evo_all.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "|         | Moral | Immoral |\n",
    "|---------|-------|---------|\n",
    "| Moral   | 2,2   | 0,3     |\n",
    "| Immoral | 3,0   | 1,1     |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class individual():\n",
    "    \n",
    "    def __init__(self,        \n",
    "                 i,          # index of individual  \n",
    "                 size,       # size of population\n",
    "                 mor,        # morality, probability of interacting morally\n",
    "                 naiv,       # naivety, assumed utility of interactions with all individuals\n",
    "                 mem):       # memory, probability of interacting with the individual with highest value\n",
    "        \n",
    "        self.i = i\n",
    "        self.size = size\n",
    "        self.mor = mor\n",
    "        self.naiv = naiv\n",
    "        self.mem = mem\n",
    "        \n",
    "        self.iter_ct = 1     # number of interactions this individual has had\n",
    "                             # set to 1 as self.naiv counts as 1 interaction\n",
    "        self.tot_util = 0    # sum of utility of all interactions so far\n",
    "        self.pop_vals = [self.naiv for i in range(self.size)] # list of estimated utility of iteractions with all individuals\n",
    "    \n",
    "    # choose an individual to interact with\n",
    "        # with probability self.mem, choose the individual with the highest utility in pop_vals\n",
    "        # with probablity 1-self.mem, choose a random individual\n",
    "    def choose_ind(self):\n",
    "        if random.uniform(0,1) < self.mem:\n",
    "            max_val = max(self.pop_vals)\n",
    "            max_vals = [ind_i for ind_i,ind_util in enumerate(self.pop_vals) if ind_util is max_val]\n",
    "            return random.choice(max_vals)\n",
    "        else:\n",
    "            return self.pop_vals.index(random.choice(self.pop_vals))\n",
    "    \n",
    "    # choose whether to interact morally or not\n",
    "        # with probability self.mor, interact morally\n",
    "        # with probability 1-self.mor, interact imorally\n",
    "    def mor_or_imor(self):\n",
    "        if random.uniform(0, 1) < self.mor:\n",
    "            return 0\n",
    "        else:\n",
    "            return 1\n",
    "    \n",
    "    # update the utility of the individual in pop_vals after each interaction\n",
    "        # the updated value is the average of the values of all interactions with the individual and self.naiv\n",
    "    def update_vals(self, ind_i, util):\n",
    "        avg_util = self.pop_vals[ind_i]\n",
    "        avg_util = avg_util + (util-avg_util)/self.iter_ct\n",
    "        self.pop_vals[ind_i] = avg_util\n",
    "    \n",
    "    # update the total utility after each interaction\n",
    "        # by adding the utility of the interaction to self.tot_util\n",
    "    def update_util(self, util):\n",
    "        self.tot_util += util"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class population():\n",
    "    \n",
    "    def __init__(self, size, mors, naivs, mems, mut, max_inters):\n",
    "        \n",
    "        self.size = size\n",
    "        self.mors = mors   # list of morality values, one for each individual\n",
    "        self.naivs = naivs # list of naivety values\n",
    "        self.mems = mems   # list of memory values\n",
    "        self.mut = mut     # list of mutation values\n",
    "                                # in the form of [morality_mutation, naivety_mutation, memory_mutation]\n",
    "        \n",
    "        self.max_inters = max_inters\n",
    "        self.inds = []\n",
    "        \n",
    "        # create self.size individuals\n",
    "        for i in range(self.size):\n",
    "            \n",
    "            sz = self.size\n",
    "            mor = self.mors[i]\n",
    "            naiv = self.naivs[i]\n",
    "            mem = self.mems[i]\n",
    "            \n",
    "            new_ind = individual(i, sz, mor, naiv, mem)\n",
    "            self.inds.append(new_ind)\n",
    "            \n",
    "    # Outputs the utility of the interaction for both individuals\n",
    "        # Given the choices of both individuals as a list, such as [0, 1]\n",
    "            # 0 is choosing to interact morally\n",
    "            # 1 is choosing to interact immorally\n",
    "        # outpus the payoffs of both individuals as a list, such as [3,0]\n",
    "    def matrix(self, choice_1, choice_2):\n",
    "        if choice_1 is 0:\n",
    "            if choice_2 is 0:\n",
    "                return [2,2]\n",
    "            else:\n",
    "                return [0,3]\n",
    "        else:\n",
    "            if choice_2 is 0:\n",
    "                return [3,0]\n",
    "            else:\n",
    "                return [1,1]\n",
    "    \n",
    "    # given an individual, let it interact self.max_inter times with individuals of his choosing\n",
    "        # and update the tot_util and pop_vals of all individuals involved\n",
    "    def one_inter(self, ind_a_i):\n",
    "        \n",
    "        ind_a = self.inds[ind_a_i]\n",
    "        ind_b_i = ind_a.choose_ind()\n",
    "        ind_b = self.inds[ind_b_i]\n",
    "        \n",
    "        ind_a.iter_ct += 1\n",
    "        ind_b.iter_ct += 1\n",
    "        \n",
    "        a_choice = ind_a.mor_or_imor()\n",
    "        b_choice = ind_b.mor_or_imor()\n",
    "        \n",
    "        payoffs = self.matrix(a_choice, b_choice)\n",
    "        \n",
    "        ind_a.update_vals(ind_b_i, payoffs[0])\n",
    "        ind_b.update_vals(ind_a_i, payoffs[1])\n",
    "        \n",
    "        ind_a.update_util(payoffs[0])\n",
    "        ind_b.update_util(payoffs[1])\n",
    "    \n",
    "    # let each individual in the population to interact self.max_inters times\n",
    "    def pop_inter(self):\n",
    "        for i in range(self.size):\n",
    "            for j in range(self.max_inters):\n",
    "                self.one_inter(i)\n",
    "    \n",
    "    # output mutation\n",
    "        # given self.mut, say [0.2, 0.5, 0.2]\n",
    "        # outputs three random float from -0.2 to 0.2, -0.5 to 0.5, -0.2 to 0.2\n",
