.065,4.0,8.0,0.99674,3.33,0.62,12.2,6',\n",
       " '9.4,0.395,0.46,4.6,0.094,3.0,10.0,0.99639,3.27,0.64,12.2,7',\n",
       " '7.3,0.305,0.39,1.2,0.059,7.0,11.0,0.99331,3.29,0.52,11.5,6',\n",
       " '8.6,0.315,0.4,2.2,0.079,3.0,6.0,0.99512,3.27,0.67,11.9,6',\n",
       " '5.3,0.715,0.19,1.5,0.161,7.0,62.0,0.99395,3.62,0.61,11.0,5',\n",
       " '6.8,0.41,0.31,8.8,0.084,26.0,45.0,0.99824,3.38,0.64,10.1,6',\n",
       " '8.4,0.36,0.32,2.2,0.081,32.0,79.0,0.9964,3.3,0.72,11.0,6',\n",
       " '8.4,0.62,0.12,1.8,0.072,38.0,46.0,0.99504,3.38,0.89,11.8,6',\n",
       " '9.6,0.41,0.37,2.3,0.091,10.0,23.0,0.99786,3.24,0.56,10.5,5',\n",
       " '8.4,0.36,0.32,2.2,0.081,32.0,79.0,0.9964,3.3,0.72,11.0,6',\n",
       " '8.4,0.62,0.12,1.8,0.072,38.0,46.0,0.99504,3.38,0.89,11.8,6',\n",
       " '6.8,0.41,0.31,8.8,0.084,26.0,45.0,0.99824,3.38,0.64,10.1,6',\n",
       " '8.6,0.47,0.27,2.3,0.055,14.0,28.0,0.99516,3.18,0.8,11.2,5',\n",
       " '8.6,0.22,0.36,1.9,0.064,53.0,77.0,0.99604,3.47,0.87,11.0,7',\n",
       " '9.4,0.24,0.33,2.3,0.061,52.0,73.0,0.99786,3.47,0.9,10.2,6',\n",
       " '8.4,0.67,0.19,2.2,0.093,11.0,75.0,0.99736,3.2,0.59,9.2,4',\n",
       " '8.6,0.47,0.27,2.3,0.055,14.0,28.0,0.99516,3.18,0.8,11.2,5',\n",
       " '8.7,0.33,0.38,3.3,0.063,10.0,19.0,0.99468,3.3,0.73,12.0,7',\n",
       " '6.6,0.61,0.01,1.9,0.08,8.0,25.0,0.99746,3.69,0.73,10.5,5',\n",
       " '7.4,0.61,0.01,2.0,0.074,13.0,38.0,0.99748,3.48,0.65,9.8,5',\n",
       " '7.6,0.4,0.29,1.9,0.078,29.0,66.0,0.9971,3.45,0.59,9.5,6',\n",
       " '7.4,0.61,0.01,2.0,0.074,13.0,38.0,0.99748,3.48,0.65,9.8,5',\n",
       " '6.6,0.61,0.01,1.9,0.08,8.0,25.0,0.99746,3.69,0.73,10.5,5',\n",
       " '8.8,0.3,0.38,2.3,0.06,19.0,72.0,0.99543,3.39,0.72,11.8,6',\n",
       " '8.8,0.3,0.38,2.3,0.06,19.0,72.0,0.99543,3.39,0.72,11.8,6',\n",
       " '12.0,0.63,0.5,1.4,0.071,6.0,26.0,0.99791,3.07,0.6,10.4,4',\n",
       " '7.2,0.38,0.38,2.8,0.068,23.0,42.0,0.99356,3.34,0.72,12.9,7',\n",
       " '6.2,0.46,0.17,1.6,0.073,7.0,11.0,0.99425,3.61,0.54,11.4,5',\n",
       " '9.6,0.33,0.52,2.2,0.074,13.0,25.0,0.99509,3.36,0.76,12.4,7',\n",
       " '9.9,0.27,0.49,5.0,0.082,9.0,17.0,0.99484,3.19,0.52,12.5,7',\n",
       " '10.1,0.43,0.4,2.6,0.092,13.0,52.0,0.99834,3.22,0.64,10.0,7',\n",
       " '9.8,0.5,0.34,2.3,0.094,10.0,45.0,0.99864,3.24,0.6,9.7,7',\n",
       " '8.3,0.3,0.49,3.8,0.09,11.0,24.0,0.99498,3.27,0.64,12.1,7',\n",
       " '10.2,0.44,0.42,2.0,0.071,7.0,20.0,0.99566,3.14,0.79,11.1,7',\n",
       " '10.2,0.44,0.58,4.1,0.092,11.0,24.0,0.99745,3.29,0.99,12.0,7',\n",
       " '8.3,0.28,0.48,2.1,0.093,6.0,12.0,0.99408,3.26,0.62,12.4,7',\n",
       " '8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.99552,3.41,0.76,11.9,7',\n",
       " '8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.99552,3.41,0.76,11.9,7',\n",
       " '8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.99552,3.41,0.76,11.9,7',\n",
       " '8.3,0.28,0.48,2.1,0.093,6.0,12.0,0.99408,3.26,0.62,12.4,7',\n",
       " '8.2,0.31,0.4,2.2,0.058,6.0,10.0,0.99536,3.31,0.68,11.2,7',\n",
       " '10.2,0.34,0.48,2.1,0.052,5.0,9.0,0.99458,3.2,0.69,12.1,7',\n",
       " '7.6,0.43,0.4,2.7,0.082,6.0,11.0,0.99538,3.44,0.54,12.2,6',\n",
