crossmatch-testing-units.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1> Testing units for crossmatch functions</h1>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>help:</h3>\n",
    "\n",
    "<p><strong> crossmatch dist testing: </strong></p>\n",
    "To run the crossmatch dist testing unit first make sure that the files from the folder ../crossmatch dist test r/ are located in the local folder created by the first cell. Outputs path can be change on the first cell but for the files python generate it will create a folder automatic to save those files in there.\n",
    "<br></br>\n",
    "<p><strong> crossmatch function testing: </strong></p>\n",
    "\n",
    "The crossmatch function can be tested by using the method testing_python_R_functions(run_num,n_size).\n",
    "run_num is the amount of times you want to run the same size matrix\n",
    "n_size is the size of the random symetrix matrix NxN\n",
    "this functions creates a folder where it ill put the matrices and result in automatic.\n",
    "last cell contain code to run all matrices 4 by 4 until 100 and do 10 repetition for each n_size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#MUST RUN FIRST\n",
    "import math\n",
    "import pandas as pd\n",
    "import crossmatch_functions as cf\n",
    "import os\n",
    "\n",
    "data_dir = 'C:/Users/Eric Aragundi/Desktop/'\n",
    "\n",
    "#Use this following directory to put the dist files generated by R to test the crossmatch dist\n",
    "#Make sure that you create the files in R the original function with the pattern Mat_{BigN}_{n}.csv\n",
    "\n",
    "r_dist_output = data_dir + 'crossmatch dist test r/'\n",
    "            \n",
    "if not os.path.exists(r_dist_output):\n",
    "\n",
    "      # Create a new directory because it does not exist \n",
    "      os.makedirs(r_dist_output)\n",
    "      print(\"The new r dist output directory is created!\")\n",
    "\n",
    "#checking version of packages\n",
    "print(nx.__version__)\n",
    "print(scipy.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3> Crossmatch distance funtion testing unit</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "testing files with BigN = 2 and 0 \n",
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      "testing files with BigN = 100 and 38 \n",
      "testing files with BigN = 100 and 39 \n",
      "testing files with BigN = 100 and 40 \n",
      "testing files with BigN = 100 and 41 \n",
      "testing files with BigN = 100 and 42 \n",
      "testing files with BigN = 100 and 43 \n",
      "testing files with BigN = 100 and 44 \n",
      "testing files with BigN = 100 and 45 \n",
      "testing files with BigN = 100 and 46 \n",
      "testing files with BigN = 100 and 47 \n",
      "testing files with BigN = 100 and 48 \n",
      "testing files with BigN = 100 and 49 \n",
      "testing files with BigN = 100 and 50 \n",
      "testing files with BigN = 100 and 51 \n",
      "testing files with BigN = 100 and 52 \n",
      "testing files with BigN = 100 and 53 \n",
      "testing files with BigN = 100 and 54 \n",
      "testing files with BigN = 100 and 55 \n",
      "testing files with BigN = 100 and 56 \n",
      "testing files with BigN = 100 and 57 \n",
      "testing files with BigN = 100 and 58 \n",
      "testing files with BigN = 100 and 59 \n",
      "testing files with BigN = 100 and 60 \n",
      "testing files with BigN = 100 and 61 \n",
      "testing files with BigN = 100 and 62 \n",
      "testing files with BigN = 100 and 63 \n",
      "testing files with BigN = 100 and 64 \n",
      "testing files with BigN = 100 and 65 \n",
      "testing files with BigN = 100 and 66 \n",
      "testing files with BigN = 100 and 67 \n",
      "testing files with BigN = 100 and 68 \n",
      "testing files with BigN = 100 and 69 \n",
      "testing files with BigN = 100 and 70 \n",
      "testing files with BigN = 100 and 71 \n",
      "testing files with BigN = 100 and 72 \n",
      "testing files with BigN = 100 and 73 \n",
      "testing files with BigN = 100 and 74 \n",
      "testing files with BigN = 100 and 75 \n",
      "testing files with BigN = 100 and 76 \n",
      "testing files with BigN = 100 and 77 \n",
      "testing files with BigN = 100 and 78 \n",
      "testing files with BigN = 100 and 79 \n",
      "testing files with BigN = 100 and 80 \n",
      "testing files with BigN = 100 and 81 \n",
      "testing files with BigN = 100 and 82 \n",
      "testing files with BigN = 100 and 83 \n",
      "testing files with BigN = 100 and 84 \n",
      "testing files with BigN = 100 and 85 \n",
      "testing files with BigN = 100 and 86 \n",
      "testing files with BigN = 100 and 87 \n",
      "testing files with BigN = 100 and 88 \n",
      "testing files with BigN = 100 and 89 \n",
      "testing files with BigN = 100 and 90 \n",
      "testing files with BigN = 100 and 91 \n",
      "testing files with BigN = 100 and 92 \n",
      "testing files with BigN = 100 and 93 \n",
      "testing files with BigN = 100 and 94 \n",
      "testing files with BigN = 100 and 95 \n",
      "testing files with BigN = 100 and 96 \n",
      "testing files with BigN = 100 and 97 \n",
      "testing files with BigN = 100 and 98 \n",
      "testing files with BigN = 100 and 99 \n"
     ]
    }
   ],
   "source": [
    "# Testing of the crossmatchdist function by creating files with the python function and comparing them\n",
    "# by files already created by the original R function\n",
    "\n",
    "#Make sure that you create the files in R the original function with the pattern Mat_{BigN}_n.csv\n",
    "\n",
    "\n",
    "for h in range(0,101):\n",
    "    if(h%2 == 0):\n",
    "        for k in range(0,h):\n",
    "\n",
    "            py_bigN = h\n",
    "            py_n = k\n",
    "            result = cf.crossmatchdist_df(py_bigN,py_n)\n",
    "            #print(result)\n",
    "            #np.savetxt(\"mat_python_0_0.csv\", result, delimiter=\",\")\n",
    "            \n",
    "            python_dist_output = data_dir + 'crossmatch dist test python/'\n",
    "            \n",
    "            if not os.path.exists(python_dist_output):\n",
    "\n",
    "                  # Create a new directory because it does not exist \n",
    "                  os.makedirs(python_dist_output)\n",
    "                  print(\"The new python dist output directory is created!\")\n",
    "            \n",
    "            result.to_csv(f'{python_dist_output}mat_python_{py_bigN}_{py_n}.csv',index=False, header=False)\n",
    "            \n",
    "            \n",
    "            \n",
    "            \n",
    "            from numpy import genfromtxt\n",
    "            f = genfromtxt(f\"{python_dist_output}mat_python_{py_bigN}_{py_n}.csv\", delimiter=',')\n",
    "            g = genfromtxt(f'{r_dist_output}/Mat_{py_bigN}_{py_n}.csv', delimiter=',')\n",
    "\n",
    "#             print(f)\n",
    "#             print(g)\n",
    "            #print(f\"testing files with BigN = {py_bigN} and {py_n} \")\n",
    "\n",
    "            # np.array_equal(f, g)\n",
    "            diff_count = 0\n",
    "            if(len(f.shape) == 1):\n",
    "                for i in range(0,len(f)):\n",
    "                    if(abs(f[i] - g[i]) > 0.000001):\n",
    "                        print(\"there is a difference between f: \", f[i],\" and \",g[i])\n",
    "                        diff_count += 1\n",
    "            else:    \n",
    "                for i in range(0,len(f)):\n",
    "                    for j in range(0,len(f[i])):\n",
    "                        if(abs(f[i][j] - g[i][j]) > 0.000001):\n",
    "                            print(\"there is a difference between f: \", f[i][j],\" and \",g[i][j])\n",
    "                            diff_count += 1\n",
    "\n",
    "            if(diff_count > 0):\n",
    "                print(f\"testing files with BigN = {py_bigN} and {py_n} \")\n",
    "                print(\"Arrays are not equal\\n\")\n",
    "#             else:\n",
    "#                 print(\"Arrays are equal!\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3> Crossmatch funtion testing unit</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "file location: b_symm_4_1\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065234}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065233}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_4_2\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065234}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065233}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_4_3\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065234}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065233}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_4_4\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065234}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065233}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_4_5\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065234}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065233}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_4_6\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065234}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065233}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_4_7\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065234}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065233}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_4_8\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065234}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065233}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_4_9\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065234}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065233}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_4_10\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065234}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 1.3333333333333333, 'Va1': 0.8888888888888888, 'dev': 0.7071067811865476, 'pval': 1.0, 'approxval': 0.7602499389065233}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_8_1\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_8_2\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_8_3\n",
      "python function output:\n",
      " {'a1': 0, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -2.1081851067789192, 'pval': 0.08571428571428572, 'approxval': 0.01750749050983127}\n",
      "R function output:\n",