    "    def mutation(self):\n",
    "        mor_mut = random.uniform(-self.mut[0], self.mut[0])\n",
    "        naiv_mut = random.uniform(-self.mut[1], self.mut[1])\n",
    "        mem_mut = random.uniform(-self.mut[1], self.mut[1])\n",
    "        return mor_mut, naiv_mut, mem_mut\n",
    "    \n",
    "    # outputs the next generation's lists of morality, naivety, and memory\n",
    "    def next_gen(self):\n",
    "        \n",
    "        lottery = []\n",
    "        new_mors = []\n",
    "        new_naivs = []\n",
    "        new_mems = []\n",
    "        \n",
    "        for i in range(self.size):\n",
    "            for j in range(round(self.inds[i].tot_util/50)):\n",
    "                lottery.append(i)\n",
    "    \n",
    "        for i in range(self.size):\n",
    "            parent_a = random.choice(lottery)\n",
    "            parent_b = random.choice(lottery)\n",
    "            \n",
    "            mor_mut, naiv_mut, mem_mut = self.mutation()\n",
    "            \n",
    "            new_mor = min(max((self.inds[parent_a].mor + self.inds[parent_b].mor)/2 + mor_mut, 0),1)\n",
    "            new_naiv = min(max((self.inds[parent_a].naiv + self.inds[parent_b].naiv)/2 + naiv_mut, 0),3)\n",
    "            new_mem = min(max((self.inds[parent_a].mem + self.inds[parent_b].mem)/2 + mem_mut, 0),1)\n",
    "            \n",
    "            new_mors.append(new_mor)\n",
    "            new_naivs.append(new_naiv)\n",
    "            new_mems.append(new_mem)\n",
    "            \n",
    "        return new_mors, new_naivs, new_mems\n",
    "    \n",
    "    # outputs utility per individual per interaction\n",
    "        # analogous to GDP per capita per hour\n",
    "        # indicative of overall utility of the population\n",
    "    def util_per(self):\n",
    "        tot_util = sum([ind.tot_util for ind in self.inds])\n",
    "        tot_iters = sum([ind.iter_ct for ind in self.inds])\n",
    "        return round(tot_util/tot_iters, 2)\n",
    "    \n",
    "    # outputs the average morality of the population\n",
    "    def avg_mor(self):\n",
    "        return round(np.mean([ind.mor for ind in self.inds]),2)\n",
    "    \n",
    "    # outputs the average naivety of the population\n",
    "    def avg_naiv(self):\n",
    "        return round(np.mean([ind.naiv for ind in self.inds]),2)\n",
    "    \n",
    "    # outputs the average memory of the population\n",
    "    def avg_mem(self):\n",
    "        return round(np.mean([ind.mem for ind in self.inds]),2)\n",
    "    \n",
    "    # return the 66th and 33rd percentile of morality of a given population\n",
    "        # refer to individuals above the 66th percentile as prey\n",
    "        # and those below the 33rd percentile as predators\n",
    "    def pred_prey(self):\n",
    "        prey = np.percentile([ind.mor for ind in self.inds], 66)\n",
    "        pred = np.percentile([ind.mor for ind in self.inds], 33)\n",
    "        return prey, pred\n",
    "    \n",
    "    # prints average morality and utility per individual per interaction\n",
    "    def print_pop(self):\n",
    "        avg_mor = self.avg_mor()\n",
    "        avg_naiv = self.avg_naiv()\n",
    "        avg_mem = self.avg_mem()\n",
    "        util_per = self.util_per()\n",
    "        print (str(avg_mor) + '\\t' + str(avg_naiv) + '\\t' + str(avg_mem) + '\\t' + str(util_per))\n",
    "        return avg_mor, avg_naiv, avg_mem, util_per"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class evolution():\n",
    "    \n",
    "    def __init__(self, size, mut, max_inters):\n",
    "        \n",
    "        self.size = size\n",
    "        self.mut = mut\n",
    "        self.max_inters = max_inters\n",
    "        self.cur_pop = None\n",
    "        \n",
    "        # initial population has random morality, naivety, and memory\n",
    "        rand_mor = [random.uniform(0,1) for i in range(self.size)]\n",
    "        rand_naiv = [random.uniform(0,3) for i in range(self.size)]\n",
    "        rand_mem = [random.uniform(0,1) for i in range(self.size)]\n",
    "        init_pop = population(self.size, rand_mor, rand_naiv, rand_mem , self.mut, self.max_inters)\n",
    "        self.cur_pop = init_pop\n",
    "    \n",
    "    # outputs the next generation\n",
    "    def evolve_one(self):\n",
    "        self.cur_pop.pop_inter()\n",
    "        new_mors, new_naivs, new_mems = self.cur_pop.next_gen()\n",
    "        self.cur_pop = population(self.size, new_mors, new_naivs, new_mems, self.mut, self.max_inters)\n",
    "        return self.cur_pop\n",
    "    \n",
    "    # evolve over a given number of generations\n",
    "        # gens is the number of generations to evolve\n",
    "        # graph is a boolean value of whether to graph the evolution\n",
    "            # the lines in the graph are\n",
    "                # average morality\n",
    "                # average prey morality\n",
    "                # average predator morality\n",
    "                # average naivety\n",
    "                # average memory\n",
    "                # average utility per individual per interaction\n",
    "    def evolve_gens(self, gens, graph):\n",
    "        \n",
    "        xs = []\n",
    "        avg_mors = []\n",
    "        avg_naivs = []\n",
    "        avg_mems = []\n",
    "        avg_utils = []\n",
    "        prey_mors = []\n",
    "        pred_mors = []\n",
    "        \n",
    "        for i in range(gens):\n",
    "            \n",
    "            self.cur_pop.pop_inter()\n",
    "            avg_mor, avg_naiv, avg_mem, util_per = self.cur_pop.print_pop()\n",
    "            prey_mor, pred_mor = self.cur_pop.pred_prey()\n",
    "            self.evolve_one()\n",
    "            \n",
    "            xs.append(i)\n",
    "            avg_mors.append(avg_mor)\n",
    "            avg_naivs.append(avg_naiv)\n",
    "            avg_mems.append(avg_mem)\n",
    "            avg_utils.append(util_per)\n",
    "            prey_mors.append(prey_mor)\n",
    "            pred_mors.append(pred_mor)\n",
    "            \n",
    "        if graph:\n",
    "            \n",
    "            tt = 'mor_mut: ' + str(self.mut[0]) + ', naiv_mut: ' + str(self.mut[1]) + ', mem_mut: ' + str(self.mut[2])\n",