       " '8.5,0.21,0.52,1.9,0.09,9.0,23.0,0.99648,3.36,0.67,10.4,5',\n",
       " '9.0,0.36,0.52,2.1,0.111,5.0,10.0,0.99568,3.31,0.62,11.3,6',\n",
       " '9.5,0.37,0.52,2.0,0.088,12.0,51.0,0.99613,3.29,0.58,11.1,6',\n",
       " '6.4,0.57,0.12,2.3,0.12,25.0,36.0,0.99519,3.47,0.71,11.3,7',\n",
       " '8.0,0.59,0.05,2.0,0.089,12.0,32.0,0.99735,3.36,0.61,10.0,5',\n",
       " '8.5,0.47,0.27,1.9,0.058,18.0,38.0,0.99518,3.16,0.85,11.1,6',\n",
       " '7.1,0.56,0.14,1.6,0.078,7.0,18.0,0.99592,3.27,0.62,9.3,5',\n",
       " '6.6,0.57,0.02,2.1,0.115,6.0,16.0,0.99654,3.38,0.69,9.5,5',\n",
       " '8.8,0.27,0.39,2.0,0.1,20.0,27.0,0.99546,3.15,0.69,11.2,6',\n",
       " '8.5,0.47,0.27,1.9,0.058,18.0,38.0,0.99518,3.16,0.85,11.1,6',\n",
       " '8.3,0.34,0.4,2.4,0.065,24.0,48.0,0.99554,3.34,0.86,11.0,6',\n",
       " '9.0,0.38,0.41,2.4,0.103,6.0,10.0,0.99604,3.13,0.58,11.9,7',\n",
       " '8.5,0.66,0.2,2.1,0.097,23.0,113.0,0.99733,3.13,0.48,9.2,5',\n",
       " '9.0,0.4,0.43,2.4,0.068,29.0,46.0,0.9943,3.2,0.6,12.2,6',\n",
       " '6.7,0.56,0.09,2.9,0.079,7.0,22.0,0.99669,3.46,0.61,10.2,5',\n",
       " '10.4,0.26,0.48,1.9,0.066,6.0,10.0,0.99724,3.33,0.87,10.9,6',\n",
       " '10.4,0.26,0.48,1.9,0.066,6.0,10.0,0.99724,3.33,0.87,10.9,6',\n",
       " '10.1,0.38,0.5,2.4,0.104,6.0,13.0,0.99643,3.22,0.65,11.6,7',\n",
       " '8.5,0.34,0.44,1.7,0.079,6.0,12.0,0.99605,3.52,0.63,10.7,5',\n",
       " '8.8,0.33,0.41,5.9,0.073,7.0,13.0,0.99658,3.3,0.62,12.1,7',\n",
       " '7.2,0.41,0.3,2.1,0.083,35.0,72.0,0.997,3.44,0.52,9.4,5',\n",
       " '7.2,0.41,0.3,2.1,0.083,35.0,72.0,0.997,3.44,0.52,9.4,5',\n",
       " '8.4,0.59,0.29,2.6,0.109,31.0,119.0,0.99801,3.15,0.5,9.1,5',\n",
       " '7.0,0.4,0.32,3.6,0.061,9.0,29.0,0.99416,3.28,0.49,11.3,7',\n",
       " '12.2,0.45,0.49,1.4,0.075,3.0,6.0,0.9969,3.13,0.63,10.4,5',\n",
       " '9.1,0.5,0.3,1.9,0.065,8.0,17.0,0.99774,3.32,0.71,10.5,6',\n",
       " '9.5,0.86,0.26,1.9,0.079,13.0,28.0,0.99712,3.25,0.62,10.0,5',\n",
       " '7.3,0.52,0.32,2.1,0.07,51.0,70.0,0.99418,3.34,0.82,12.9,6',\n",
       " '9.1,0.5,0.3,1.9,0.065,8.0,17.0,0.99774,3.32,0.71,10.5,6',\n",
       " '12.2,0.45,0.49,1.4,0.075,3.0,6.0,0.9969,3.13,0.63,10.4,5',\n",
       " '7.4,0.58,0.0,2.0,0.064,7.0,11.0,0.99562,3.45,0.58,11.3,6',\n",
       " '9.8,0.34,0.39,1.4,0.066,3.0,7.0,0.9947,3.19,0.55,11.4,7',\n",
       " '7.1,0.36,0.3,1.6,0.08,35.0,70.0,0.99693,3.44,0.5,9.4,5',\n",
       " '7.7,0.39,0.12,1.7,0.097,19.0,27.0,0.99596,3.16,0.49,9.4,5',\n",
       " '9.7,0.295,0.4,1.5,0.073,14.0,21.0,0.99556,3.14,0.51,10.9,6',\n",
       " '7.7,0.39,0.12,1.7,0.097,19.0,27.0,0.99596,3.16,0.49,9.4,5',\n",
       " '7.1,0.34,0.28,2.0,0.082,31.0,68.0,0.99694,3.45,0.48,9.4,5',\n",
       " '6.5,0.4,0.1,2.0,0.076,30.0,47.0,0.99554,3.36,0.48,9.4,6',\n",
       " '7.1,0.34,0.28,2.0,0.082,31.0,68.0,0.99694,3.45,0.48,9.4,5',\n",
       " '10.0,0.35,0.45,2.5,0.092,20.0,88.0,0.99918,3.15,0.43,9.4,5',\n",
       " '7.7,0.6,0.06,2.0,0.079,19.0,41.0,0.99697,3.39,0.62,10.1,6',\n",
       " '5.6,0.66,0.0,2.2,0.087,3.0,11.0,0.99378,3.71,0.63,12.8,7',\n",
       " '5.6,0.66,0.0,2.2,0.087,3.0,11.0,0.99378,3.71,0.63,12.8,7',\n",
       " '8.9,0.84,0.34,1.4,0.05,4.0,10.0,0.99554,3.12,0.48,9.1,6',\n",