      " {'a1': 0, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -2.1081851067789192, 'pval': 0.08571428571428572, 'approxval': 0.01750749050983127}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_8_4\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_8_5\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_8_6\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_8_7\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_8_8\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': -0.2635231383473648, 'pval': 0.7714285714285715, 'approxval': 0.3960736958979487}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_8_9\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': 1.5811388300841895, 'pval': 1.0, 'approxval': 0.9430768509966709}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': 1.5811388300841895, 'pval': 1.0, 'approxval': 0.9430768509966709}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_8_10\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': 1.5811388300841895, 'pval': 1.0, 'approxval': 0.9430768509966709}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 2.2857142857142856, 'Va1': 1.1755102040816328, 'dev': 1.5811388300841895, 'pval': 1.0, 'approxval': 0.9430768509966709}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_12_1\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 2.1213203435596424, 'pval': 1.0000000000000002, 'approxval': 0.9830525732376554}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 2.1213203435596424, 'pval': 1.0, 'approxval': 0.9830525732376554}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_12_2\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 0.5656854249492378, 'pval': 0.9307359307359309, 'approxval': 0.7141961775233342}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 0.5656854249492378, 'pval': 0.9307359307359309, 'approxval': 0.7141961775233342}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_12_3\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 0.5656854249492378, 'pval': 0.9307359307359309, 'approxval': 0.7141961775233342}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 0.5656854249492378, 'pval': 0.9307359307359309, 'approxval': 0.7141961775233342}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_12_4\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 0.5656854249492378, 'pval': 0.9307359307359309, 'approxval': 0.7141961775233342}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 0.5656854249492378, 'pval': 0.9307359307359309, 'approxval': 0.7141961775233342}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_12_5\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': -0.9899494936611666, 'pval': 0.41125541125541126, 'approxval': 0.16109940308129078}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': -0.9899494936611666, 'pval': 0.41125541125541126, 'approxval': 0.16109940308129075}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_12_6\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': -0.9899494936611666, 'pval': 0.41125541125541126, 'approxval': 0.16109940308129078}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': -0.9899494936611666, 'pval': 0.41125541125541126, 'approxval': 0.16109940308129075}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_12_7\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': -0.9899494936611666, 'pval': 0.41125541125541126, 'approxval': 0.16109940308129078}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': -0.9899494936611666, 'pval': 0.41125541125541126, 'approxval': 0.16109940308129075}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_12_8\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 0.5656854249492378, 'pval': 0.9307359307359309, 'approxval': 0.7141961775233342}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 0.5656854249492378, 'pval': 0.9307359307359309, 'approxval': 0.7141961775233342}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_12_9\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 0.5656854249492378, 'pval': 0.9307359307359309, 'approxval': 0.7141961775233342}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': 0.5656854249492378, 'pval': 0.9307359307359309, 'approxval': 0.7141961775233342}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_12_10\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': -0.9899494936611666, 'pval': 0.41125541125541126, 'approxval': 0.16109940308129078}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 3.272727272727273, 'Va1': 1.6528925619834711, 'dev': -0.9899494936611666, 'pval': 0.41125541125541126, 'approxval': 0.16109940308129075}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_16_1\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': 1.1837009585126108, 'pval': 0.9801087801087801, 'approxval': 0.8817342702919472}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': 1.1837009585126108, 'pval': 0.9801087801087801, 'approxval': 0.8817342702919473}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_16_2\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': 1.1837009585126108, 'pval': 0.9801087801087801, 'approxval': 0.8817342702919472}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': 1.1837009585126108, 'pval': 0.9801087801087801, 'approxval': 0.8817342702919473}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_16_3\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': 1.1837009585126108, 'pval': 0.9801087801087801, 'approxval': 0.8817342702919472}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': 1.1837009585126108, 'pval': 0.9801087801087801, 'approxval': 0.8817342702919473}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_16_4\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -0.18210783977117084, 'pval': 0.7016317016317016, 'approxval': 0.4277490481813588}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -0.18210783977117084, 'pval': 0.7016317016317016, 'approxval': 0.4277490481813588}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_16_5\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': 1.1837009585126108, 'pval': 0.9801087801087801, 'approxval': 0.8817342702919472}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': 1.1837009585126108, 'pval': 0.9801087801087801, 'approxval': 0.8817342702919473}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_16_6\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -0.18210783977117084, 'pval': 0.7016317016317016, 'approxval': 0.4277490481813588}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -0.18210783977117084, 'pval': 0.7016317016317016, 'approxval': 0.4277490481813588}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_16_7\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -0.18210783977117084, 'pval': 0.7016317016317016, 'approxval': 0.4277490481813588}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -0.18210783977117084, 'pval': 0.7016317016317016, 'approxval': 0.4277490481813588}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_16_8\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -0.18210783977117084, 'pval': 0.7016317016317016, 'approxval': 0.4277490481813588}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -0.18210783977117084, 'pval': 0.7016317016317016, 'approxval': 0.4277490481813588}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_16_9\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -1.5479166380549525, 'pval': 0.1794871794871795, 'approxval': 0.06082118412794838}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -1.5479166380549525, 'pval': 0.1794871794871795, 'approxval': 0.060821184127948354}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_16_10\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -1.5479166380549525, 'pval': 0.1794871794871795, 'approxval': 0.06082118412794838}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 4.266666666666667, 'Va1': 2.1442735042735044, 'dev': -1.5479166380549525, 'pval': 0.1794871794871795, 'approxval': 0.060821184127948354}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_20_1\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 0.45351848071018974, 'pval': 0.8697525384831887, 'approxval': 0.6749122805665698}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 0.45351848071018974, 'pval': 0.8697525384831887, 'approxval': 0.6749122805665698}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_20_2\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': -0.7774602526460402, 'pval': 0.4332849812725974, 'approxval': 0.2184436380514133}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': -0.7774602526460402, 'pval': 0.4332849812725974, 'approxval': 0.21844363805141337}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_20_3\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 1.6844972140664198, 'pval': 0.9944575548290719, 'approxval': 0.9539571912912586}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 1.6844972140664198, 'pval': 0.9944575548290718, 'approxval': 0.9539571912912586}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_20_4\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 1.6844972140664198, 'pval': 0.9944575548290719, 'approxval': 0.9539571912912586}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 1.6844972140664198, 'pval': 0.9944575548290718, 'approxval': 0.9539571912912586}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_20_5\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 0.45351848071018974, 'pval': 0.8697525384831887, 'approxval': 0.6749122805665698}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 0.45351848071018974, 'pval': 0.8697525384831887, 'approxval': 0.6749122805665698}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_20_6\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 0.45351848071018974, 'pval': 0.8697525384831887, 'approxval': 0.6749122805665698}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 0.45351848071018974, 'pval': 0.8697525384831887, 'approxval': 0.6749122805665698}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_20_7\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 0.45351848071018974, 'pval': 0.8697525384831887, 'approxval': 0.6749122805665698}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 0.45351848071018974, 'pval': 0.8697525384831887, 'approxval': 0.6749122805665698}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_20_8\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': -0.7774602526460402, 'pval': 0.4332849812725974, 'approxval': 0.2184436380514133}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': -0.7774602526460402, 'pval': 0.4332849812725974, 'approxval': 0.21844363805141337}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_20_9\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 1.6844972140664198, 'pval': 0.9944575548290719, 'approxval': 0.9539571912912586}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': 1.6844972140664198, 'pval': 0.9944575548290718, 'approxval': 0.9539571912912586}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_20_10\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': -0.7774602526460402, 'pval': 0.4332849812725974, 'approxval': 0.2184436380514133}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 5.2631578947368425, 'Va1': 2.639726250611048, 'dev': -0.7774602526460402, 'pval': 0.4332849812725974, 'approxval': 0.21844363805141337}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_24_1\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -1.2765095315045787, 'pval': 0.22996158505648343, 'approxval': 0.1008877298088528}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -1.2765095315045787, 'pval': 0.22996158505648343, 'approxval': 0.10088772980885274}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_24_2\n",
      "python function output:\n",
      " {'a1': 2, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -2.405729501681706, 'pval': 0.024943827205235202, 'approxval': 0.00807010527010593}\n",
      "R function output:\n",
      " {'a1': 2, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -2.405729501681706, 'pval': 0.024943827205235202, 'approxval': 0.008070105270105935}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_24_3\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -1.2765095315045787, 'pval': 0.22996158505648343, 'approxval': 0.1008877298088528}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -1.2765095315045787, 'pval': 0.22996158505648343, 'approxval': 0.10088772980885274}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_24_4\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -1.2765095315045787, 'pval': 0.22996158505648343, 'approxval': 0.1008877298088528}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -1.2765095315045787, 'pval': 0.22996158505648343, 'approxval': 0.10088772980885274}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_24_5\n",
      "python function output:\n",
      " {'a1': 4, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -1.2765095315045787, 'pval': 0.22996158505648343, 'approxval': 0.1008877298088528}\n",
      "R function output:\n",