    "            plt.title(tt)\n",
    "            plt.xlabel('Generations')\n",
    "            \n",
    "            plt.plot(xs,avg_mors, label='avg_mor')\n",
    "            plt.plot(xs,prey_mors, label='prey_mor')\n",
    "            plt.plot(xs,pred_mors, label='pred_mor')\n",
    "            plt.plot(xs,avg_naivs, label='avg_naiv')\n",
    "            plt.plot(xs,avg_mems, label='avg_mem')\n",
    "            plt.plot(xs,avg_utils, label='util_per')\n",
    "            \n",
    "            plt.legend(loc='upper left') #, frameon=False\n",
    "            plt.grid(linestyle='dotted')\n",
    "            plt.savefig(tt+'.png', dpi=1200)\n",
    "            plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.54\t1.45\t0.57\t1.58\n",
      "0.56\t1.44\t0.59\t1.63\n",
      "0.57\t1.49\t0.65\t1.59\n",
      "0.61\t1.6\t0.62\t1.64\n",
      "0.64\t1.74\t0.62\t1.67\n",
      "0.68\t1.78\t0.61\t1.69\n",
      "0.69\t1.8\t0.62\t1.7\n",
      "0.69\t1.9\t0.65\t1.68\n",
      "0.69\t1.93\t0.65\t1.7\n",
      "0.71\t1.92\t0.64\t1.72\n",
      "0.74\t1.96\t0.64\t1.74\n",
      "0.76\t1.98\t0.61\t1.76\n",
      "0.79\t2.0\t0.55\t1.79\n",
      "0.78\t2.02\t0.59\t1.79\n",
      "0.79\t1.99\t0.57\t1.79\n",
      "0.79\t1.93\t0.58\t1.79\n",
      "0.8\t1.95\t0.54\t1.81\n",
      "0.82\t1.93\t0.55\t1.82\n",
      "0.82\t1.92\t0.49\t1.82\n",
      "0.82\t1.93\t0.42\t1.83\n",
      "0.83\t1.93\t0.46\t1.83\n",
      "0.82\t1.92\t0.51\t1.83\n",
      "0.85\t2.04\t0.57\t1.85\n",
      "0.86\t1.98\t0.52\t1.87\n",
      "0.87\t2.09\t0.52\t1.87\n",
      "0.89\t2.08\t0.53\t1.89\n",
      "0.91\t2.11\t0.53\t1.9\n",
      "0.9\t2.12\t0.53\t1.9\n",
      "0.9\t2.2\t0.57\t1.89\n",
      "0.9\t2.14\t0.52\t1.89\n",
      "0.9\t2.13\t0.5\t1.89\n",
      "0.9\t2.18\t0.54\t1.89\n",
      "0.9\t2.19\t0.55\t1.9\n",
      "0.91\t2.21\t0.53\t1.9\n",
      "0.91\t2.16\t0.6\t1.91\n",
      "0.91\t2.21\t0.6\t1.9\n",
      "0.91\t2.15\t0.6\t1.9\n",
      "0.91\t2.18\t0.56\t1.91\n",
      "0.91\t2.26\t0.59\t1.9\n",
      "0.9\t2.25\t0.55\t1.9\n",
      "0.89\t2.23\t0.61\t1.89\n",
      "0.9\t2.19\t0.57\t1.9\n",
      "0.91\t2.24\t0.52\t1.91\n",
      "0.9\t2.22\t0.52\t1.9\n",
      "0.9\t2.21\t0.51\t1.9\n",
      "0.89\t2.2\t0.5\t1.89\n",
      "0.9\t2.21\t0.48\t1.89\n",
      "0.89\t2.11\t0.49\t1.88\n",
      "0.88\t2.07\t0.48\t1.87\n",
      "0.89\t2.08\t0.47\t1.89\n",
      "0.88\t2.11\t0.54\t1.88\n",
      "0.88\t2.16\t0.52\t1.88\n",
      "0.88\t2.25\t0.49\t1.88\n",
      "0.88\t2.25\t0.52\t1.87\n",
      "0.88\t2.23\t0.52\t1.89\n",
      "0.89\t2.33\t0.55\t1.88\n",
      "0.89\t2.3\t0.54\t1.88\n",
      "0.88\t2.36\t0.5\t1.88\n",
      "0.87\t2.33\t0.52\t1.87\n",
      "0.86\t2.36\t0.56\t1.86\n",
      "0.86\t2.33\t0.57\t1.86\n",
      "0.87\t2.32\t0.57\t1.88\n",
      "0.88\t2.37\t0.58\t1.87\n",
      "0.87\t2.42\t0.6\t1.87\n",
      "0.85\t2.41\t0.55\t1.85\n",
      "0.86\t2.34\t0.58\t1.85\n",
      "0.85\t2.33\t0.6\t1.84\n",
      "0.85\t2.41\t0.59\t1.85\n",
      "0.85\t2.46\t0.56\t1.84\n",
      "0.87\t2.48\t0.57\t1.86\n",
      "0.86\t2.44\t0.61\t1.85\n",
      "0.85\t2.47\t0.62\t1.85\n",
      "0.86\t2.49\t0.56\t1.85\n",
      "0.87\t2.53\t0.58\t1.87\n",
      "0.87\t2.49\t0.59\t1.87\n",
      "0.87\t2.5\t0.6\t1.86\n",
      "0.87\t2.46\t0.53\t1.86\n",
      "0.86\t2.4\t0.51\t1.85\n",
      "0.84\t2.39\t0.5\t1.84\n",
      "0.83\t2.33\t0.47\t1.83\n",
      "0.84\t2.29\t0.52\t1.84\n",
      "0.86\t2.3\t0.5\t1.85\n",
      "0.86\t2.26\t0.46\t1.85\n",
      "0.85\t2.29\t0.45\t1.85\n",
      "0.86\t2.28\t0.44\t1.85\n",
      "0.85\t2.28\t0.46\t1.85\n",
      "0.86\t2.23\t0.46\t1.86\n",
      "0.86\t2.21\t0.43\t1.86\n",
      "0.86\t2.23\t0.42\t1.85\n",
      "0.84\t2.25\t0.44\t1.84\n",
      "0.86\t2.23\t0.4\t1.85\n",
      "0.85\t2.16\t0.4\t1.84\n",
      "0.85\t2.13\t0.41\t1.85\n",
      "0.85\t2.16\t0.45\t1.85\n",
      "0.85\t2.1\t0.43\t1.86\n",
      "0.85\t2.1\t0.44\t1.85\n",
      "0.84\t2.08\t0.44\t1.84\n",
      "0.85\t2.05\t0.44\t1.85\n",
      "0.85\t2.05\t0.49\t1.85\n",
      "0.84\t2.04\t0.51\t1.84\n",
      "0.86\t2.04\t0.47\t1.85\n",
      "0.85\t2.04\t0.46\t1.85\n",
      "0.86\t2.08\t0.43\t1.86\n",
      "0.88\t2.11\t0.52\t1.88\n",
      "0.88\t2.14\t0.55\t1.87\n",
      "0.89\t2.2\t0.57\t1.89\n",
      "0.9\t2.22\t0.57\t1.9\n",
      "0.9\t2.12\t0.59\t1.9\n",
      "0.9\t2.1\t0.54\t1.9\n",
      "0.9\t2.12\t0.54\t1.9\n",
      "0.9\t2.14\t0.57\t1.89\n",
      "0.9\t2.12\t0.57\t1.9\n",
      "0.9\t2.18\t0.58\t1.89\n",
      "0.89\t2.26\t0.61\t1.9\n",
      "0.89\t2.26\t0.6\t1.89\n",
      "0.89\t2.22\t0.59\t1.89\n",
      "0.91\t2.32\t0.6\t1.9\n",
      "0.91\t2.29\t0.56\t1.91\n",
      "0.91\t2.25\t0.55\t1.9\n",
      "0.9\t2.23\t0.57\t1.89\n",
      "0.89\t2.17\t0.56\t1.89\n",
      "0.9\t2.2\t0.62\t1.9\n",
      "0.9\t2.23\t0.57\t1.89\n",
      "0.88\t2.25\t0.55\t1.88\n",
      "0.87\t2.27\t0.58\t1.87\n",
      "0.87\t2.3\t0.52\t1.86\n",
      "0.87\t2.26\t0.52\t1.85\n",
      "0.86\t2.25\t0.51\t1.85\n",
      "0.86\t2.28\t0.52\t1.86\n",
      "0.87\t2.3\t0.51\t1.87\n",
      "0.86\t2.29\t0.55\t1.86\n",
      "0.87\t2.34\t0.58\t1.86\n",
      "0.88\t2.36\t0.59\t1.87\n",
      "0.88\t2.37\t0.61\t1.88\n",
      "0.88\t2.37\t0.59\t1.87\n",
      "0.88\t2.43\t0.58\t1.88\n",
      "0.88\t2.45\t0.58\t1.87\n",
      "0.88\t2.43\t0.59\t1.87\n",
      "0.88\t2.36\t0.61\t1.87\n",
      "0.88\t2.34\t0.58\t1.88\n",
      "0.88\t2.32\t0.54\t1.88\n",
      "0.88\t2.36\t0.59\t1.87\n",
      "0.88\t2.32\t0.57\t1.88\n",
      "0.87\t2.37\t0.58\t1.86\n",
      "0.88\t2.3\t0.61\t1.88\n",
      "0.87\t2.28\t0.56\t1.87\n",
      "0.87\t2.25\t0.56\t1.87\n",
      "0.87\t2.34\t0.56\t1.87\n",
      "0.87\t2.26\t0.5\t1.86\n",
      "0.87\t2.35\t0.54\t1.87\n",
      "0.88\t2.37\t0.52\t1.88\n",
      "0.88\t2.39\t0.46\t1.88\n",
      "0.87\t2.4\t0.5\t1.87\n",
      "0.87\t2.32\t0.48\t1.86\n",
      "0.88\t2.32\t0.54\t1.87\n",
      "0.88\t2.29\t0.47\t1.88\n",
      "0.89\t2.24\t0.43\t1.89\n",
      "0.9\t2.28\t0.44\t1.89\n",
      "0.9\t2.29\t0.41\t1.89\n",
      "0.9\t2.31\t0.38\t1.9\n",
      "0.9\t2.28\t0.43\t1.9\n",
      "0.9\t2.18\t0.49\t1.9\n",
      "0.9\t2.18\t0.51\t1.9\n",
      "0.9\t2.16\t0.48\t1.9\n",
      "0.9\t2.17\t0.48\t1.9\n",
      "0.92\t2.26\t0.54\t1.91\n",
      "0.91\t2.28\t0.57\t1.9\n",