       " ...]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_list = wine_output.split(\"\\n\")\n",
    "wine_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "943df390",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_list[0].index('volatile acidity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "faa2e7fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['fixed acidity,volatile acidity,citric acid,residual sugar,chlorides,free sulfur dioxide,total sulfur dioxide,density,pH,sulphates,alcohol,TARGET',\n",
       "       '7.4,0.7,0.0,1.9,0.076,11.0,34.0,0.9978,3.51,0.56,9.4,5',\n",
       "       '7.8,0.88,0.0,2.6,0.098,25.0,67.0,0.9968,3.2,0.68,9.8,5', ...,\n",
       "       '5.9,0.645,0.12,2.0,0.075,32.0,44.0,0.99547,3.57,0.71,10.2,5',\n",
       "       '6.0,0.31,0.47,3.6,0.067,18.0,42.0,0.99549,3.39,0.66,11.0,6', ''],\n",
       "      dtype='<U144')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "ar=np.array(wine_list)\n",
    "ar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0144efa9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([], dtype=int64),)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(ar=='chlorides')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8e343f03",
   "metadata": {},
   "outputs": [],
   "source": [
    "wine_comma_sep=[]\n",
    "for i in wine_list:\n",
    "    wine_comma_sep.append(i.split(\",\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ed7a1b9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1601, 12)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(wine_comma_sep), len(wine_comma_sep[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f2e64291",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tuple"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type((len(wine_comma_sep), len(wine_comma_sep[1])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b704dc12",
   "metadata": {},
   "outputs": [],
   "source": [
    "# WAF to take file name, \n",
    "# create list of list with comma and \n",
    "# next line as sep and return shape of list\n",
    "\n",
    "def shape_of_file(file_name):\n",
    "    temp_list=[]\n",
    "    with open(file_name, mode='r', encoding='utf-8') as file:\n",
    "        f1 = file.read()\n",
    "        rows = f1.split('\\n')\n",
    "        for row in rows:\n",
    "            temp_list.append(row.split(\",\"))\n",
    "    return len(temp_list), len(temp_list[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f0c21955",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1601, 12)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shape_of_file(wine_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "165ef95e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# WAC that takes a filename and implement a method that returns DF from that file\n",
    "# define a class with attributs as filename, which will take input from user\n",
    "# open the file and load in df\n",
    "\n",
    "class Filename_and_load():\n",
    "    def __init__(self, filename):\n",
    "        self.filename=filename\n",
    "        \n",
    "    #print filename\n",
    "    \n",
    "    def __repr__(self):\n",
    "        return f\"Name of file is {self.filename}\"\n",
    "    \n",