      " {'a1': 4, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -1.2765095315045787, 'pval': 0.22996158505648343, 'approxval': 0.10088772980885274}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_24_6\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': 0.9819304088496756, 'pval': 0.9485000125732392, 'approxval': 0.836932933217843}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': 0.9819304088496756, 'pval': 0.9485000125732391, 'approxval': 0.836932933217843}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_24_7\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -0.14728956132745152, 'pval': 0.667332801805813, 'approxval': 0.4414517357361989}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -0.14728956132745152, 'pval': 0.667332801805813, 'approxval': 0.4414517357361989}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_24_8\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': 0.9819304088496756, 'pval': 0.9485000125732392, 'approxval': 0.836932933217843}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': 0.9819304088496756, 'pval': 0.9485000125732391, 'approxval': 0.836932933217843}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_24_9\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -0.14728956132745152, 'pval': 0.667332801805813, 'approxval': 0.4414517357361989}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -0.14728956132745152, 'pval': 0.667332801805813, 'approxval': 0.4414517357361989}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_24_10\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -0.14728956132745152, 'pval': 0.667332801805813, 'approxval': 0.4414517357361989}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 6.260869565217392, 'Va1': 3.136916014042668, 'dev': -0.14728956132745152, 'pval': 0.667332801805813, 'approxval': 0.4414517357361989}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_28_1\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': 0.38852020944315785, 'pval': 0.8277022479472339, 'approxval': 0.6511844492934677}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': -0.6604843560533687, 'pval': 0.4444354706031917, 'approxval': 0.25447152718981825}\n",
      "\n",
      "The lists python list and R list are not the same\n",
      "\n",
      "file location: b_symm_28_2\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': 0.38852020944315785, 'pval': 0.8277022479472339, 'approxval': 0.6511844492934677}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': -0.6604843560533687, 'pval': 0.4444354706031917, 'approxval': 0.25447152718981825}\n",
      "\n",
      "The lists python list and R list are not the same\n",
      "\n",
      "file location: b_symm_28_3\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': 1.4375247749396844, 'pval': 0.9810089588848507, 'approxval': 0.9247155308155803}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': 1.4375247749396844, 'pval': 0.9810089588848507, 'approxval': 0.9247155308155803}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_28_4\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': -0.6604843560533687, 'pval': 0.4444354706031918, 'approxval': 0.25447152718981836}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': -0.6604843560533687, 'pval': 0.4444354706031917, 'approxval': 0.25447152718981825}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_28_5\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': -0.6604843560533687, 'pval': 0.4444354706031918, 'approxval': 0.25447152718981836}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': -0.6604843560533687, 'pval': 0.4444354706031917, 'approxval': 0.25447152718981825}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_28_6\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': -0.6604843560533687, 'pval': 0.4444354706031918, 'approxval': 0.25447152718981836}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': -0.6604843560533687, 'pval': 0.4444354706031917, 'approxval': 0.25447152718981825}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_28_7\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': 0.38852020944315785, 'pval': 0.8277022479472339, 'approxval': 0.6511844492934677}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': 0.38852020944315785, 'pval': 0.8277022479472339, 'approxval': 0.6511844492934677}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_28_8\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': -0.6604843560533687, 'pval': 0.4444354706031918, 'approxval': 0.25447152718981836}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': -0.6604843560533687, 'pval': 0.4444354706031917, 'approxval': 0.25447152718981825}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_28_9\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': 0.38852020944315785, 'pval': 0.8277022479472339, 'approxval': 0.6511844492934677}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': 0.38852020944315785, 'pval': 0.8277022479472339, 'approxval': 0.6511844492934677}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_28_10\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': 1.4375247749396844, 'pval': 0.9810089588848507, 'approxval': 0.9247155308155803}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 7.2592592592592595, 'Va1': 3.6350068587105624, 'dev': 1.4375247749396844, 'pval': 0.9810089588848507, 'approxval': 0.9247155308155803}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_32_1\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': -0.12692955176439835, 'pval': 0.6460875125205798, 'approxval': 0.4494980784397772}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': -0.12692955176439835, 'pval': 0.6460875125205799, 'approxval': 0.4494980784397772}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_32_2\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': -1.1106335779384866, 'pval': 0.2623944095065221, 'approxval': 0.1333630517042947}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': -1.1106335779384866, 'pval': 0.2623944095065221, 'approxval': 0.1333630517042947}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_32_3\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': 0.8567744744096898, 'pval': 0.9189359413305764, 'approxval': 0.8042152324019971}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': 0.8567744744096898, 'pval': 0.9189359413305765, 'approxval': 0.8042152324019971}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_32_4\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': 1.840478500583778, 'pval': 0.9933491491878482, 'approxval': 0.9671509910838717}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': 1.840478500583778, 'pval': 0.9933491491878483, 'approxval': 0.9671509910838717}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_32_5\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': 0.8567744744096898, 'pval': 0.9189359413305764, 'approxval': 0.8042152324019971}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': 0.8567744744096898, 'pval': 0.9189359413305765, 'approxval': 0.8042152324019971}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_32_6\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': 0.8567744744096898, 'pval': 0.9189359413305764, 'approxval': 0.8042152324019971}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': 0.8567744744096898, 'pval': 0.9189359413305765, 'approxval': 0.8042152324019971}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_32_7\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': 1.840478500583778, 'pval': 0.9933491491878482, 'approxval': 0.9671509910838717}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': 1.840478500583778, 'pval': 0.9933491491878483, 'approxval': 0.9671509910838717}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_32_8\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': -0.12692955176439835, 'pval': 0.6460875125205798, 'approxval': 0.4494980784397772}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': -0.12692955176439835, 'pval': 0.6460875125205799, 'approxval': 0.4494980784397772}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_32_9\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': -1.1106335779384866, 'pval': 0.2623944095065221, 'approxval': 0.1333630517042947}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': -1.1106335779384866, 'pval': 0.2623944095065221, 'approxval': 0.1333630517042947}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_32_10\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': -0.12692955176439835, 'pval': 0.6460875125205798, 'approxval': 0.4494980784397772}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 8.258064516129032, 'Va1': 4.133625174925545, 'dev': -0.12692955176439835, 'pval': 0.6460875125205799, 'approxval': 0.4494980784397772}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_36_1\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 1.2743589654330914, 'pval': 0.9646146983615771, 'approxval': 0.8987318860263573}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 1.2743589654330914, 'pval': 0.9646146983615771, 'approxval': 0.8987318860263575}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_36_2\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 0.34513888647146196, 'pval': 0.7970400198881884, 'approxval': 0.6350050198209545}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 0.34513888647146196, 'pval': 0.7970400198881883, 'approxval': 0.6350050198209545}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_36_3\n",
      "python function output:\n",
      " {'a1': 6, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': -1.5133012714517968, 'pval': 0.14035674862059633, 'approxval': 0.06510157494555908}\n",
      "R function output:\n",
      " {'a1': 6, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': -1.5133012714517968, 'pval': 0.14035674862059633, 'approxval': 0.0651015749455591}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_36_4\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 1.2743589654330914, 'pval': 0.9646146983615771, 'approxval': 0.8987318860263573}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 1.2743589654330914, 'pval': 0.9646146983615771, 'approxval': 0.8987318860263575}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_36_5\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 1.2743589654330914, 'pval': 0.9646146983615771, 'approxval': 0.8987318860263573}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 1.2743589654330914, 'pval': 0.9646146983615771, 'approxval': 0.8987318860263575}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_36_6\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': -0.5840811924901674, 'pval': 0.4514172455368241, 'approxval': 0.2795828438459502}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': -0.5840811924901674, 'pval': 0.4514172455368241, 'approxval': 0.2795828438459502}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_36_7\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 0.34513888647146196, 'pval': 0.7970400198881884, 'approxval': 0.6350050198209545}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 0.34513888647146196, 'pval': 0.7970400198881883, 'approxval': 0.6350050198209545}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_36_8\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 0.34513888647146196, 'pval': 0.7970400198881884, 'approxval': 0.6350050198209545}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 0.34513888647146196, 'pval': 0.7970400198881883, 'approxval': 0.6350050198209545}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_36_9\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 3.13279912335635, 'pval': 0.9999711140394788, 'approxval': 0.9991342605100705}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': 3.13279912335635, 'pval': 0.9999711140394788, 'approxval': 0.9991342605100705}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_36_10\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': -0.5840811924901674, 'pval': 0.4514172455368241, 'approxval': 0.2795828438459502}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 9.257142857142858, 'Va1': 4.632578849721707, 'dev': -0.5840811924901674, 'pval': 0.4514172455368241, 'approxval': 0.2795828438459502}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_40_1\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.9960587151312519, 'pval': 0.2854320877921981, 'approxval': 0.1596108088353328}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.9960587151312519, 'pval': 0.28543208779219803, 'approxval': 0.1596108088353327}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_40_2\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.9960587151312519, 'pval': 0.2854320877921981, 'approxval': 0.1596108088353328}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.9960587151312519, 'pval': 0.28543208779219803, 'approxval': 