      "0.92\t2.24\t0.51\t1.91\n",
      "0.92\t2.24\t0.55\t1.91\n",
      "0.92\t2.28\t0.54\t1.91\n",
      "0.91\t2.36\t0.5\t1.91\n",
      "0.91\t2.38\t0.5\t1.9\n",
      "0.91\t2.35\t0.46\t1.91\n",
      "0.91\t2.38\t0.46\t1.9\n",
      "0.89\t2.37\t0.5\t1.88\n",
      "0.88\t2.45\t0.41\t1.87\n",
      "0.88\t2.42\t0.45\t1.87\n",
      "0.87\t2.36\t0.45\t1.87\n",
      "0.87\t2.35\t0.42\t1.87\n",
      "0.87\t2.36\t0.42\t1.86\n",
      "0.87\t2.29\t0.45\t1.87\n",
      "0.87\t2.31\t0.51\t1.87\n",
      "0.88\t2.23\t0.51\t1.87\n",
      "0.88\t2.18\t0.52\t1.87\n",
      "0.88\t2.16\t0.5\t1.87\n",
      "0.88\t2.2\t0.5\t1.88\n",
      "0.89\t2.29\t0.49\t1.89\n",
      "0.9\t2.24\t0.51\t1.89\n",
      "0.89\t2.24\t0.49\t1.88\n",
      "0.9\t2.15\t0.51\t1.9\n",
      "0.9\t2.14\t0.53\t1.9\n",
      "0.9\t2.16\t0.56\t1.9\n",
      "0.9\t2.21\t0.54\t1.9\n",
      "0.9\t2.19\t0.54\t1.89\n",
      "0.91\t2.18\t0.53\t1.9\n",
      "0.9\t2.14\t0.48\t1.9\n",
      "0.9\t2.16\t0.49\t1.9\n",
      "0.9\t2.17\t0.57\t1.9\n",
      "0.91\t2.14\t0.6\t1.91\n",
      "0.91\t2.16\t0.57\t1.9\n",
      "0.9\t2.2\t0.6\t1.9\n",
      "0.9\t2.21\t0.59\t1.9\n",
      "0.9\t2.2\t0.61\t1.9\n",
      "0.88\t2.27\t0.58\t1.88\n",
      "0.88\t2.26\t0.56\t1.88\n",
      "0.88\t2.28\t0.55\t1.87\n",
      "0.88\t2.26\t0.52\t1.87\n",
      "0.88\t2.22\t0.49\t1.88\n",
      "0.88\t2.16\t0.54\t1.88\n",
      "0.89\t2.07\t0.48\t1.89\n",
      "0.89\t2.04\t0.47\t1.88\n",
      "0.89\t2.04\t0.57\t1.9\n",
      "0.9\t2.06\t0.5\t1.91\n",
      "0.91\t2.09\t0.53\t1.9\n",
      "0.91\t2.06\t0.51\t1.91\n",
      "0.92\t2.07\t0.48\t1.91\n",
      "0.91\t2.05\t0.53\t1.9\n",
      "0.92\t2.09\t0.57\t1.91\n",
      "0.92\t2.08\t0.57\t1.91\n",
      "0.91\t2.05\t0.53\t1.9\n",
      "0.91\t2.1\t0.55\t1.91\n",
      "0.91\t2.12\t0.48\t1.91\n",
      "0.9\t2.06\t0.55\t1.9\n",
      "0.91\t2.1\t0.48\t1.9\n",
      "0.91\t2.12\t0.41\t1.91\n",
      "0.91\t2.12\t0.39\t1.91\n",
      "0.92\t2.13\t0.42\t1.92\n",
      "0.92\t2.1\t0.43\t1.92\n",
      "0.91\t2.13\t0.48\t1.91\n",
      "0.91\t2.2\t0.49\t1.91\n",
      "0.91\t2.15\t0.52\t1.91\n",
      "0.91\t2.15\t0.49\t1.9\n",
      "0.91\t2.08\t0.5\t1.9\n",
      "0.9\t2.1\t0.53\t1.89\n",
      "0.89\t2.13\t0.52\t1.89\n",
      "0.88\t2.11\t0.57\t1.88\n",
      "0.88\t2.13\t0.57\t1.87\n",
      "0.89\t2.19\t0.56\t1.89\n",
      "0.91\t2.14\t0.52\t1.9\n",
      "0.9\t2.18\t0.58\t1.9\n",
      "0.91\t2.23\t0.6\t1.9\n",
      "0.88\t2.27\t0.55\t1.88\n",
      "0.88\t2.21\t0.51\t1.88\n",
      "0.9\t2.21\t0.5\t1.89\n",
      "0.89\t2.27\t0.56\t1.89\n",
      "0.9\t2.27\t0.55\t1.9\n",
      "0.91\t2.31\t0.57\t1.9\n",
      "0.9\t2.3\t0.58\t1.9\n",
      "0.91\t2.33\t0.57\t1.9\n",
      "0.91\t2.3\t0.57\t1.9\n",
      "0.92\t2.34\t0.56\t1.91\n",
      "0.91\t2.38\t0.57\t1.91\n",
      "0.92\t2.42\t0.6\t1.91\n",
      "0.91\t2.41\t0.56\t1.91\n",
      "0.92\t2.36\t0.63\t1.91\n",
      "0.91\t2.4\t0.61\t1.89\n",
      "0.91\t2.38\t0.59\t1.91\n",
      "0.91\t2.41\t0.57\t1.9\n",
      "0.91\t2.43\t0.53\t1.9\n",
      "0.89\t2.39\t0.58\t1.88\n",
      "0.89\t2.39\t0.57\t1.89\n",
      "0.89\t2.31\t0.52\t1.89\n",
      "0.9\t2.26\t0.56\t1.9\n",
      "0.89\t2.28\t0.56\t1.88\n",
      "0.9\t2.27\t0.56\t1.89\n",
      "0.88\t2.26\t0.57\t1.88\n",
      "0.89\t2.21\t0.56\t1.89\n",
      "0.9\t2.26\t0.49\t1.89\n",
      "0.88\t2.28\t0.52\t1.88\n",
      "0.89\t2.21\t0.53\t1.89\n",
      "0.9\t2.22\t0.55\t1.9\n",
      "0.9\t2.24\t0.56\t1.89\n",
      "0.91\t2.19\t0.55\t1.91\n",
      "0.91\t2.14\t0.59\t1.9\n",
      "0.91\t2.15\t0.57\t1.91\n",
      "0.91\t2.17\t0.54\t1.9\n",
      "0.9\t2.2\t0.58\t1.9\n",
      "0.9\t2.22\t0.46\t1.9\n",
      "0.91\t2.23\t0.45\t1.9\n",
      "0.9\t2.26\t0.43\t1.9\n",
      "0.89\t2.24\t0.43\t1.89\n",
      "0.89\t2.28\t0.49\t1.88\n",
      "0.89\t2.29\t0.43\t1.89\n",
      "0.89\t2.24\t0.4\t1.89\n",
      "0.89\t2.23\t0.46\t1.89\n",
      "0.88\t2.24\t0.48\t1.88\n",
      "0.87\t2.26\t0.5\t1.88\n",
      "0.87\t2.29\t0.48\t1.86\n",
      "0.87\t2.27\t0.51\t1.86\n",
      "0.87\t2.29\t0.47\t1.86\n",
      "0.88\t2.24\t0.5\t1.88\n",
      "0.89\t2.14\t0.52\t1.88\n",
      "0.89\t2.14\t0.51\t1.88\n",
      "0.89\t2.17\t0.57\t1.88\n",
      "0.88\t2.17\t0.62\t1.88\n",
      "0.87\t2.13\t0.6\t1.88\n",
      "0.88\t2.09\t0.65\t1.88\n",
      "0.89\t2.08\t0.59\t1.89\n",
      "0.89\t2.03\t0.56\t1.89\n",
      "0.89\t2.09\t0.57\t1.9\n",
      "0.89\t2.13\t0.62\t1.89\n",
      "0.88\t2.11\t0.5\t1.88\n",
      "0.89\t2.16\t0.51\t1.88\n",
      "0.9\t2.16\t0.51\t1.89\n",
      "0.89\t2.17\t0.46\t1.9\n",
      "0.89\t2.27\t0.47\t1.88\n",
      "0.9\t2.25\t0.42\t1.89\n",
      "0.89\t2.24\t0.43\t1.89\n",
      "0.88\t2.33\t0.47\t1.88\n",
      "0.9\t2.31\t0.48\t1.89\n",
      "0.88\t2.24\t0.55\t1.88\n",
      "0.88\t2.21\t0.49\t1.88\n",
      "0.88\t2.14\t0.52\t1.88\n",
      "0.87\t2.13\t0.49\t1.87\n",
      "0.87\t2.28\t0.55\t1.87\n",
      "0.87\t2.25\t0.57\t1.88\n",
      "0.87\t2.21\t0.48\t1.86\n",
      "0.87\t2.23\t0.51\t1.86\n",
      "0.87\t2.16\t0.52\t1.87\n",
      "0.86\t2.13\t0.54\t1.85\n",
      "0.86\t2.15\t0.57\t1.84\n",
      "0.86\t2.21\t0.56\t1.87\n",
      "0.89\t2.18\t0.51\t1.88\n",
      "0.89\t2.21\t0.53\t1.89\n",
      "0.89\t2.22\t0.5\t1.88\n",
      "0.89\t2.21\t0.48\t1.89\n",
      "0.88\t2.28\t0.52\t1.88\n",
      "0.88\t2.22\t0.47\t1.87\n",
      "0.87\t2.21\t0.48\t1.86\n",
      "0.87\t2.21\t0.51\t1.87\n",
      "0.87\t2.27\t0.53\t1.87\n",
      "0.87\t2.24\t0.51\t1.86\n",
      "0.87\t2.31\t0.53\t1.86\n",
      "0.89\t2.35\t0.54\t1.88\n",
      "0.89\t2.36\t0.57\t1.89\n",
      "0.9\t2.3\t0.56\t1.89\n",
      "0.89\t2.32\t0.57\t1.88\n",
      "0.89\t2.32\t0.62\t1.89\n",
      "0.89\t2.21\t0.62\t1.9\n",
      "0.9\t2.17\t0.54\t1.9\n",
      "0.9\t2.18\t0.55\t1.89\n",
      "0.91\t2.2\t0.54\t1.9\n",
      "0.91\t2.12\t0.55\t1.91\n",
      "0.91\t2.1\t0.54\t1.9\n",
      "0.9\t2.1\t0.55\t1.91\n",
      "0.91\t2.18\t0.59\t1.91\n",
      "0.92\t2.18\t0.55\t1.91\n",
      "0.92\t2.24\t0.55\t1.91\n",
      "0.92\t2.28\t0.53\t1.92\n",
      "0.92\t2.27\t0.54\t1.91\n",
      "0.9\t2.28\t0.5\t1.9\n",
      "0.9\t2.29\t0.46\t1.9\n",
      "0.9\t2.3\t0.52\t1.89\n",
      "0.9\t2.25\t0.53\t1.89\n",
      "0.9\t2.24\t0.53\t1.89\n",
      "0.88\t2.26\t0.53\t1.88\n",
      "0.88\t2.3\t0.54\t1.88\n",