    "    def read_and_load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da689186",
   "metadata": {},
   "outputs": [],
   "source": [
    "#__len\n",
    "# __getitem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ded22f5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "f1 = Filename_and_load(\"winequality.csv\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cb07d6d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name of file is winequality.csv\n"
     ]
    }
   ],
   "source": [
    "print(f1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2b330255",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name of file is winequality.csv"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "aaca3fd8",
   "metadata": {},
   "outputs": [],
   "source": [
    "a='test'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a78bd680",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "72e7dbe4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'str'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(a).__name__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "325ce1d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_name = 'winequality.csv'\n",
    "temp_list=[]\n",
    "with open(file_name, mode='r', encoding='utf-8') as file:\n",
    "    f1 = file.read()\n",
    "    rows = f1.split('\\n')\n",
    "    for row in rows:\n",
    "        temp_list.append(row.split(\",\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3b91c244",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  'volatile acidity',\n",
       "  'citric acid',\n",
       "  'residual sugar',\n",
       "  'chlorides',\n",
       "  'free sulfur dioxide',\n",
       "  'total sulfur dioxide',\n",
       "  'density',\n",
       "  'pH',\n",
       "  'sulphates',\n",
       "  'alcohol',\n",
       "  'TARGET'],\n",
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       " ['5.6',\n",
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       "  '2.2',\n",
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       "  '3.71',\n",
       "  '0.63',\n",
       "  '12.8',\n",
       "  '7'],\n",
       " ['8.9',\n",
       "  '0.84',\n",
       "  '0.34',\n",
       "  '1.4',\n",
       "  '0.05',\n",
       "  '4.0',\n",
       "  '10.0',\n",
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       "  '3.12',\n",
       "  '0.48',\n",
       "  '9.1',\n",
       "  '6'],\n",
       " ...]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a5ef9b60",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "setting an array element with a sequence. The requested array has an inhomogeneous shape after 1 dimensions. The detected shape was (1601,) + inhomogeneous part.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[17], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mnumpy\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mnp\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m ar \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray(temp_list)\n",
      "\u001b[0;31mValueError\u001b[0m: setting an array element with a sequence. The requested array has an inhomogeneous shape after 1 dimensions. The detected shape was (1601,) + inhomogeneous part."