0.1596108088353327}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_40_3\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': 0.7696817344196031, 'pval': 0.8933112662183611, 'approxval': 0.7792556461896165}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': 0.7696817344196031, 'pval': 0.8933112662183611, 'approxval': 0.7792556461896165}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_40_4\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.11318849035582441, 'pval': 0.6312943789657046, 'approxval': 0.45494056019547524}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.11318849035582441, 'pval': 0.6312943789657046, 'approxval': 0.45494056019547524}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_40_5\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': 0.7696817344196031, 'pval': 0.8933112662183611, 'approxval': 0.7792556461896165}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': 0.7696817344196031, 'pval': 0.8933112662183611, 'approxval': 0.7792556461896165}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_40_6\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.9960587151312519, 'pval': 0.2854320877921981, 'approxval': 0.1596108088353328}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.9960587151312519, 'pval': 0.28543208779219803, 'approxval': 0.1596108088353327}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_40_7\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.9960587151312519, 'pval': 0.2854320877921981, 'approxval': 0.1596108088353328}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.9960587151312519, 'pval': 0.28543208779219803, 'approxval': 0.1596108088353327}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_40_8\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': 0.7696817344196031, 'pval': 0.8933112662183611, 'approxval': 0.7792556461896165}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': 0.7696817344196031, 'pval': 0.8933112662183611, 'approxval': 0.7792556461896165}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_40_9\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.9960587151312519, 'pval': 0.2854320877921981, 'approxval': 0.1596108088353328}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.9960587151312519, 'pval': 0.28543208779219803, 'approxval': 0.1596108088353327}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_40_10\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.11318849035582441, 'pval': 0.6312943789657046, 'approxval': 0.45494056019547524}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 10.256410256410257, 'Va1': 5.131758977912824, 'dev': -0.11318849035582441, 'pval': 0.6312943789657046, 'approxval': 0.45494056019547524}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_44_1\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': -0.5292108197612777, 'pval': 0.4563033615370218, 'approxval': 0.298329605904763}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': -0.5292108197612777, 'pval': 0.4563033615370218, 'approxval': 0.298329605904763}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_44_2\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': -0.5292108197612777, 'pval': 0.4563033615370218, 'approxval': 0.298329605904763}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': -0.5292108197612777, 'pval': 0.4563033615370218, 'approxval': 0.298329605904763}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_44_3\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 1.1564236431820507, 'pval': 0.947820473357445, 'approxval': 0.8762460423204925}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 1.1564236431820507, 'pval': 0.947820473357445, 'approxval': 0.8762460423204925}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_44_4\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': -1.372028051232942, 'pval': 0.16551811985129855, 'approxval': 0.08502735275134266}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': -1.372028051232942, 'pval': 0.16551811985129852, 'approxval': 0.08502735275134261}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_44_5\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 0.3136064117103865, 'pval': 0.7735236251941744, 'approxval': 0.6230900053941753}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 0.3136064117103865, 'pval': 0.7735236251941744, 'approxval': 0.6230900053941753}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_44_6\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 1.1564236431820507, 'pval': 0.947820473357445, 'approxval': 0.8762460423204925}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 1.1564236431820507, 'pval': 0.947820473357445, 'approxval': 0.8762460423204925}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_44_7\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 0.3136064117103865, 'pval': 0.7735236251941744, 'approxval': 0.6230900053941753}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 0.3136064117103865, 'pval': 0.7735236251941744, 'approxval': 0.6230900053941753}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_44_8\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 0.3136064117103865, 'pval': 0.7735236251941744, 'approxval': 0.6230900053941753}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 0.3136064117103865, 'pval': 0.7735236251941744, 'approxval': 0.6230900053941753}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_44_9\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 0.3136064117103865, 'pval': 0.7735236251941744, 'approxval': 0.6230900053941753}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 0.3136064117103865, 'pval': 0.7735236251941744, 'approxval': 0.6230900053941753}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_44_10\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 0.3136064117103865, 'pval': 0.7735236251941744, 'approxval': 0.6230900053941753}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 11.255813953488373, 'Va1': 5.63109920985635, 'dev': 0.3136064117103865, 'pval': 0.7735236251941744, 'approxval': 0.6230900053941753}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_48_1\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -0.9108734564615439, 'pval': 0.30286774464753374, 'approxval': 0.18118102640700634}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -0.9108734564615439, 'pval': 0.30286774464753374, 'approxval': 0.18118102640700628}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_48_2\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -0.10311774978809929, 'pval': 0.6202379942449497, 'approxval': 0.45893475891281155}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -0.10311774978809929, 'pval': 0.6202379942449497, 'approxval': 0.45893475891281155}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_48_3\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -0.9108734564615439, 'pval': 0.30286774464753374, 'approxval': 0.18118102640700634}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -0.9108734564615439, 'pval': 0.30286774464753374, 'approxval': 0.18118102640700628}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_48_4\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': 0.7046379568853454, 'pval': 0.8713441257945536, 'approxval': 0.7594822145456805}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': 0.7046379568853454, 'pval': 0.8713441257945536, 'approxval': 0.7594822145456805}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_48_5\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -0.9108734564615439, 'pval': 0.30286774464753374, 'approxval': 0.18118102640700634}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -0.9108734564615439, 'pval': 0.30286774464753374, 'approxval': 0.18118102640700628}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_48_6\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -0.9108734564615439, 'pval': 0.30286774464753374, 'approxval': 0.18118102640700634}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -0.9108734564615439, 'pval': 0.30286774464753374, 'approxval': 0.18118102640700628}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_48_7\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': 1.51239366355879, 'pval': 0.9759716806068885, 'approxval': 0.9347831270372123}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': 1.51239366355879, 'pval': 0.9759716806068885, 'approxval': 0.9347831270372123}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_48_8\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -1.7186291631349886, 'pval': 0.08912859695947804, 'approxval': 0.0428409589721792}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -1.7186291631349886, 'pval': 0.08912859695947804, 'approxval': 0.04284095897217919}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_48_9\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': 0.7046379568853454, 'pval': 0.8713441257945536, 'approxval': 0.7594822145456805}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': 0.7046379568853454, 'pval': 0.8713441257945536, 'approxval': 0.7594822145456805}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_48_10\n",
      "python function output:\n",
      " {'a1': 8, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -1.7186291631349886, 'pval': 0.08912859695947804, 'approxval': 0.0428409589721792}\n",
      "R function output:\n",
      " {'a1': 8, 'Ea1': 12.25531914893617, 'Va1': 6.130556813037574, 'dev': -1.7186291631349886, 'pval': 0.08912859695947804, 'approxval': 0.04284095897217919}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_52_1\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 0.2893698519932637, 'pval': 0.7547842568079429, 'approxval': 0.6138508183949898}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 0.2893698519932637, 'pval': 0.7547842568079429, 'approxval': 0.6138508183949898}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_52_2\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 0.2893698519932637, 'pval': 0.7547842568079429, 'approxval': 0.6138508183949898}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 0.2893698519932637, 'pval': 0.7547842568079429, 'approxval': 0.6138508183949898}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_52_3\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': -1.2640893534442592, 'pval': 0.18620500057130007, 'approxval': 0.10309897874917118}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': -1.2640893534442592, 'pval': 0.18620500057130007, 'approxval': 0.10309897874917114}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_52_4\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 1.8428290574307866, 'pval': 0.9894832032457844, 'approxval': 0.9673230135751946}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 1.8428290574307866, 'pval': 0.9894832032457844, 'approxval': 0.9673230135751946}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_52_5\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 1.066099454712025, 'pval': 0.931675580970454, 'approxval': 0.8568106569521181}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 1.066099454712025, 'pval': 0.931675580970454, 'approxval': 0.856810656952118}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_52_6\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 0.2893698519932637, 'pval': 0.7547842568079429, 'approxval': 0.6138508183949898}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 0.2893698519932637, 'pval': 0.7547842568079429, 'approxval': 0.6138508183949898}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_52_7\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': -0.4873597507254977, 'pval': 0.45996538320375774, 'approxval': 0.31300170571332386}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 1.066099454712025, 'pval': 0.931675580970454, 'approxval': 0.856810656952118}\n",
      "\n",
      "The lists python list and R list are not the same\n",
      "\n",