      "0.89\t2.34\t0.52\t1.89\n",
      "0.89\t2.37\t0.49\t1.89\n",
      "0.89\t2.32\t0.54\t1.88\n",
      "0.89\t2.36\t0.57\t1.88\n",
      "0.87\t2.31\t0.57\t1.86\n",
      "0.87\t2.22\t0.53\t1.86\n",
      "0.86\t2.28\t0.55\t1.86\n",
      "0.86\t2.24\t0.54\t1.86\n",
      "0.88\t2.24\t0.51\t1.87\n",
      "0.88\t2.28\t0.53\t1.88\n",
      "0.88\t2.25\t0.51\t1.88\n",
      "0.9\t2.27\t0.51\t1.89\n",
      "0.9\t2.26\t0.54\t1.89\n",
      "0.9\t2.27\t0.51\t1.9\n",
      "0.9\t2.3\t0.51\t1.89\n",
      "0.9\t2.36\t0.53\t1.9\n",
      "0.91\t2.32\t0.54\t1.9\n",
      "0.92\t2.35\t0.6\t1.91\n",
      "0.92\t2.32\t0.62\t1.91\n",
      "0.92\t2.31\t0.61\t1.91\n",
      "0.91\t2.29\t0.62\t1.91\n",
      "0.89\t2.36\t0.59\t1.88\n",
      "0.89\t2.4\t0.55\t1.88\n",
      "0.89\t2.45\t0.54\t1.88\n",
      "0.88\t2.47\t0.51\t1.87\n",
      "0.87\t2.41\t0.57\t1.86\n",
      "0.87\t2.39\t0.58\t1.86\n",
      "0.87\t2.38\t0.56\t1.86\n",
      "0.87\t2.38\t0.57\t1.87\n",
      "0.87\t2.37\t0.6\t1.86\n",
      "0.88\t2.33\t0.61\t1.88\n",
      "0.88\t2.36\t0.61\t1.88\n",
      "0.89\t2.28\t0.62\t1.88\n",
      "0.87\t2.28\t0.58\t1.87\n",
      "0.88\t2.17\t0.57\t1.88\n",
      "0.89\t2.14\t0.54\t1.88\n",
      "0.9\t2.09\t0.51\t1.9\n",
      "0.91\t2.05\t0.48\t1.9\n",
      "0.89\t2.06\t0.48\t1.89\n",
      "0.9\t2.04\t0.49\t1.9\n",
      "0.91\t2.13\t0.5\t1.9\n",
      "0.92\t2.15\t0.5\t1.92\n",
      "0.92\t2.18\t0.54\t1.91\n",
      "0.92\t2.09\t0.54\t1.92\n",
      "0.92\t2.09\t0.57\t1.91\n",
      "0.91\t2.09\t0.58\t1.91\n",
      "0.92\t2.19\t0.57\t1.91\n",
      "0.92\t2.26\t0.57\t1.92\n",
      "0.92\t2.25\t0.51\t1.92\n",
      "0.92\t2.21\t0.47\t1.91\n",
      "0.93\t2.17\t0.48\t1.92\n",
      "0.92\t2.2\t0.47\t1.91\n",
      "0.92\t2.18\t0.45\t1.92\n",
      "0.92\t2.18\t0.51\t1.91\n",
      "0.92\t2.13\t0.5\t1.91\n",
      "0.92\t2.2\t0.55\t1.92\n",
      "0.93\t2.1\t0.58\t1.92\n",
      "0.92\t2.19\t0.56\t1.92\n",
      "0.93\t2.23\t0.58\t1.92\n",
      "0.93\t2.19\t0.53\t1.92\n",
      "0.92\t2.21\t0.56\t1.91\n",
      "0.92\t2.19\t0.58\t1.91\n",
      "0.92\t2.26\t0.57\t1.91\n",
      "0.92\t2.24\t0.56\t1.91\n",
      "0.91\t2.23\t0.56\t1.91\n",
      "0.9\t2.24\t0.55\t1.9\n",
      "0.91\t2.23\t0.53\t1.9\n",
      "0.91\t2.24\t0.55\t1.91\n",
      "0.91\t2.28\t0.54\t1.9\n",
      "0.92\t2.29\t0.53\t1.91\n",
      "0.91\t2.25\t0.54\t1.91\n",
      "0.92\t2.23\t0.58\t1.91\n",
      "0.91\t2.15\t0.58\t1.9\n",
      "0.91\t2.19\t0.56\t1.9\n",
      "0.91\t2.23\t0.57\t1.91\n",
      "0.92\t2.25\t0.58\t1.91\n",
      "0.91\t2.28\t0.57\t1.91\n",
      "0.91\t2.32\t0.57\t1.91\n",
      "0.91\t2.4\t0.63\t1.9\n",
      "0.91\t2.36\t0.61\t1.9\n",
      "0.91\t2.43\t0.58\t1.9\n",
      "0.91\t2.38\t0.59\t1.9\n",
      "0.9\t2.4\t0.57\t1.9\n",
      "0.9\t2.38\t0.53\t1.9\n",
      "0.91\t2.35\t0.52\t1.9\n",
      "0.91\t2.35\t0.54\t1.9\n",
      "0.91\t2.33\t0.49\t1.9\n",
      "0.9\t2.33\t0.56\t1.9\n",
      "0.9\t2.3\t0.47\t1.9\n",
      "0.91\t2.27\t0.5\t1.9\n",
      "0.91\t2.21\t0.49\t1.91\n",
      "0.9\t2.22\t0.49\t1.89\n",
      "0.9\t2.25\t0.55\t1.9\n",
      "0.89\t2.25\t0.55\t1.88\n",
      "0.88\t2.19\t0.52\t1.88\n",
      "0.89\t2.23\t0.47\t1.89\n",
      "0.9\t2.19\t0.51\t1.9\n",
      "0.89\t2.2\t0.54\t1.89\n",
      "0.9\t2.2\t0.55\t1.9\n",
      "0.91\t2.29\t0.54\t1.91\n",
      "0.92\t2.22\t0.55\t1.91\n",
      "0.91\t2.2\t0.53\t1.91\n",
      "0.91\t2.21\t0.56\t1.9\n",
      "0.9\t2.19\t0.55\t1.9\n",
      "0.91\t2.06\t0.51\t1.91\n",
      "0.91\t2.07\t0.51\t1.91\n",
      "0.92\t2.04\t0.5\t1.91\n",
      "0.91\t2.14\t0.5\t1.9\n",
      "0.91\t2.17\t0.49\t1.9\n",
      "0.91\t2.25\t0.57\t1.9\n",
      "0.9\t2.22\t0.55\t1.9\n",
      "0.9\t2.21\t0.53\t1.89\n",
      "0.9\t2.19\t0.55\t1.9\n",
      "0.89\t2.21\t0.55\t1.89\n",
      "0.89\t2.27\t0.56\t1.88\n",
      "0.89\t2.19\t0.57\t1.89\n",
      "0.89\t2.17\t0.57\t1.89\n",
      "0.89\t2.15\t0.58\t1.89\n",
      "0.9\t2.11\t0.56\t1.9\n",
      "0.91\t2.12\t0.58\t1.91\n",
      "0.91\t2.04\t0.6\t1.91\n",
      "0.91\t2.06\t0.57\t1.91\n",
      "0.91\t2.16\t0.53\t1.91\n",
      "0.92\t2.09\t0.48\t1.92\n",
      "0.92\t2.12\t0.48\t1.92\n",
      "0.93\t2.1\t0.42\t1.93\n",
      "0.92\t2.21\t0.52\t1.91\n",
      "0.92\t2.16\t0.48\t1.91\n",
      "0.92\t2.19\t0.51\t1.92\n",
      "0.92\t2.18\t0.5\t1.92\n",
      "0.91\t2.24\t0.52\t1.91\n",
      "0.91\t2.26\t0.53\t1.91\n",
      "0.91\t2.23\t0.52\t1.9\n",
      "0.91\t2.25\t0.53\t1.91\n",
      "0.9\t2.27\t0.47\t1.9\n",
      "0.91\t2.31\t0.43\t1.91\n",
      "0.92\t2.33\t0.49\t1.92\n",
      "0.93\t2.3\t0.54\t1.92\n",
      "0.93\t2.39\t0.51\t1.92\n",
      "0.93\t2.35\t0.55\t1.92\n",
      "0.92\t2.35\t0.56\t1.91\n",
      "0.92\t2.29\t0.55\t1.92\n",
      "0.91\t2.21\t0.52\t1.91\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5\t1.64\t0.51\t1.53\n",
      "0.46\t1.72\t0.56\t1.54\n",
      "0.48\t1.85\t0.57\t1.53\n",
      "0.5\t1.85\t0.59\t1.52\n",
      "0.53\t1.91\t0.6\t1.55\n",
      "0.56\t1.98\t0.6\t1.57\n",
      "0.56\t1.95\t0.55\t1.57\n",
      "0.58\t2.0\t0.55\t1.58\n",
      "0.58\t2.02\t0.51\t1.58\n",
      "0.6\t2.05\t0.53\t1.6\n",
      "0.59\t2.03\t0.54\t1.59\n",
      "0.61\t2.02\t0.52\t1.61\n",
      "0.62\t1.99\t0.56\t1.62\n",
      "0.63\t1.97\t0.55\t1.63\n",
      "0.62\t2.01\t0.54\t1.62\n",
      "0.62\t2.04\t0.57\t1.63\n",
      "0.63\t2.13\t0.57\t1.63\n",
      "0.64\t2.18\t0.57\t1.63\n",
      "0.63\t2.17\t0.55\t1.63\n",
      "0.62\t2.19\t0.56\t1.63\n",
      "0.64\t2.16\t0.56\t1.64\n",
      "0.66\t2.21\t0.57\t1.66\n",
      "0.65\t2.23\t0.6\t1.65\n",
      "0.67\t2.27\t0.6\t1.68\n",
      "0.68\t2.25\t0.63\t1.68\n",
      "0.69\t2.26\t0.58\t1.68\n",
      "0.7\t2.29\t0.58\t1.7\n",
      "0.7\t2.32\t0.6\t1.7\n",
      "0.71\t2.36\t0.58\t1.71\n",
      "0.71\t2.38\t0.57\t1.71\n",
      "0.71\t2.36\t0.58\t1.71\n",
      "0.71\t2.32\t0.51\t1.71\n",
      "0.72\t2.4\t0.5\t1.72\n",
      "0.72\t2.41\t0.53\t1.72\n",
      "0.72\t2.46\t0.51\t1.71\n",
      "0.69\t2.36\t0.51\t1.69\n",
      "0.7\t2.39\t0.55\t1.69\n",
      "0.7\t2.36\t0.52\t1.7\n",
      "0.71\t2.36\t0.61\t1.71\n",
      "0.72\t2.32\t0.55\t1.72\n",
      "0.73\t2.37\t0.54\t1.74\n",
      "0.71\t2.38\t0.49\t1.7\n",
      "0.73\t2.3\t0.49\t1.73\n",
      "0.74\t2.31\t0.52\t1.73\n",
      "0.73\t2.33\t0.48\t1.72\n",