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "ar = np.array(temp_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cab64dc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 4)]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[(i, colour.index('chlorides'))\n",
    " for i, colour in enumerate(temp_list)\n",
    " if 'chlorides' in colour]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "bd749465",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_list[0].index('chlorides')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a67ff203",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fixed acidity\n",
      "7.4\n",
      "7.8\n",
      "7.8\n",
      "11.2\n",
      "7.4\n",
      "7.4\n",
      "7.9\n",
      "7.3\n",
      "7.8\n",
      "7.5\n",
      "6.7\n",
      "7.5\n",
      "5.6\n",
      "7.8\n",
      "8.9\n",
      "8.9\n",
      "8.5\n",
      "8.1\n",
      "7.4\n",
      "7.9\n",
      "8.9\n",
      "7.6\n",
      "7.9\n",
      "8.5\n",
      "6.9\n",
      "6.3\n",
      "7.6\n",
      "7.9\n",
      "7.1\n",
      "7.8\n",
      "6.7\n",
      "6.9\n",
      "8.3\n",
      "6.9\n",
      "5.2\n",
      "7.8\n",
      "7.8\n",
      "8.1\n",
      "5.7\n",
      "7.3\n",
      "7.3\n",
      "8.8\n",
      "7.5\n",
      "8.1\n",
      "6.8\n",
      "4.6\n",
      "7.7\n",
      "8.7\n",
      "6.4\n",
      "5.6\n",
      "8.8\n",
      "6.6\n",
      "6.6\n",
      "8.6\n",
      "7.6\n",
      "7.7\n",
      "10.2\n",
      "7.5\n",
      "7.8\n",
      "7.3\n",
      "8.8\n",
      "7.7\n",
      "7.5\n",
      "7.0\n",
      "7.2\n",
      "7.2\n",
      "7.5\n",
      "6.6\n",
      "9.3\n",
      "8.0\n",
      "7.7\n",
      "7.7\n",
      "7.7\n",
      "8.3\n",
      "9.7\n",
      "8.8\n",
      "8.8\n",
      "6.8\n",
      "6.7\n",
      "8.3\n",
      "6.2\n",
      "7.8\n",
      "7.4\n",
      "7.3\n",
      "6.3\n",
      "6.9\n",
      "8.6\n",
      "7.7\n",
      "9.3\n",
      "7.0\n",
      "7.9\n",
      "8.6\n",
      "8.6\n",
      "7.7\n",
      "5.0\n",
      "4.7\n",
      "6.8\n",
      "7.0\n",
      "7.6\n",
      "8.1\n",
      "8.3\n",
      "7.8\n",
      "8.1\n",
      "8.1\n",
      "7.2\n",
      "8.1\n",
      "7.8\n",
      "6.2\n",
      "8.0\n",
      "8.1\n",
      "7.8\n",
      "8.4\n",
      "8.4\n",
      "10.1\n",
      "7.8\n",
      "9.4\n",
      "8.3\n",
      "7.8\n",
      "8.8\n",
      "7.0\n",
      "7.3\n",
      "8.8\n",
      "7.3\n",
      "8.0\n",
      "7.8\n",
      "9.0\n",
      "8.2\n",
      "8.1\n",
      "8.0\n",
      "6.1\n",
      "8.0\n",
      "5.6\n",
      "5.6\n",
      "6.6\n",
      "7.9\n",
      "8.4\n",
      "8.3\n",
      "7.2\n",
      "7.8\n",
      "7.8\n",
      "8.4\n",
      "8.3\n",
      "5.2\n",
      "6.3\n",
      "5.2\n",
      "8.1\n",
      "5.8\n",
      "7.6\n",
      "6.9\n",
      "8.2\n",
      "7.3\n",
      "9.2\n",
      "7.5\n",
      "7.5\n",
      "7.1\n",
      "7.1\n",
      "7.1\n",
      "7.1\n",
      "7.1\n",
      "6.8\n",
      "7.6\n",
      "7.6\n",
      "7.8\n",
      "7.4\n",
      "7.3\n",
      "7.8\n",
      "6.8\n",
      "7.3\n",
      "6.8\n",
      "7.5\n",
      "7.9\n",
      "8.0\n",
      "8.0\n",
      "7.4\n",
      "7.3\n",
      "6.9\n",
      "7.3\n",
      "7.5\n",
      "7.0\n",
      "8.8\n",