      "file location: b_symm_52_8\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 0.2893698519932637, 'pval': 0.7547842568079429, 'approxval': 0.6138508183949898}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 0.2893698519932637, 'pval': 0.7547842568079429, 'approxval': 0.6138508183949898}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_52_9\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 0.2893698519932637, 'pval': 0.7547842568079429, 'approxval': 0.6138508183949898}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': 0.2893698519932637, 'pval': 0.7547842568079429, 'approxval': 0.6138508183949898}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_52_10\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': -0.4873597507254977, 'pval': 0.45996538320375774, 'approxval': 0.31300170571332386}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 13.254901960784315, 'Va1': 6.630103021600797, 'dev': -0.4873597507254977, 'pval': 0.45996538320375774, 'approxval': 0.3130017057133239}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_56_1\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -1.5933713313432258, 'pval': 0.10698236154063367, 'approxval': 0.05553845657562699}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -1.5933713313432258, 'pval': 0.10698236154063367, 'approxval': 0.05553845657562702}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_56_2\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -0.09532990871284237, 'pval': 0.6115720698358929, 'approxval': 0.46202639355475267}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -0.09532990871284237, 'pval': 0.6115720698358927, 'approxval': 0.46202639355475267}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_56_3\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -1.5933713313432258, 'pval': 0.10698236154063367, 'approxval': 0.05553845657562699}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -1.5933713313432258, 'pval': 0.10698236154063367, 'approxval': 0.05553845657562702}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_56_4\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -1.5933713313432258, 'pval': 0.10698236154063367, 'approxval': 0.05553845657562699}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -1.5933713313432258, 'pval': 0.10698236154063367, 'approxval': 0.05553845657562702}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_56_5\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -0.09532990871284237, 'pval': 0.6115720698358929, 'approxval': 0.46202639355475267}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -0.09532990871284237, 'pval': 0.6115720698358927, 'approxval': 0.46202639355475267}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_56_6\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -0.09532990871284237, 'pval': 0.6115720698358929, 'approxval': 0.46202639355475267}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -0.09532990871284237, 'pval': 0.6115720698358927, 'approxval': 0.46202639355475267}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_56_7\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -0.09532990871284237, 'pval': 0.6115720698358929, 'approxval': 0.46202639355475267}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -0.09532990871284237, 'pval': 0.6115720698358927, 'approxval': 0.46202639355475267}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_56_8\n",
      "python function output:\n",
      " {'a1': 10, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -1.5933713313432258, 'pval': 0.10698236154063367, 'approxval': 0.05553845657562699}\n",
      "R function output:\n",
      " {'a1': 10, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -1.5933713313432258, 'pval': 0.10698236154063367, 'approxval': 0.05553845657562702}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_56_9\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -0.8443506200280341, 'pval': 0.3166520576815861, 'approxval': 0.19923675364056131}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': -0.8443506200280341, 'pval': 0.3166520576815861, 'approxval': 0.19923675364056131}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_56_10\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': 0.6536908026023494, 'pval': 0.8524234130952433, 'approxval': 0.7433444850113933}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 14.254545454545454, 'Va1': 7.129717760798378, 'dev': 0.6536908026023494, 'pval': 0.8524234130952433, 'approxval': 0.7433444850113933}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_60_1\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.26999508223527446, 'pval': 0.7394102047505345, 'approxval': 0.6064179815163167}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.9940728027753288, 'pval': 0.9165594409726717, 'approxval': 0.8399062874691867}\n",
      "\n",
      "The lists python list and R list are not the same\n",
      "\n",
      "file location: b_symm_60_2\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': -0.45408263830477996, 'pval': 0.46284047881189505, 'approxval': 0.32488467443576374}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': -0.45408263830477996, 'pval': 0.4628404788118961, 'approxval': 0.32488467443576374}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_60_3\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.26999508223527446, 'pval': 0.7394102047505345, 'approxval': 0.6064179815163167}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.26999508223527446, 'pval': 0.7394102047505362, 'approxval': 0.6064179815163167}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_60_4\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.26999508223527446, 'pval': 0.7394102047505345, 'approxval': 0.6064179815163167}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.26999508223527446, 'pval': 0.7394102047505362, 'approxval': 0.6064179815163167}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_60_5\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': -0.45408263830477996, 'pval': 0.46284047881189505, 'approxval': 0.32488467443576374}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': -0.45408263830477996, 'pval': 0.4628404788118961, 'approxval': 0.32488467443576374}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_60_6\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.26999508223527446, 'pval': 0.7394102047505345, 'approxval': 0.6064179815163167}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.26999508223527446, 'pval': 0.7394102047505362, 'approxval': 0.6064179815163167}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_60_7\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': -1.1781603588448344, 'pval': 0.20355636074442052, 'approxval': 0.11936634138961388}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': -1.1781603588448344, 'pval': 0.203556360744421, 'approxval': 0.1193663413896139}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_60_8\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.9940728027753288, 'pval': 0.9165594409726696, 'approxval': 0.8399062874691866}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.9940728027753288, 'pval': 0.9165594409726717, 'approxval': 0.8399062874691867}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_60_9\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.9940728027753288, 'pval': 0.9165594409726696, 'approxval': 0.8399062874691866}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.9940728027753288, 'pval': 0.9165594409726717, 'approxval': 0.8399062874691867}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_60_10\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.26999508223527446, 'pval': 0.7394102047505345, 'approxval': 0.6064179815163167}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 15.254237288135593, 'Va1': 7.629386594898623, 'dev': 0.26999508223527446, 'pval': 0.7394102047505362, 'approxval': 0.6064179815163167}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_64_1\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': -0.7905449921575557, 'pval': 0.32790208793629033, 'approxval': 0.21460477865509736}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': -0.7905449921575557, 'pval': 0.3279020879362915, 'approxval': 0.21460477865509733}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_64_2\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': 0.6123940080093747, 'pval': 0.8359825830709544, 'approxval': 0.7298614473632679}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': 0.6123940080093747, 'pval': 0.8359825830709572, 'approxval': 0.7298614473632679}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_64_3\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': 0.6123940080093747, 'pval': 0.8359825830709544, 'approxval': 0.7298614473632679}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': 0.6123940080093747, 'pval': 0.8359825830709572, 'approxval': 0.7298614473632679}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_64_4\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': 0.6123940080093747, 'pval': 0.8359825830709544, 'approxval': 0.7298614473632679}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': 0.6123940080093747, 'pval': 0.8359825830709572, 'approxval': 0.7298614473632679}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_64_5\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': -0.7905449921575557, 'pval': 0.32790208793629033, 'approxval': 0.21460477865509736}\n",
      "R function output:\n",
      " {'a1': 14, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': -0.7905449921575557, 'pval': 0.3279020879362915, 'approxval': 0.21460477865509733}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_64_6\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': -0.0890754920740905, 'pval': 0.6045437810167302, 'approxval': 0.4645109572235834}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': -0.0890754920740905, 'pval': 0.6045437810167322, 'approxval': 0.4645109572235834}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_64_7\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': 0.6123940080093747, 'pval': 0.8359825830709544, 'approxval': 0.7298614473632679}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': 0.6123940080093747, 'pval': 0.8359825830709572, 'approxval': 0.7298614473632679}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_64_8\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': -0.0890754920740905, 'pval': 0.6045437810167302, 'approxval': 0.4645109572235834}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': -0.0890754920740905, 'pval': 0.6045437810167322, 'approxval': 0.4645109572235834}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_64_9\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': -0.0890754920740905, 'pval': 0.6045437810167302, 'approxval': 0.4645109572235834}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': -0.0890754920740905, 'pval': 0.6045437810167322, 'approxval': 0.4645109572235834}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_64_10\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': 2.71680250825977, 'pval': 0.9993041358748527, 'approxval': 0.9967042036525289}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 16.253968253968253, 'Va1': 8.129098876952117, 'dev': 2.71680250825977, 'pval': 0.9993041358748561, 'approxval': 0.9967042036525289}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_68_1\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.2540497827760999, 'pval': 0.7265075125240652, 'approxval': 0.6002714508473226}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.2540497827760999, 'pval': 0.7265075125240645, 'approxval': 0.6002714508473226}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_68_2\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.2540497827760999, 'pval': 0.7265075125240652, 'approxval': 0.6002714508473226}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.2540497827760999, 'pval': 0.7265075125240645, 'approxval': 0.6002714508473226}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_68_3\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.2540497827760999, 'pval': 0.7265075125240652, 'approxval': 0.6002714508473226}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.2540497827760999, 'pval': 0.7265075125240645, 'approxval': 0.6002714508473226}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_68_4\n",
      "python function output:\n",