      "0.73\t2.36\t0.5\t1.73\n",
      "0.74\t2.32\t0.56\t1.74\n",
      "0.74\t2.24\t0.57\t1.74\n",
      "0.75\t2.25\t0.67\t1.75\n",
      "0.76\t2.27\t0.6\t1.76\n",
      "0.78\t2.31\t0.63\t1.78\n",
      "0.78\t2.32\t0.62\t1.78\n",
      "0.79\t2.26\t0.61\t1.79\n",
      "0.78\t2.39\t0.62\t1.79\n",
      "0.8\t2.32\t0.56\t1.8\n",
      "0.81\t2.37\t0.54\t1.81\n",
      "0.82\t2.39\t0.56\t1.81\n",
      "0.82\t2.47\t0.53\t1.81\n",
      "0.83\t2.44\t0.54\t1.82\n",
      "0.82\t2.46\t0.52\t1.81\n",
      "0.82\t2.45\t0.51\t1.81\n",
      "0.82\t2.48\t0.57\t1.81\n",
      "0.82\t2.44\t0.6\t1.82\n",
      "0.8\t2.49\t0.58\t1.8\n",
      "0.8\t2.51\t0.6\t1.8\n",
      "0.8\t2.44\t0.58\t1.8\n",
      "0.81\t2.47\t0.62\t1.82\n",
      "0.82\t2.45\t0.62\t1.81\n",
      "0.82\t2.41\t0.58\t1.82\n",
      "0.81\t2.5\t0.61\t1.81\n",
      "0.82\t2.48\t0.62\t1.83\n",
      "0.82\t2.45\t0.57\t1.81\n",
      "0.82\t2.43\t0.56\t1.81\n",
      "0.83\t2.44\t0.57\t1.82\n",
      "0.84\t2.44\t0.58\t1.83\n",
      "0.83\t2.45\t0.55\t1.82\n",
      "0.83\t2.44\t0.54\t1.82\n",
      "0.83\t2.43\t0.54\t1.83\n",
      "0.84\t2.47\t0.54\t1.84\n",
      "0.86\t2.47\t0.54\t1.85\n",
      "0.85\t2.44\t0.62\t1.84\n",
      "0.84\t2.45\t0.64\t1.84\n",
      "0.85\t2.41\t0.63\t1.84\n",
      "0.86\t2.34\t0.6\t1.85\n",
      "0.86\t2.31\t0.61\t1.86\n",
      "0.88\t2.3\t0.59\t1.87\n",
      "0.88\t2.21\t0.57\t1.87\n",
      "0.86\t2.25\t0.56\t1.86\n",
      "0.87\t2.27\t0.62\t1.86\n",
      "0.88\t2.26\t0.62\t1.87\n",
      "0.87\t2.28\t0.61\t1.88\n",
      "0.89\t2.26\t0.59\t1.88\n",
      "0.87\t2.22\t0.6\t1.87\n",
      "0.88\t2.25\t0.61\t1.88\n",
      "0.88\t2.22\t0.63\t1.88\n",
      "0.88\t2.24\t0.65\t1.88\n",
      "0.89\t2.22\t0.69\t1.88\n",
      "0.89\t2.16\t0.63\t1.89\n",
      "0.89\t2.14\t0.6\t1.89\n",
      "0.9\t2.16\t0.58\t1.89\n",
      "0.88\t2.14\t0.54\t1.88\n",
      "0.88\t2.05\t0.55\t1.88\n",
      "0.89\t2.11\t0.54\t1.89\n",
      "0.89\t2.03\t0.51\t1.88\n",
      "0.89\t2.05\t0.55\t1.88\n",
      "0.91\t2.13\t0.57\t1.9\n",
      "0.91\t2.15\t0.57\t1.9\n",
      "0.92\t2.05\t0.55\t1.91\n",
      "0.92\t2.08\t0.56\t1.92\n",
      "0.92\t2.11\t0.48\t1.92\n",
      "0.92\t2.17\t0.51\t1.91\n",
      "0.91\t2.16\t0.56\t1.91\n",
      "0.9\t2.19\t0.57\t1.9\n",
      "0.9\t2.19\t0.62\t1.9\n",
      "0.9\t2.14\t0.59\t1.9\n",
      "0.91\t2.22\t0.63\t1.9\n",
      "0.9\t2.22\t0.56\t1.91\n",
      "0.91\t2.27\t0.61\t1.91\n",
      "0.91\t2.23\t0.57\t1.9\n",
      "0.91\t2.25\t0.63\t1.91\n",
      "0.92\t2.28\t0.65\t1.91\n",
      "0.93\t2.25\t0.62\t1.92\n",
      "0.91\t2.33\t0.61\t1.9\n",
      "0.91\t2.29\t0.57\t1.91\n",
      "0.9\t2.32\t0.63\t1.9\n",
      "0.9\t2.29\t0.62\t1.9\n",
      "0.9\t2.26\t0.59\t1.9\n",
      "0.9\t2.22\t0.55\t1.9\n",
      "0.9\t2.2\t0.54\t1.9\n",
      "0.92\t2.18\t0.58\t1.92\n",
      "0.92\t2.2\t0.53\t1.92\n",
      "0.91\t2.19\t0.54\t1.91\n",
      "0.93\t2.23\t0.49\t1.93\n",
      "0.92\t2.21\t0.45\t1.91\n",
      "0.92\t2.22\t0.47\t1.91\n",
      "0.92\t2.19\t0.46\t1.91\n",
      "0.92\t2.22\t0.44\t1.91\n",
      "0.92\t2.26\t0.44\t1.91\n",
      "0.91\t2.32\t0.46\t1.91\n",
      "0.92\t2.28\t0.47\t1.92\n",
      "0.92\t2.29\t0.46\t1.91\n",
      "0.91\t2.31\t0.51\t1.91\n",
      "0.9\t2.31\t0.56\t1.89\n",
      "0.9\t2.25\t0.53\t1.9\n",
      "0.89\t2.28\t0.47\t1.88\n",
      "0.89\t2.31\t0.44\t1.88\n",
      "0.89\t2.39\t0.47\t1.89\n",
      "0.9\t2.4\t0.44\t1.89\n",
      "0.89\t2.42\t0.45\t1.89\n",
      "0.89\t2.38\t0.48\t1.89\n",
      "0.9\t2.34\t0.48\t1.9\n",
      "0.91\t2.3\t0.45\t1.9\n",
      "0.91\t2.34\t0.41\t1.9\n",
      "0.9\t2.34\t0.4\t1.89\n",
      "0.89\t2.29\t0.38\t1.88\n",
      "0.89\t2.26\t0.44\t1.89\n",
      "0.89\t2.31\t0.47\t1.89\n",
      "0.89\t2.29\t0.48\t1.89\n",
      "0.89\t2.29\t0.52\t1.88\n",
      "0.89\t2.31\t0.52\t1.88\n",
      "0.88\t2.28\t0.53\t1.87\n",
      "0.88\t2.28\t0.5\t1.87\n",
      "0.89\t2.29\t0.52\t1.88\n",
      "0.89\t2.32\t0.56\t1.89\n",
      "0.89\t2.31\t0.53\t1.88\n",
      "0.88\t2.31\t0.52\t1.88\n",
      "0.87\t2.31\t0.51\t1.87\n",
      "0.87\t2.33\t0.5\t1.87\n",
      "0.87\t2.36\t0.49\t1.86\n",
      "0.89\t2.42\t0.49\t1.88\n",
      "0.88\t2.37\t0.52\t1.88\n",
      "0.89\t2.39\t0.55\t1.88\n",
      "0.88\t2.37\t0.56\t1.87\n",
      "0.88\t2.36\t0.53\t1.87\n",
      "0.89\t2.39\t0.53\t1.88\n",
      "0.89\t2.43\t0.51\t1.88\n",
      "0.89\t2.38\t0.49\t1.88\n",
      "0.9\t2.46\t0.48\t1.89\n",
      "0.9\t2.41\t0.52\t1.9\n",
      "0.89\t2.4\t0.51\t1.88\n",
      "0.89\t2.35\t0.54\t1.88\n",
      "0.88\t2.37\t0.59\t1.88\n",
      "0.89\t2.37\t0.6\t1.89\n",
      "0.88\t2.31\t0.54\t1.87\n",
      "0.88\t2.33\t0.56\t1.88\n",
      "0.89\t2.33\t0.52\t1.88\n",
      "0.88\t2.31\t0.48\t1.87\n",
      "0.88\t2.33\t0.53\t1.87\n",
      "0.88\t2.35\t0.51\t1.87\n",
      "0.89\t2.37\t0.48\t1.88\n",
      "0.88\t2.36\t0.5\t1.88\n",
      "0.86\t2.33\t0.51\t1.85\n",
      "0.85\t2.41\t0.45\t1.85\n",
      "0.87\t2.41\t0.48\t1.87\n",
      "0.87\t2.32\t0.47\t1.87\n",
      "0.88\t2.32\t0.51\t1.88\n",
      "0.89\t2.31\t0.51\t1.89\n",
      "0.9\t2.37\t0.5\t1.89\n",
      "0.9\t2.28\t0.5\t1.89\n",
      "0.89\t2.32\t0.49\t1.88\n",
      "0.88\t2.32\t0.53\t1.88\n",
      "0.88\t2.29\t0.63\t1.87\n",
      "0.87\t2.26\t0.64\t1.86\n",
      "0.86\t2.24\t0.61\t1.86\n",
      "0.87\t2.22\t0.56\t1.87\n",
      "0.88\t2.29\t0.6\t1.88\n",
      "0.88\t2.26\t0.53\t1.88\n",
      "0.88\t2.3\t0.5\t1.88\n",
      "0.89\t2.27\t0.5\t1.89\n",
      "0.89\t2.28\t0.45\t1.88\n",
      "0.89\t2.34\t0.45\t1.89\n",
      "0.9\t2.33\t0.47\t1.9\n",
      "0.9\t2.29\t0.41\t1.89\n",
      "0.9\t2.33\t0.37\t1.89\n",
      "0.89\t2.33\t0.4\t1.88\n",
      "0.89\t2.4\t0.43\t1.88\n",
      "0.89\t2.4\t0.47\t1.89\n",
      "0.9\t2.34\t0.44\t1.89\n",
      "0.89\t2.33\t0.42\t1.88\n",
      "0.9\t2.37\t0.46\t1.89\n",
      "0.9\t2.28\t0.46\t1.89\n",
      "0.9\t2.3\t0.53\t1.89\n",
      "0.9\t2.36\t0.53\t1.9\n",
      "0.9\t2.31\t0.54\t1.89\n",
      "0.9\t2.3\t0.57\t1.89\n",
      "0.9\t2.32\t0.54\t1.89\n",
      "0.9\t2.26\t0.51\t1.89\n",
      "0.9\t2.21\t0.59\t1.9\n",
      "0.9\t2.17\t0.58\t1.9\n",
      "0.88\t2.15\t0.51\t1.88\n",
      "0.9\t2.19\t0.53\t1.89\n",
      "0.9\t2.23\t0.51\t1.89\n",
      "0.9\t2.23\t0.5\t1.89\n",
      "0.89\t2.16\t0.52\t1.89\n",