      "8.8\n",
      "8.9\n",
      "7.2\n",
      "6.8\n",
      "6.7\n",
      "8.9\n",
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      "6.8\n",
      "8.2\n",
      "6.8\n",
      "9.1\n",
      "9.1\n",
      "8.9\n",
      "9.6\n",
      "8.9\n",
      "8.9\n",
      "7.7\n",
      "7.5\n",
      "8.0\n",
      "10.5\n",
      "8.9\n",
      "8.0\n",
      "8.0\n",
      "7.0\n",
      "11.3\n",
      "11.3\n",
      "7.0\n",
      "8.2\n",
      "7.7\n",
      "8.6\n",
      "7.9\n",
      "6.4\n",
      "7.2\n",
      "7.7\n",
      "7.1\n",
      "7.3\n",
      "8.1\n",
      "7.5\n",
      "8.9\n",
      "10.1\n",
      "7.6\n",
      "7.3\n",
      "8.7\n",
      "8.9\n",
      "7.4\n",
      "6.9\n",
      "8.9\n",
      "9.5\n",
      "6.4\n",
      "6.9\n",
      "7.6\n",
      "7.1\n",
      "9.3\n",
      "9.3\n",
      "7.1\n",
      "8.5\n",
      "5.6\n",
      "8.3\n",
      "8.2\n",
      "8.2\n",
      "8.9\n",
      "7.6\n",
      "9.9\n",
      "8.9\n",
      "11.6\n",
      "9.1\n",
      "8.0\n",
      "10.2\n",
      "8.2\n",
      "7.7\n",
      "6.6\n",
      "11.1\n",
      "11.1\n",
      "8.0\n",
      "9.3\n",
      "7.5\n",
      "7.2\n",
      "8.0\n",
      "7.5\n",
      "9.1\n",
      "9.9\n",
      "8.6\n",
      "8.6\n",
      "7.9\n",
      "10.3\n",
      "7.9\n",
      "7.2\n",
      "8.7\n",
      "7.2\n",
      "6.8\n",
      "8.5\n",
      "7.9\n",
      "11.6\n",
      "11.6\n",
      "10.0\n",
      "7.9\n",
      "7.0\n",
      "9.2\n",
      "6.6\n",
      "9.4\n",
      "6.6\n",
      "8.6\n",
      "8.0\n",
      "8.6\n",
      "8.4\n",
      "7.4\n",
      "6.1\n",
      "7.4\n",
      "8.0\n",
      "6.3\n",
      "8.2\n",
      "9.1\n",
      "8.1\n",
      "10.8\n",
      "8.3\n",
      "5.4\n",
      "7.9\n",
      "8.9\n",
      "5.0\n",
      "7.0\n",
      "7.0\n",
      "7.0\n",
      "7.1\n",
      "5.6\n",
      "7.9\n",
      "6.6\n",
      "6.3\n",
      "10.7\n",
      "6.5\n",
      "8.8\n",
      "5.8\n",
      "6.3\n",
      "10.0\n",
      "10.5\n",
      "9.1\n",
      "5.9\n",
      "7.4\n",
      "7.2\n",
      "8.5\n",
      "8.0\n",
      "10.4\n",
      "10.4\n",
      "7.5\n",
      "8.2\n",
      "7.3\n",
      "8.2\n",
      "6.9\n",
      "7.0\n",
      "7.3\n",
      "8.2\n",
      "7.8\n",
      "10.0\n",
      "7.8\n",
      "10.0\n",
      "8.2\n",
      "6.1\n",
      "8.3\n",
      "9.6\n",
      "6.6\n",
      "8.3\n",
      "8.5\n",
      "5.1\n",
      "6.7\n",
      "10.2\n",
      "10.6\n",
      "8.8\n",
      "8.5\n",
      "9.0\n",
      "9.0\n",
      "8.5\n",
      "9.9\n",
      "8.2\n",
      "6.5\n",
      "7.6\n",
      "9.2\n",
      "7.1\n",
      "9.7\n",
      "7.6\n",
      "7.6\n",
      "6.5\n",
      "6.5\n",
      "7.1\n",
      "5.6\n",
      "8.2\n",
      "8.2\n",
      "9.8\n",
      "10.2\n",
      "6.8\n",
      "6.7\n",
      "7.0\n",
      "6.6\n",
      "7.0\n",
      "6.7\n",
      "8.8\n",
      "9.1\n",
      "6.5\n",
      "7.2\n",
      "6.4\n",
      "7.0\n",
      "6.2\n",
      "7.9\n",
      "7.7\n",
      "7.7\n",
      "7.9\n",
      "7.7\n",
      "7.9\n",
      "8.6\n",
      "9.9\n",
      "7.2\n",
      "7.2\n",
      "7.2\n",
      "9.9\n",
      "7.2\n",
      "6.2\n",
      "6.8\n",
      "6.6\n",
      "6.8\n",
      "9.6\n",
      "10.2\n",