      " {'a1': 12, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': -1.788510470743746, 'pval': 0.07027205615146148, 'approxval': 0.036846843933905415}\n",
      "R function output:\n",
      " {'a1': 12, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': -1.788510470743746, 'pval': 0.07027205615146144, 'approxval': 0.036846843933905436}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_68_5\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.9349032006160486, 'pval': 0.9025632288121974, 'approxval': 0.8250809062484368}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.9349032006160486, 'pval': 0.9025632288121966, 'approxval': 0.8250809062484367}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_68_6\n",
      "python function output:\n",
      " {'a1': 14, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': -1.1076570529037975, 'pval': 0.21836058834173933, 'approxval': 0.13400497684251306}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': -0.4268036350638487, 'pval': 0.4651748086588687, 'approxval': 0.33476117931266475}\n",
      "\n",
      "The lists python list and R list are not the same\n",
      "\n",
      "file location: b_symm_68_7\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': -0.4268036350638487, 'pval': 0.46517480865886907, 'approxval': 0.33476117931266475}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': -0.4268036350638487, 'pval': 0.4651748086588687, 'approxval': 0.33476117931266475}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_68_8\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.2540497827760999, 'pval': 0.7265075125240652, 'approxval': 0.6002714508473226}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.2540497827760999, 'pval': 0.7265075125240645, 'approxval': 0.6002714508473226}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_68_9\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.9349032006160486, 'pval': 0.9025632288121974, 'approxval': 0.8250809062484368}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 0.9349032006160486, 'pval': 0.9025632288121966, 'approxval': 0.8250809062484367}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_68_10\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 1.6157566184559973, 'pval': 0.9772535326920111, 'approxval': 0.9469265278404471}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 17.253731343283583, 'Va1': 8.628846582243776, 'dev': 1.6157566184559973, 'pval': 0.9772535326920102, 'approxval': 0.9469265278404471}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_72_1\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.821561068266484, 'approxval': 0.7183826989235151}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.8215610682664859, 'approxval': 0.718382698923515}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_72_2\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.821561068266484, 'approxval': 0.7183826989235151}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.8215610682664859, 'approxval': 0.718382698923515}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_72_3\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': -0.7458628650457608, 'pval': 0.3373090215258061, 'approxval': 0.22787512984958092}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': -0.7458628650457608, 'pval': 0.33730902152580694, 'approxval': 0.22787512984958097}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_72_4\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.821561068266484, 'approxval': 0.7183826989235151}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.8215610682664859, 'approxval': 0.718382698923515}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_72_5\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.821561068266484, 'approxval': 0.7183826989235151}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.8215610682664859, 'approxval': 0.718382698923515}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_72_6\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': -0.7458628650457608, 'pval': 0.3373090215258061, 'approxval': 0.22787512984958092}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': -0.7458628650457608, 'pval': 0.33730902152580694, 'approxval': 0.22787512984958097}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_72_7\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.821561068266484, 'approxval': 0.7183826989235151}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.8215610682664859, 'approxval': 0.718382698923515}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_72_8\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': -0.7458628650457608, 'pval': 0.3373090215258061, 'approxval': 0.22787512984958092}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': -0.7458628650457608, 'pval': 0.33730902152580694, 'approxval': 0.22787512984958097}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_72_9\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.821561068266484, 'approxval': 0.7183826989235151}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.8215610682664859, 'approxval': 0.718382698923515}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_72_10\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.821561068266484, 'approxval': 0.7183826989235151}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 18.253521126760564, 'Va1': 9.128623547777787, 'dev': 0.5780437204104644, 'pval': 0.8215610682664859, 'approxval': 0.718382698923515}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_76_1\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': -1.0484577587329573, 'pval': 0.2311748280368795, 'approxval': 0.14721387717179624}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': -1.0484577587329573, 'pval': 0.23117482803687917, 'approxval': 0.1472138771717963}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_76_2\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': 0.8851733536843818, 'pval': 0.8896569417900742, 'approxval': 0.8119684292670537}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': 0.8851733536843818, 'pval': 0.8896569417900728, 'approxval': 0.8119684292670537}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_76_3\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': -0.40391405459384433, 'pval': 0.46711882324161225, 'approxval': 0.34313796040939115}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': -0.40391405459384433, 'pval': 0.4671188232416115, 'approxval': 0.34313796040939115}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_76_4\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': 0.8851733536843818, 'pval': 0.8896569417900742, 'approxval': 0.8119684292670537}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': 0.8851733536843818, 'pval': 0.8896569417900728, 'approxval': 0.8119684292670537}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_76_5\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': 0.8851733536843818, 'pval': 0.8896569417900742, 'approxval': 0.8119684292670537}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': 0.8851733536843818, 'pval': 0.8896569417900728, 'approxval': 0.8119684292670537}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_76_6\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': 0.8851733536843818, 'pval': 0.8896569417900742, 'approxval': 0.8119684292670537}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': 0.8851733536843818, 'pval': 0.8896569417900728, 'approxval': 0.8119684292670537}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_76_7\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': -0.40391405459384433, 'pval': 0.46711882324161225, 'approxval': 0.34313796040939115}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': -0.40391405459384433, 'pval': 0.4671188232416115, 'approxval': 0.34313796040939115}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_76_8\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': -1.0484577587329573, 'pval': 0.2311748280368795, 'approxval': 0.14721387717179624}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': -1.0484577587329573, 'pval': 0.23117482803687917, 'approxval': 0.1472138771717963}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_76_9\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': 0.2406296495452687, 'pval': 0.7154809234571204, 'approxval': 0.5950789158671813}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': 0.2406296495452687, 'pval': 0.7154809234571193, 'approxval': 0.5950789158671813}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_76_10\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': -1.0484577587329573, 'pval': 0.2311748280368795, 'approxval': 0.14721387717179624}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 19.253333333333334, 'Va1': 9.62842496194825, 'dev': -1.0484577587329573, 'pval': 0.23117482803687917, 'approxval': 0.1472138771717963}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_80_1\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.07954919003840336, 'pval': 0.5937291919360543, 'approxval': 0.46829790377574326}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.07954919003840336, 'pval': 0.5937291919360539, 'approxval': 0.46829790377574326}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_80_2\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': 1.177328012568363, 'pval': 0.9350319177830375, 'approxval': 0.8804676948677901}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': 1.177328012568363, 'pval': 0.9350319177830368, 'approxval': 0.8804676948677902}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_80_3\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.7079877913417865, 'pval': 0.3453262628367363, 'approxval': 0.23947641954783938}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.7079877913417865, 'pval': 0.34532626283673595, 'approxval': 0.23947641954783938}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_80_4\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.7079877913417865, 'pval': 0.3453262628367363, 'approxval': 0.23947641954783938}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.7079877913417865, 'pval': 0.34532626283673595, 'approxval': 0.23947641954783938}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_80_5\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.7079877913417865, 'pval': 0.3453262628367363, 'approxval': 0.23947641954783938}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.7079877913417865, 'pval': 0.34532626283673595, 'approxval': 0.23947641954783938}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_80_6\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.07954919003840336, 'pval': 0.5937291919360543, 'approxval': 0.46829790377574326}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.07954919003840336, 'pval': 0.5937291919360539, 'approxval': 0.46829790377574326}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_80_7\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': 0.5488894112649798, 'pval': 0.808796663017715, 'approxval': 0.7084593273620639}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': 0.5488894112649798, 'pval': 0.8087966630177144, 'approxval': 0.7084593273620639}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_80_8\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.7079877913417865, 'pval': 0.3453262628367363, 'approxval': 0.23947641954783938}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.7079877913417865, 'pval': 0.34532626283673595, 'approxval': 0.23947641954783938}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_80_9\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.7079877913417865, 'pval': 0.3453262628367363, 'approxval': 0.23947641954783938}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.7079877913417865, 'pval': 0.34532626283673595, 'approxval': 0.23947641954783938}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_80_10\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.07954919003840336, 'pval': 0.5937291919360543, 'approxval': 0.46829790377574326}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 20.253164556962027, 'Va1': 10.128247013361579, 'dev': -0.07954919003840336, 'pval': 0.5937291919360539, 'approxval': 0.46829790377574326}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_84_1\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': -0.38435072426864647, 'pval': 0.4687702887360107, 'approxval': 0.350359258582847}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': -0.38435072426864647, 'pval': 0.4687702887360114, 'approxval': 0.350359258582847}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_84_2\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': -0.38435072426864647, 'pval': 0.4687702887360107, 'approxval': 0.350359258582847}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': -0.38435072426864647, 'pval': 0.4687702887360114, 'approxval': 0.350359258582847}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_84_3\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 0.22913216254476934, 'pval': 0.7059174443655329, 'approxval': 0.5906169018723615}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 0.22913216254476934, 'pval': 0.7059174443655339, 'approxval': 0.5906169018723615}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_84_4\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 0.8426150493581851, 'pval': 0.8777632093144621, 'approxval': 0.8002781142041218}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 0.8426150493581851, 'pval': 0.8777632093144634, 'approxval': 0.8002781142041218}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_84_5\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 0.22913216254476934, 'pval': 0.7059174443655329, 'approxval': 0.5906169018723615}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 0.22913216254476934, 'pval': 0.7059174443655339, 'approxval': 0.5906169018723615}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_84_6\n",