      "0.9\t2.17\t0.48\t1.9\n",
      "0.91\t2.23\t0.44\t1.91\n",
      "0.92\t2.26\t0.46\t1.91\n",
      "0.91\t2.26\t0.45\t1.91\n",
      "0.91\t2.27\t0.48\t1.91\n",
      "0.91\t2.24\t0.52\t1.91\n",
      "0.91\t2.2\t0.47\t1.9\n",
      "0.91\t2.17\t0.45\t1.9\n",
      "0.91\t2.26\t0.48\t1.9\n",
      "0.91\t2.29\t0.52\t1.9\n",
      "0.91\t2.17\t0.47\t1.91\n",
      "0.92\t2.18\t0.49\t1.91\n",
      "0.91\t2.17\t0.52\t1.9\n",
      "0.91\t2.21\t0.51\t1.91\n",
      "0.92\t2.19\t0.5\t1.91\n",
      "0.92\t2.19\t0.49\t1.91\n",
      "0.92\t2.17\t0.48\t1.92\n",
      "0.92\t2.11\t0.51\t1.91\n",
      "0.92\t2.11\t0.52\t1.91\n",
      "0.92\t2.15\t0.53\t1.92\n",
      "0.92\t2.19\t0.58\t1.91\n",
      "0.92\t2.2\t0.57\t1.91\n",
      "0.91\t2.15\t0.6\t1.91\n",
      "0.91\t2.05\t0.57\t1.9\n",
      "0.91\t2.05\t0.59\t1.9\n",
      "0.89\t2.06\t0.51\t1.88\n",
      "0.9\t2.04\t0.52\t1.9\n",
      "0.9\t2.11\t0.56\t1.88\n",
      "0.9\t2.09\t0.55\t1.9\n",
      "0.9\t2.09\t0.47\t1.89\n",
      "0.91\t2.1\t0.48\t1.91\n",
      "0.91\t2.14\t0.46\t1.9\n",
      "0.9\t2.15\t0.45\t1.89\n",
      "0.89\t2.08\t0.51\t1.88\n",
      "0.88\t2.1\t0.55\t1.88\n",
      "0.89\t2.07\t0.53\t1.89\n",
      "0.89\t2.1\t0.56\t1.89\n",
      "0.88\t2.06\t0.6\t1.87\n",
      "0.88\t2.1\t0.6\t1.88\n",
      "0.88\t2.17\t0.64\t1.88\n",
      "0.89\t2.16\t0.67\t1.89\n",
      "0.88\t2.15\t0.64\t1.88\n",
      "0.88\t2.16\t0.62\t1.88\n",
      "0.89\t2.16\t0.55\t1.88\n",
      "0.9\t2.24\t0.59\t1.9\n",
      "0.91\t2.21\t0.58\t1.9\n",
      "0.91\t2.22\t0.5\t1.9\n",
      "0.92\t2.22\t0.52\t1.92\n",
      "0.93\t2.22\t0.5\t1.92\n",
      "0.92\t2.15\t0.49\t1.92\n",
      "0.91\t2.12\t0.48\t1.9\n",
      "0.92\t2.13\t0.49\t1.92\n",
      "0.92\t2.09\t0.46\t1.92\n",
      "0.91\t2.09\t0.47\t1.91\n",
      "0.91\t2.16\t0.46\t1.9\n",
      "0.92\t2.17\t0.49\t1.91\n",
      "0.92\t2.15\t0.45\t1.92\n",
      "0.91\t2.21\t0.48\t1.9\n",
      "0.91\t2.16\t0.55\t1.9\n",
      "0.92\t2.19\t0.58\t1.92\n",
      "0.91\t2.16\t0.61\t1.9\n",
      "0.91\t2.11\t0.61\t1.91\n",
      "0.92\t2.02\t0.62\t1.92\n",
      "0.92\t2.03\t0.7\t1.92\n",
      "0.93\t2.07\t0.68\t1.92\n",
      "0.95\t2.14\t0.65\t1.94\n",
      "0.94\t2.23\t0.63\t1.94\n",
      "0.93\t2.28\t0.58\t1.93\n",
      "0.93\t2.25\t0.58\t1.93\n",
      "0.93\t2.22\t0.56\t1.92\n",
      "0.91\t2.23\t0.62\t1.91\n",
      "0.92\t2.18\t0.58\t1.91\n",
      "0.91\t2.17\t0.57\t1.9\n",
      "0.92\t2.15\t0.56\t1.91\n",
      "0.91\t2.2\t0.57\t1.9\n",
      "0.91\t2.1\t0.57\t1.92\n",
      "0.91\t2.14\t0.58\t1.92\n",
      "0.92\t2.13\t0.57\t1.91\n",
      "0.91\t2.2\t0.57\t1.91\n",
      "0.91\t2.25\t0.53\t1.91\n",
      "0.92\t2.29\t0.5\t1.92\n",
      "0.93\t2.23\t0.47\t1.92\n",
      "0.92\t2.24\t0.5\t1.92\n",
      "0.92\t2.22\t0.49\t1.91\n",
      "0.91\t2.24\t0.46\t1.91\n",
      "0.91\t2.27\t0.43\t1.9\n",
      "0.89\t2.2\t0.47\t1.89\n",
      "0.89\t2.22\t0.47\t1.88\n",
      "0.9\t2.25\t0.5\t1.9\n",
      "0.9\t2.22\t0.51\t1.89\n",
      "0.89\t2.19\t0.47\t1.89\n",
      "0.89\t2.23\t0.52\t1.89\n",
      "0.89\t2.21\t0.5\t1.88\n",
      "0.9\t2.17\t0.5\t1.89\n",
      "0.89\t2.11\t0.56\t1.89\n",
      "0.89\t2.11\t0.56\t1.89\n",
      "0.9\t2.1\t0.49\t1.89\n",
      "0.91\t2.09\t0.53\t1.91\n",
      "0.92\t2.09\t0.55\t1.92\n",
      "0.93\t2.02\t0.54\t1.92\n",
      "0.93\t2.02\t0.52\t1.93\n",
      "0.92\t2.03\t0.49\t1.91\n",
      "0.91\t2.07\t0.49\t1.91\n",
      "0.92\t2.07\t0.48\t1.91\n",
      "0.92\t2.12\t0.51\t1.91\n",
      "0.92\t2.14\t0.56\t1.92\n",
      "0.91\t2.09\t0.56\t1.9\n",
      "0.9\t2.13\t0.56\t1.89\n",
      "0.9\t2.12\t0.5\t1.9\n",
      "0.91\t2.17\t0.53\t1.91\n",
      "0.9\t2.12\t0.55\t1.9\n",
      "0.91\t2.16\t0.58\t1.91\n",
      "0.92\t2.09\t0.58\t1.91\n",
      "0.92\t2.09\t0.59\t1.91\n",
      "0.92\t2.13\t0.61\t1.91\n",
      "0.92\t2.19\t0.55\t1.91\n",
      "0.92\t2.22\t0.52\t1.91\n",
      "0.91\t2.24\t0.54\t1.9\n",
      "0.92\t2.2\t0.41\t1.91\n",
      "0.91\t2.3\t0.38\t1.91\n",
      "0.9\t2.26\t0.37\t1.89\n",
      "0.9\t2.26\t0.43\t1.9\n",
      "0.91\t2.14\t0.43\t1.9\n",
      "0.91\t2.15\t0.43\t1.91\n",
      "0.91\t2.11\t0.45\t1.91\n",
      "0.92\t2.15\t0.51\t1.91\n",
      "0.92\t2.17\t0.54\t1.92\n",
      "0.92\t2.22\t0.48\t1.92\n",
      "0.93\t2.24\t0.43\t1.92\n",
      "0.93\t2.29\t0.36\t1.92\n",
      "0.93\t2.33\t0.34\t1.92\n",
      "0.93\t2.36\t0.45\t1.92\n",
      "0.93\t2.32\t0.45\t1.92\n",
      "0.93\t2.34\t0.48\t1.92\n",
      "0.93\t2.29\t0.49\t1.92\n",
      "0.92\t2.31\t0.5\t1.92\n",
      "0.93\t2.3\t0.48\t1.92\n",
      "0.93\t2.33\t0.45\t1.92\n",
      "0.92\t2.32\t0.47\t1.92\n",
      "0.92\t2.27\t0.49\t1.91\n",
      "0.92\t2.27\t0.45\t1.92\n",
      "0.92\t2.31\t0.55\t1.91\n",
      "0.9\t2.37\t0.55\t1.9\n",
      "0.9\t2.32\t0.51\t1.9\n",
      "0.91\t2.22\t0.51\t1.9\n",
      "0.91\t2.25\t0.48\t1.9\n",
      "0.9\t2.2\t0.51\t1.9\n",
      "0.91\t2.15\t0.56\t1.91\n",
      "0.91\t2.11\t0.55\t1.9\n",
      "0.92\t2.2\t0.51\t1.92\n",
      "0.89\t2.31\t0.58\t1.89\n",
      "0.9\t2.3\t0.55\t1.9\n",
      "0.91\t2.24\t0.58\t1.9\n",
      "0.91\t2.25\t0.59\t1.9\n",
      "0.9\t2.3\t0.6\t1.9\n",
      "0.92\t2.24\t0.63\t1.91\n",
      "0.92\t2.28\t0.61\t1.92\n",
      "0.93\t2.28\t0.56\t1.92\n",
      "0.93\t2.25\t0.53\t1.93\n",
      "0.93\t2.15\t0.57\t1.92\n",
      "0.93\t2.22\t0.59\t1.92\n",
      "0.93\t2.19\t0.6\t1.92\n",
      "0.93\t2.24\t0.61\t1.92\n",
      "0.92\t2.2\t0.61\t1.91\n",
      "0.92\t2.17\t0.57\t1.91\n",
      "0.91\t2.21\t0.57\t1.91\n",
      "0.91\t2.2\t0.59\t1.9\n",
      "0.89\t2.16\t0.53\t1.89\n",
      "0.9\t2.14\t0.53\t1.9\n",
      "0.92\t2.05\t0.56\t1.91\n",
      "0.9\t2.09\t0.67\t1.9\n",
      "0.9\t2.12\t0.64\t1.89\n",
      "0.91\t2.14\t0.62\t1.9\n",
      "0.9\t2.27\t0.65\t1.89\n",
      "0.88\t2.21\t0.61\t1.89\n",
      "0.88\t2.25\t0.6\t1.88\n",
      "0.88\t2.27\t0.59\t1.88\n",
      "0.88\t2.29\t0.58\t1.87\n",
      "0.88\t2.27\t0.63\t1.88\n",
      "0.9\t2.25\t0.62\t1.89\n",
      "0.91\t2.16\t0.63\t1.9\n",
      "0.91\t2.16\t0.59\t1.9\n",
      "0.92\t2.19\t0.59\t1.91\n",
      "0.92\t2.18\t0.53\t1.92\n",
      "0.91\t2.17\t0.52\t1.91\n",
      "0.89\t2.21\t0.59\t1.89\n",
      "0.89\t2.14\t0.55\t1.88\n",
      "0.89\t2.19\t0.46\t1.88\n",
      "0.89\t2.18\t0.51\t1.89\n",