      "8.8\n",
      "7.9\n",
      "8.2\n",
      "8.2\n",
      "9.0\n",
      "10.9\n",
      "10.9\n",
      "8.1\n",
      "10.5\n",
      "12.6\n",
      "9.2\n",
      "7.5\n",
      "9.0\n",
      "5.1\n",
      "7.6\n",
      "7.7\n",
      "7.8\n",
      "7.6\n",
      "10.2\n",
      "7.1\n",
      "6.0\n",
      "7.8\n",
      "7.1\n",
      "8.1\n",
      "6.5\n",
      "7.5\n",
      "9.8\n",
      "9.0\n",
      "8.3\n",
      "5.9\n",
      "7.4\n",
      "7.4\n",
      "7.4\n",
      "6.9\n",
      "7.1\n",
      "7.1\n",
      "7.5\n",
      "7.1\n",
      "7.9\n",
      "7.8\n",
      "6.1\n",
      "7.5\n",
      "7.0\n",
      "6.8\n",
      "6.8\n",
      "8.6\n",
      "6.3\n",
      "9.8\n",
      "8.2\n",
      "8.5\n",
      "7.2\n",
      "7.2\n",
      "10.4\n",
      "6.9\n",
      "5.5\n",
      "5.0\n",
      "7.3\n",
      "5.9\n",
      "7.5\n",
      "7.8\n",
      "8.0\n",
      "8.5\n",
      "7.0\n",
      "8.0\n",
      "9.8\n",
      "7.1\n",
      "7.1\n",
      "7.9\n",
      "8.7\n",
      "7.0\n",
      "11.3\n",
      "7.1\n",
      "8.0\n",
      "7.0\n",
      "7.0\n",
      "7.6\n",
      "8.2\n",
      "5.9\n",
      "7.5\n",
      "8.2\n",
      "6.6\n",
      "6.6\n",
      "7.2\n",
      "5.7\n",
      "7.6\n",
      "5.2\n",
      "6.7\n",
      "9.1\n",
      "8.0\n",
      "7.6\n",
      "7.5\n",
      "9.7\n",
      "6.8\n",
      "9.7\n",
      "7.0\n",
      "7.5\n",
      "6.5\n",
      "8.0\n",
      "7.0\n",
      "7.0\n",
      "7.5\n",
      "5.4\n",
      "9.9\n",
      "7.5\n",
      "9.1\n",
      "9.7\n",
      "5.0\n",
      "9.1\n",
      "9.1\n",
      "6.7\n",
      "6.7\n",
      "6.7\n",
      "6.7\n",
      "6.5\n",
      "7.4\n",
      "7.4\n",
      "7.8\n",
      "8.4\n",
      "9.1\n",
      "7.2\n",
      "6.6\n",
      "6.0\n",
      "6.0\n",
      "6.0\n",
      "7.5\n",
      "7.5\n",
      "7.5\n",
      "7.6\n",
      "7.5\n",
      "11.5\n",
      "8.2\n",
      "6.1\n",
      "7.2\n",
      "7.2\n",
      "6.9\n",
      "9.0\n",
      "7.2\n",
      "7.6\n",
      "7.6\n",
      "7.2\n",
      "6.1\n",
      "6.1\n",
      "7.3\n",
      "7.4\n",
      "11.6\n",
      "9.2\n",
      "8.3\n",
      "11.6\n",
      "8.0\n",
      "7.2\n",
      "7.8\n",
      "7.3\n",
      "6.9\n",
      "8.0\n",
      "6.6\n",
      "8.7\n",
      "7.5\n",
      "8.7\n",
      "7.7\n",
      "6.8\n",
      "7.2\n",
      "8.2\n",
      "5.2\n",
      "7.2\n",
      "7.5\n",
      "7.5\n",
      "6.8\n",
      "8.0\n",
      "8.0\n",
      "7.1\n",
      "8.0\n",
      "7.4\n",
      "7.4\n",
      "6.6\n",
      "6.7\n",
      "6.0\n",
      "8.0\n",
      "7.1\n",
      "8.0\n",
      "6.4\n",
      "8.6\n",
      "8.7\n",
      "7.3\n",
      "7.0\n",
      "7.2\n",
      "7.9\n",
      "7.9\n",
      "7.6\n",
      "7.2\n",
      "8.0\n",
      "7.7\n",
      "8.2\n",
      "6.0\n",
      "8.1\n",
      "6.0\n",
      "6.6\n",
      "6.4\n",
      "8.2\n",
      "9.9\n",
      "10.0\n",
      "6.2\n",
      "10.0\n",
      "7.3\n",
      "7.8\n",
      "7.7\n",
      "7.8\n",
      "7.5\n",
      "7.0\n",
      "6.4\n",
      "8.3\n",
      "8.3\n",
      "7.7\n",
      "7.6\n",
      "7.8\n",
      "7.9\n",
      "7.4\n",
      "7.6\n",
      "5.9\n",
      "6.1\n",
      "10.2\n",
      "10.2\n",
      "10.0\n",