      "python function output:\n",
      " {'a1': 28, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 2.0695808229850168, 'pval': 0.9924277680803849, 'approxval': 0.9807541922829782}\n",
      "R function output:\n",
      " {'a1': 28, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 2.0695808229850168, 'pval': 0.9924277680803864, 'approxval': 0.9807541922829782}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_84_7\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': -0.38435072426864647, 'pval': 0.4687702887360107, 'approxval': 0.350359258582847}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': -0.38435072426864647, 'pval': 0.4687702887360114, 'approxval': 0.350359258582847}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_84_8\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 0.8426150493581851, 'pval': 0.8777632093144621, 'approxval': 0.8002781142041218}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 0.8426150493581851, 'pval': 0.8777632093144634, 'approxval': 0.8002781142041218}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_84_9\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': -0.9978336110820623, 'pval': 0.24240254927146673, 'approxval': 0.1591800244405321}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': -1.611316497895478, 'pval': 0.09306272115249696, 'approxval': 0.0535553783550806}\n",
      "\n",
      "The lists python list and R list are not the same\n",
      "\n",
      "file location: b_symm_84_10\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 0.22913216254476934, 'pval': 0.7059174443655329, 'approxval': 0.5906169018723615}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 21.253012048192772, 'Va1': 10.62808664376381, 'dev': 0.22913216254476934, 'pval': 0.7059174443655339, 'approxval': 0.5906169018723615}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_88_1\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -0.6753507777059825, 'pval': 0.3522651343882008, 'approxval': 0.24972646509868385}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -0.6753507777059825, 'pval': 0.352265134388203, 'approxval': 0.24972646509868385}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_88_2\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': 0.523741419445456, 'pval': 0.797405852290338, 'approxval': 0.6997707985500887}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': 0.523741419445456, 'pval': 0.7974058522903431, 'approxval': 0.6997707985500887}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_88_3\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -0.0758046791302632, 'pval': 0.589444358598606, 'approxval': 0.4697872467157365}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -0.0758046791302632, 'pval': 0.5894443585986098, 'approxval': 0.4697872467157365}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_88_4\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -0.0758046791302632, 'pval': 0.589444358598606, 'approxval': 0.4697872467157365}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -0.0758046791302632, 'pval': 0.5894443585986098, 'approxval': 0.4697872467157365}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_88_5\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': 0.523741419445456, 'pval': 0.797405852290338, 'approxval': 0.6997707985500887}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': 0.523741419445456, 'pval': 0.7974058522903431, 'approxval': 0.6997707985500887}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_88_6\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -0.6753507777059825, 'pval': 0.3522651343882008, 'approxval': 0.24972646509868385}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -0.6753507777059825, 'pval': 0.352265134388203, 'approxval': 0.24972646509868385}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_88_7\n",
      "python function output:\n",
      " {'a1': 26, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': 1.1232875180211754, 'pval': 0.9253821561006347, 'approxval': 0.8693422983701942}\n",
      "R function output:\n",
      " {'a1': 26, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': 1.1232875180211754, 'pval': 0.9253821561006406, 'approxval': 0.8693422983701942}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_88_8\n",
      "python function output:\n",
      " {'a1': 28, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': 1.7228336165968947, 'pval': 0.9802291434479047, 'approxval': 0.9575406911367506}\n",
      "R function output:\n",
      " {'a1': 28, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': 1.7228336165968947, 'pval': 0.9802291434479109, 'approxval': 0.9575406911367507}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_88_9\n",
      "python function output:\n",
      " {'a1': 16, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -1.874442974857421, 'pval': 0.05508939044409847, 'approxval': 0.03043469746422093}\n",
      "R function output:\n",
      " {'a1': 16, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -1.874442974857421, 'pval': 0.05508939044409882, 'approxval': 0.030434697464220936}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_88_10\n",
      "python function output:\n",
      " {'a1': 18, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -1.2748968762817017, 'pval': 0.16202763163610498, 'approxval': 0.10117287243817841}\n",
      "R function output:\n",
      " {'a1': 18, 'Ea1': 22.25287356321839, 'Va1': 11.127941370761542, 'dev': -1.2748968762817017, 'pval': 0.16202763163610603, 'approxval': 0.10117287243817835}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_92_1\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': -0.36737915538898575, 'pval': 0.4701958339678157, 'approxval': 0.3566681088984358}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': -0.36737915538898575, 'pval': 0.47019583396781217, 'approxval': 0.3566681088984358}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_92_2\n",
      "python function output:\n",
      " {'a1': 28, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 1.3921736414740524, 'pval': 0.95635082792914, 'approxval': 0.918065088726098}\n",
      "R function output:\n",
      " {'a1': 28, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 1.3921736414740524, 'pval': 0.9563508279291328, 'approxval': 0.918065088726098}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_92_3\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': -0.36737915538898575, 'pval': 0.4701958339678157, 'approxval': 0.3566681088984358}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': -0.36737915538898575, 'pval': 0.47019583396781217, 'approxval': 0.3566681088984358}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_92_4\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 0.21913844356536033, 'pval': 0.6975206552955437, 'approxval': 0.5867288975785139}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 0.21913844356536033, 'pval': 0.6975206552955385, 'approxval': 0.5867288975785138}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_92_5\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': -0.36737915538898575, 'pval': 0.4701958339678157, 'approxval': 0.3566681088984358}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': -0.36737915538898575, 'pval': 0.47019583396781217, 'approxval': 0.3566681088984358}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_92_6\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 0.21913844356536033, 'pval': 0.6975206552955437, 'approxval': 0.5867288975785139}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 0.21913844356536033, 'pval': 0.6975206552955385, 'approxval': 0.5867288975785138}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_92_7\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 0.21913844356536033, 'pval': 0.6975206552955437, 'approxval': 0.5867288975785139}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 0.21913844356536033, 'pval': 0.6975206552955385, 'approxval': 0.5867288975785138}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_92_8\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': -0.36737915538898575, 'pval': 0.4701958339678157, 'approxval': 0.3566681088984358}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': -0.9538967543433318, 'pval': 0.25234288019540774, 'approxval': 0.17006795327548652}\n",
      "\n",
      "The lists python list and R list are not the same\n",
      "\n",
      "file location: b_symm_92_9\n",
      "python function output:\n",
      " {'a1': 26, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 0.8056560425197064, 'pval': 0.8667902145611136, 'approxval': 0.7897793990471278}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 0.21913844356536033, 'pval': 0.6975206552955385, 'approxval': 0.5867288975785138}\n",
      "\n",
      "The lists python list and R list are not the same\n",
      "\n",
      "file location: b_symm_92_10\n",
      "python function output:\n",
      " {'a1': 28, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 1.3921736414740524, 'pval': 0.95635082792914, 'approxval': 0.918065088726098}\n",
      "R function output:\n",
      " {'a1': 28, 'Ea1': 23.252747252747252, 'Va1': 11.627809158368487, 'dev': 1.3921736414740524, 'pval': 0.9563508279291328, 'approxval': 0.918065088726098}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_96_1\n",
      "python function output:\n",
      " {'a1': 26, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': 0.5017593443483269, 'pval': 0.7871655073389623, 'approxval': 0.6920815927411419}\n",
      "R function output:\n",
      " {'a1': 26, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': 0.5017593443483269, 'pval': 0.7871655073389627, 'approxval': 0.6920815927411419}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_96_2\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.6468463836779642, 'pval': 0.3583473904690456, 'approxval': 0.2588656846517754}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.6468463836779642, 'pval': 0.35834739046904585, 'approxval': 0.2588656846517754}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_96_3\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.07254351966481862, 'pval': 0.5856979418274844, 'approxval': 0.4710846864974666}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.07254351966481862, 'pval': 0.5856979418274847, 'approxval': 0.4710846864974666}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_96_4\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.07254351966481862, 'pval': 0.5856979418274844, 'approxval': 0.4710846864974666}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.07254351966481862, 'pval': 0.5856979418274847, 'approxval': 0.4710846864974666}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_96_5\n",
      "python function output:\n",
      " {'a1': 28, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': 1.0760622083614726, 'pval': 0.9161473879045117, 'approxval': 0.8590502820973496}\n",
      "R function output:\n",
      " {'a1': 28, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': 1.0760622083614726, 'pval': 0.9161473879045122, 'approxval': 0.8590502820973496}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_96_6\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -1.2211492476911097, 'pval': 0.1727001946852318, 'approxval': 0.11101475809679634}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -1.2211492476911097, 'pval': 0.1727001946852319, 'approxval': 0.11101475809679634}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_96_7\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.07254351966481862, 'pval': 0.5856979418274844, 'approxval': 0.4710846864974666}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.07254351966481862, 'pval': 0.5856979418274847, 'approxval': 0.4710846864974666}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_96_8\n",
      "python function output:\n",
      " {'a1': 22, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.6468463836779642, 'pval': 0.3583473904690456, 'approxval': 0.2588656846517754}\n",
      "R function output:\n",
      " {'a1': 22, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.6468463836779642, 'pval': 0.35834739046904585, 'approxval': 0.2588656846517754}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_96_9\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.07254351966481862, 'pval': 0.5856979418274844, 'approxval': 0.4710846864974666}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -0.07254351966481862, 'pval': 0.5856979418274847, 'approxval': 0.4710846864974666}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_96_10\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -1.2211492476911097, 'pval': 0.1727001946852318, 'approxval': 0.11101475809679634}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 24.25263157894737, 'Va1': 12.12768832097221, 'dev': -1.2211492476911097, 'pval': 0.1727001946852319, 'approxval': 0.11101475809679634}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_100_1\n",
      "python function output:\n",
      " {'a1': 28, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 0.7731676757947102, 'pval': 0.8566462183840093, 'approxval': 0.7802884232546111}\n",
      "R function output:\n",
      " {'a1': 28, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 0.7731676757947102, 'pval': 0.8566462183840087, 'approxval': 0.7802884232546112}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_100_2\n",
      "python function output:\n",
      " {'a1': 28, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 0.7731676757947102, 'pval': 0.8566462183840093, 'approxval': 0.7802884232546111}\n",
      "R function output:\n",
      " {'a1': 28, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 0.7731676757947102, 'pval': 0.8566462183840087, 'approxval': 0.7802884232546112}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_100_3\n",
      "python function output:\n",
      " {'a1': 26, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 0.2103470882676785, 'pval': 0.6900716936154259, 'approxval': 0.5833016069207873}\n",
      "R function output:\n",
      " {'a1': 26, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 0.2103470882676785, 'pval': 0.6900716936154253, 'approxval': 0.5833016069207873}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_100_4\n",
      "python function output:\n",
      " {'a1': 26, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 0.2103470882676785, 'pval': 0.6900716936154259, 'approxval': 0.5833016069207873}\n",
      "R function output:\n",
      " {'a1': 26, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 0.2103470882676785, 'pval': 0.6900716936154253, 'approxval': 0.5833016069207873}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_100_5\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': -0.35247349925935323, 'pval': 0.4714426298566601, 'approxval': 0.36224159469823247}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': -0.35247349925935323, 'pval': 0.4714426298566597, 'approxval': 0.36224159469823247}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_100_6\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': -1.4781146743134166, 'pval': 0.11321015686103715, 'approxval': 0.06968854349092732}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': -1.4781146743134166, 'pval': 0.11321015686103705, 'approxval': 0.0696885434909273}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_100_7\n",
      "python function output:\n",
      " {'a1': 24, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': -0.35247349925935323, 'pval': 0.4714426298566601, 'approxval': 0.36224159469823247}\n",
      "R function output:\n",
      " {'a1': 24, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': -0.35247349925935323, 'pval': 0.4714426298566597, 'approxval': 0.36224159469823247}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_100_8\n",
      "python function output:\n",
      " {'a1': 28, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 0.7731676757947102, 'pval': 0.8566462183840093, 'approxval': 0.7802884232546111}\n",
      "R function output:\n",
      " {'a1': 28, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 0.7731676757947102, 'pval': 0.8566462183840087, 'approxval': 0.7802884232546112}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_100_9\n",
      "python function output:\n",
      " {'a1': 20, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': -1.4781146743134166, 'pval': 0.11321015686103715, 'approxval': 0.06968854349092732}\n",
      "R function output:\n",
      " {'a1': 20, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': -1.4781146743134166, 'pval': 0.11321015686103705, 'approxval': 0.0696885434909273}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n",
      "file location: b_symm_100_10\n",
      "python function output:\n",
      " {'a1': 30, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 1.335988263321742, 'pval': 0.9493152643472212, 'approxval': 0.9092234452381098}\n",
      "R function output:\n",
      " {'a1': 30, 'Ea1': 25.252525252525253, 'Va1': 12.62757745107011, 'dev': 1.335988263321742, 'pval': 0.9493152643472206, 'approxval': 0.9092234452381099}\n",
      "\n",
      "The lists python list and R list are the same\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#testing crossmatch function \n",
    "\n",
    "#This function will create a random matrix to then use the python and R functions to compare the outputs\n",
    "# run_num is the number of the current run used to differentiate runs for same n_size matrix\n",
    "# n_size is the size of the NxN random symetric matrix desired\n",
    "\n",
    "import rpy2.robjects as robjects\n",
    "import pandas as pd\n",
    "import rpy2.robjects.numpy2ri\n",
    "import numpy as np\n",
    "import os\n",
    "import time\n",
    "import functools\n",
    "import json\n",
    "import networkx as nx\n",
    "rpy2.robjects.numpy2ri.activate()\n",
    "\n",
    "#testing symetric matrix to replace for matrix functions\n",
    "def testing_python_R_functions(run_num,n_size):\n",
    "    \n",
    "    N = n_size\n",
    "    b = np.random.randint(1,150,size=(N,N))\n",
    "    # b = np.random.rand(N, N)\n",
    "    b_symm = (b + b.T)/2\n",
    "    for i in range(0,N,1):\n",
    "        for j in range(0,N,1):\n",
    "            if(i == j):\n",
    "                b_symm[i][j] = 0\n",
    "    # print(\"Python matrix: \",b_symm)\n",
    "\n",
    "    # b_symm = pd.read_csv(\"C:/Users/Eric Aragundi/Desktop/b_symm3.csv\",header=None).to_numpy()\n",
    "    # print(\"Python matrix: \",b_symm)\n",
    "    b_symm_to_save = pd.DataFrame(b_symm)\n",
    "    \n",
    "    crossmatch_trials_output = data_dir + 'crossmatch trials/'\n",
    "            \n",
    "    if not os.path.exists(crossmatch_trials_output):\n",
    "\n",
    "      # Create a new directory because it does not exist \n",
    "      os.makedirs(crossmatch_trials_output)\n",
    "      print(\"The crossmatch trials output directory is created!\")\n",
    "    \n",
    "    \n",
    "    b_symm_to_save.to_csv(f\"{crossmatch_trials_output}b_symm_{n_size}_{run_num}.csv\",header=False,index=False)\n",
    "    print(\"file location: \"+ f\"b_symm_{n_size}_{run_num}\")\n",
    "    \n",
    "    ##this are not random matrices that can be used as well for testing\n",
    "#     x = np.array([0, 1])\n",
    "#     z = np.array([[1,2,3,2],[2,1,6,5],[3,6,1,4],[2,5,4,1]])\n",
    "#     z2 = np.array([[0,1,1,2],[1,0,2,3],[1,2,0,4],[2,3,4,0]])\n",
    "#     vec_z = np.repeat(x, [len(z)/2], axis=0)\n",
    "#     vec_z2 = np.repeat(x, [len(z2)/2], axis=0)\n",
    "    \n",
    "    \n",
    "    vec2 = np.repeat(x, [len(b_symm)/2], axis=0)\n",
    "    #print(vec2)\n",
    "    python_res_list = cf.crossmatchtest(vec2,b_symm)\n",
    "    print(\"python function output:\\n\",python_res_list)\n",
    "\n",
    "\n",
    "\n",
    "    robjects.r('''\n",
    "            # create a function `f`\n",
    "            f <- function(df1) {\n",
    "                library(crossmatch)\n",
    "                data <-  data.matrix(df1)\n",
    "                data\n",
    "                z <- c(rep(0,(nrow(data))/2),rep(1,(nrow(data))/2)) # creates vector\n",
    "\n",
    "                answer<- crossmatch::crossmatchtest(z,data)\n",
    "\n",
    "            }\n",
    "            # call the function `f` with argument value 3\n",
    "           #f(data)\n",
    "            ''')\n",
    "    r_f = robjects.globalenv['f']\n",
    "\n",
    "    res = r_f(b_symm)\n",
    "    cross_test = dict(zip(res.names, map(list,list(res))))\n",
    "    final_cross_list = {\n",
    "                        'a1':cross_test['a1'][0],\n",
    "                        'Ea1':cross_test['Ea1'][0],\n",
    "                        'Va1':cross_test['Va1'][0],\n",
    "                        'dev':cross_test['dev'][0],\n",
    "                        'pval':cross_test['pval'][0],\n",
    "                        'approxval':cross_test['approxpval'][0]\n",
    "                     }\n",
    "    print(\"R function output:\\n\",final_cross_list)\n",
    "    \n",
    "    comparison_result = \"\"\n",
    "            \n",
    "    if functools.reduce(lambda x, y : x and y, map(lambda p, q: abs(p - q) < .0000001,python_res_list.values(),final_cross_list.values()), True): \n",
    "        comparison_result = \"\\nThe lists python list and R list are the same\\n\"\n",
    "        print (comparison_result) \n",
    "    else: \n",
    "        comparison_result = \"\\nThe lists python list and R list are not the same\\n\"\n",
    "        print (comparison_result) \n",
    "        \n",
    "    with open(f'C:/Users/Eric Aragundi/Desktop/crossmatch trials/b_symm_{n_size}_{run_num}.txt', 'w') as f:\n",
    "        python_res_string = json.dumps(python_res_list)\n",
    "        R_res_string = json.dumps(final_cross_list)\n",
    "        final_line = \"python function output:\\n\" + python_res_string + \"R function output:\\n\" + R_res_string + comparison_result\n",
    "        f.write(final_line)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# testing all symetric matrix from size 4 up to size 100 going up by 4. We are doing 10 test for each n_size\n",
    "\n",
    "for n_size in range(4,101,4):\n",
    "    for run_num in range(1,11,1): \n",
    "    #     run_num = 2\n",
    "    #     n_size = 100\n",
    "        testing_python_R_functions(run_num,n_size)"
   ]
  }
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