      "6.8\n",
      "7.0\n",
      "7.3\n",
      "7.2\n",
      "7.4\n",
      "6.9\n",
      "6.9\n",
      "7.3\n",
      "7.4\n",
      "6.9\n",
      "6.8\n",
      "6.9\n",
      "7.2\n",
      "7.2\n",
      "7.8\n",
      "6.6\n",
      "7.6\n",
      "11.7\n",
      "6.5\n",
      "6.0\n",
      "7.6\n",
      "8.4\n",
      "7.9\n",
      "6.4\n",
      "6.2\n",
      "6.8\n",
      "6.9\n",
      "6.8\n",
      "6.8\n",
      "7.3\n",
      "6.7\n",
      "7.3\n",
      "7.3\n",
      "10.0\n",
      "6.7\n",
      "7.6\n",
      "6.1\n",
      "9.9\n",
      "5.3\n",
      "9.9\n",
      "5.3\n",
      "7.1\n",
      "8.2\n",
      "5.6\n",
      "8.2\n",
      "7.2\n",
      "8.1\n",
      "6.8\n",
      "7.0\n",
      "6.8\n",
      "6.0\n",
      "5.6\n",
      "6.2\n",
      "7.1\n",
      "5.6\n",
      "6.2\n",
      "7.7\n",
      "6.4\n",
      "7.0\n",
      "7.7\n",
      "6.9\n",
      "6.6\n",
      "6.9\n",
      "7.5\n",
      "7.8\n",
      "7.3\n",
      "6.2\n",
      "7.5\n",
      "6.7\n",
      "6.8\n",
      "7.5\n",
      "7.1\n",
      "7.9\n",
      "6.4\n",
      "7.1\n",
      "6.4\n",
      "6.4\n",
      "6.9\n",
      "6.9\n",
      "6.1\n",
      "6.5\n",
      "7.4\n",
      "6.6\n",
      "6.5\n",
      "6.9\n",
      "6.1\n",
      "6.8\n",
      "6.0\n",
      "6.7\n",
      "6.8\n",
      "7.1\n",
      "7.9\n",
      "7.1\n",
      "6.6\n",
      "6.1\n",
      "7.2\n",
      "8.0\n",
      "6.6\n",
      "7.0\n",
      "6.1\n",
      "5.4\n",
      "6.2\n",
      "7.2\n",
      "6.2\n",
      "7.4\n",
      "6.7\n",
      "11.1\n",
      "8.4\n",
      "6.5\n",
      "7.0\n",
      "6.3\n",
      "11.2\n",
      "7.4\n",
      "7.1\n",
      "7.1\n",
      "6.3\n",
      "7.3\n",
      "6.6\n",
      "7.0\n",
      "6.6\n",
      "6.6\n",
      "6.9\n",
      "7.8\n",
      "7.8\n",
      "7.8\n",
      "7.2\n",
      "7.2\n",
      "7.2\n",
      "6.7\n",
      "6.7\n",
      "7.2\n",
      "7.0\n",
      "6.2\n",
      "6.4\n",
      "6.4\n",
      "7.3\n",
      "6.0\n",
      "5.6\n",
      "7.5\n",
      "8.0\n",
      "6.2\n",
      "6.8\n",
      "6.2\n",
      "7.4\n",
      "6.2\n",
      "6.1\n",
      "6.2\n",
      "6.7\n",
      "7.2\n",
      "7.5\n",
      "5.8\n",
      "7.2\n",
      "6.6\n",
      "6.3\n",
      "5.4\n",
      "6.3\n",
      "6.8\n",
      "6.2\n",
      "5.9\n",
      "6.3\n",
      "5.9\n",
      "6.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i in temp_list:\n",
    "    print(i[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "56d50a3f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__main__\n"
     ]
    }
   ],
   "source": [
    "print(__name__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c9ed206b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "file_processing_script1\n"
     ]
    }
   ],
   "source": [
    "from file_processing_script1 import File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "39ad2a9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from file_processing_script1 import File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2b039a54",
   "metadata": {},
   "outputs": [],
   "source": [
    "from file_processing_script1 import File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b3d9a684",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}