      "0.9\t2.13\t0.48\t1.9\n",
      "0.91\t2.1\t0.54\t1.9\n",
      "0.9\t2.08\t0.55\t1.89\n",
      "0.9\t2.06\t0.5\t1.9\n",
      "0.9\t2.06\t0.53\t1.9\n",
      "0.9\t2.1\t0.5\t1.89\n",
      "0.9\t2.19\t0.5\t1.9\n",
      "0.9\t2.27\t0.56\t1.89\n",
      "0.9\t2.26\t0.52\t1.9\n",
      "0.91\t2.24\t0.54\t1.91\n",
      "0.91\t2.22\t0.53\t1.91\n",
      "0.91\t2.21\t0.53\t1.9\n",
      "0.9\t2.24\t0.55\t1.9\n",
      "0.9\t2.25\t0.6\t1.89\n",
      "0.9\t2.22\t0.57\t1.9\n",
      "0.9\t2.19\t0.57\t1.89\n",
      "0.89\t2.11\t0.59\t1.88\n",
      "0.89\t2.06\t0.54\t1.89\n",
      "0.9\t2.08\t0.47\t1.9\n",
      "0.88\t2.07\t0.52\t1.88\n",
      "0.91\t2.04\t0.53\t1.9\n",
      "0.9\t2.04\t0.51\t1.9\n",
      "0.9\t1.98\t0.46\t1.88\n",
      "0.88\t1.96\t0.54\t1.88\n",
      "0.89\t1.95\t0.54\t1.89\n",
      "0.89\t1.96\t0.58\t1.88\n",
      "0.9\t1.96\t0.51\t1.89\n",
      "0.9\t1.95\t0.54\t1.89\n",
      "0.9\t1.97\t0.55\t1.9\n",
      "0.9\t1.95\t0.53\t1.89\n",
      "0.91\t1.97\t0.5\t1.9\n",
      "0.91\t1.92\t0.54\t1.91\n",
      "0.92\t1.98\t0.61\t1.92\n",
      "0.93\t2.01\t0.57\t1.93\n",
      "0.93\t1.95\t0.56\t1.92\n",
      "0.93\t1.97\t0.5\t1.92\n",
      "0.92\t1.97\t0.5\t1.92\n",
      "0.92\t2.02\t0.54\t1.92\n",
      "0.93\t2.02\t0.57\t1.92\n",
      "0.93\t2.09\t0.6\t1.92\n",
      "0.92\t2.06\t0.55\t1.92\n",
      "0.91\t2.17\t0.55\t1.9\n",
      "0.89\t2.19\t0.5\t1.88\n",
      "0.89\t2.21\t0.53\t1.88\n",
      "0.89\t2.2\t0.5\t1.88\n",
      "0.89\t2.2\t0.49\t1.88\n",
      "0.88\t2.18\t0.45\t1.88\n",
      "0.88\t2.15\t0.54\t1.88\n",
      "0.9\t2.19\t0.56\t1.9\n",
      "0.91\t2.25\t0.56\t1.9\n",
      "0.91\t2.21\t0.54\t1.9\n",
      "0.91\t2.24\t0.45\t1.9\n",
      "0.91\t2.16\t0.57\t1.9\n",
      "0.9\t2.2\t0.53\t1.9\n",
      "0.91\t2.21\t0.54\t1.91\n",
      "0.92\t2.2\t0.55\t1.92\n",
      "0.92\t2.15\t0.53\t1.92\n",
      "0.92\t2.11\t0.54\t1.92\n",
      "0.92\t2.11\t0.54\t1.91\n",
      "0.91\t2.07\t0.52\t1.91\n",
      "0.9\t2.03\t0.54\t1.91\n",
      "0.9\t2.1\t0.5\t1.9\n",
      "0.91\t2.06\t0.45\t1.91\n",
      "0.91\t2.02\t0.51\t1.91\n",
      "0.91\t2.04\t0.5\t1.9\n",
      "0.92\t2.02\t0.55\t1.92\n",
      "0.93\t2.09\t0.61\t1.92\n",
      "0.92\t2.08\t0.6\t1.92\n",
      "0.92\t2.12\t0.57\t1.92\n",
      "0.92\t2.13\t0.59\t1.91\n",
      "0.91\t2.06\t0.6\t1.91\n",
      "0.92\t2.12\t0.6\t1.92\n",
      "0.93\t2.2\t0.6\t1.93\n",
      "0.92\t2.22\t0.63\t1.92\n",
      "0.92\t2.2\t0.6\t1.91\n",
      "0.92\t2.22\t0.6\t1.92\n",
      "0.91\t2.23\t0.62\t1.9\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.46\t1.54\t0.53\t1.54\n",
      "0.46\t1.7\t0.59\t1.55\n",
      "0.54\t1.72\t0.58\t1.59\n",
      "0.55\t1.8\t0.56\t1.58\n",
      "0.55\t2.01\t0.62\t1.56\n",
      "0.55\t1.95\t0.57\t1.57\n",
      "0.57\t2.03\t0.55\t1.58\n",
      "0.59\t2.14\t0.51\t1.59\n",
      "0.58\t2.1\t0.6\t1.57\n",
      "0.6\t2.16\t0.61\t1.6\n",
      "0.6\t2.19\t0.64\t1.59\n",
      "0.61\t2.16\t0.64\t1.61\n",
      "0.62\t2.1\t0.67\t1.62\n",
      "0.62\t2.05\t0.65\t1.63\n",
      "0.63\t2.06\t0.63\t1.63\n",
      "0.64\t2.01\t0.64\t1.64\n",
      "0.65\t2.02\t0.65\t1.65\n",
      "0.66\t2.05\t0.62\t1.65\n",
      "0.66\t2.07\t0.6\t1.67\n",
      "0.66\t2.12\t0.56\t1.66\n",
      "0.68\t2.06\t0.6\t1.69\n",
      "0.69\t2.13\t0.66\t1.69\n",
      "0.7\t2.2\t0.65\t1.7\n",
      "0.68\t2.19\t0.63\t1.68\n",
      "0.68\t2.23\t0.66\t1.68\n",
      "0.69\t2.26\t0.71\t1.69\n",
      "0.7\t2.22\t0.64\t1.7\n",
      "0.69\t2.21\t0.64\t1.7\n",
      "0.7\t2.2\t0.64\t1.69\n",
      "0.71\t2.14\t0.57\t1.72\n",
      "0.71\t2.17\t0.57\t1.72\n",
      "0.74\t2.23\t0.53\t1.74\n",
      "0.74\t2.21\t0.52\t1.73\n",
      "0.74\t2.29\t0.53\t1.74\n",
      "0.74\t2.25\t0.51\t1.74\n",
      "0.74\t2.33\t0.49\t1.75\n",
      "0.75\t2.37\t0.52\t1.75\n",
      "0.75\t2.39\t0.47\t1.75\n",
      "0.75\t2.38\t0.48\t1.76\n",
      "0.78\t2.31\t0.54\t1.77\n",
      "0.78\t2.32\t0.58\t1.78\n",
      "0.79\t2.31\t0.56\t1.79\n",
      "0.79\t2.33\t0.55\t1.79\n",
      "0.8\t2.33\t0.55\t1.8\n",
      "0.81\t2.36\t0.59\t1.81\n",
      "0.81\t2.32\t0.57\t1.81\n",
      "0.81\t2.22\t0.63\t1.83\n",
      "0.83\t2.23\t0.52\t1.83\n",
      "0.85\t2.23\t0.56\t1.84\n",
      "0.86\t2.24\t0.52\t1.86\n",
      "0.86\t2.22\t0.52\t1.86\n",
      "0.86\t2.23\t0.54\t1.86\n",
      "0.87\t2.36\t0.59\t1.87\n",
      "0.88\t2.37\t0.62\t1.88\n",
      "0.88\t2.42\t0.64\t1.87\n",
      "0.88\t2.4\t0.58\t1.87\n",
      "0.89\t2.41\t0.53\t1.88\n",
      "0.89\t2.3\t0.52\t1.89\n",
      "0.88\t2.29\t0.55\t1.88\n",
      "0.88\t2.28\t0.56\t1.87\n",
      "0.88\t2.23\t0.59\t1.88\n",
      "0.87\t2.14\t0.56\t1.87\n",
      "0.89\t2.17\t0.53\t1.88\n",
      "0.88\t2.18\t0.56\t1.88\n",
      "0.87\t2.18\t0.5\t1.87\n",
      "0.89\t2.23\t0.5\t1.89\n",
      "0.89\t2.24\t0.54\t1.89\n",
      "0.89\t2.25\t0.54\t1.89\n",
      "0.89\t2.21\t0.49\t1.9\n",
      "0.89\t2.19\t0.51\t1.89\n",
      "0.89\t2.19\t0.56\t1.89\n",
      "0.88\t2.22\t0.62\t1.88\n",
      "0.89\t2.23\t0.62\t1.88\n",
      "0.88\t2.17\t0.62\t1.87\n",
      "0.88\t2.26\t0.64\t1.88\n",
      "0.89\t2.25\t0.65\t1.89\n",
      "0.9\t2.27\t0.64\t1.89\n",
      "0.9\t2.27\t0.54\t1.9\n",
      "0.9\t2.25\t0.54\t1.9\n",
      "0.91\t2.23\t0.51\t1.91\n",
      "0.91\t2.27\t0.49\t1.9\n",
      "0.91\t2.22\t0.44\t1.9\n",
      "0.91\t2.23\t0.4\t1.9\n",
      "0.92\t2.19\t0.42\t1.91\n",
      "0.91\t2.17\t0.43\t1.9\n",
      "0.9\t2.17\t0.46\t1.89\n",
      "0.91\t2.16\t0.49\t1.91\n",
      "0.91\t2.19\t0.55\t1.91\n",
      "0.9\t2.21\t0.51\t1.9\n",
      "0.91\t2.18\t0.55\t1.91\n",
      "0.91\t2.14\t0.52\t1.9\n",
      "0.92\t2.1\t0.54\t1.91\n",
      "0.91\t2.13\t0.52\t1.9\n",
      "0.91\t2.15\t0.54\t1.9\n",
      "0.9\t2.06\t0.55\t1.9\n",
      "0.9\t2.06\t0.51\t1.9\n",
      "0.9\t1.97\t0.48\t1.9\n",
      "0.91\t1.9\t0.49\t1.9\n",
      "0.91\t1.96\t0.45\t1.91\n",
      "0.91\t1.98\t0.45\t1.91\n",
      "0.91\t1.95\t0.39\t1.9\n",
      "0.91\t2.0\t0.38\t1.9\n",
      "0.9\t2.02\t0.4\t1.9\n",
      "0.91\t1.99\t0.41\t1.9\n",
      "0.91\t1.93\t0.41\t1.9\n",
      "0.91\t2.02\t0.4\t1.91\n",
      "0.92\t2.11\t0.4\t1.92\n",
      "0.92\t2.1\t0.43\t1.91\n",
      "0.91\t2.13\t0.4\t1.91\n",
      "0.91\t2.14\t0.45\t1.9\n",
      "0.91\t2.17\t0.42\t1.91\n",
      "0.91\t2.18\t0.41\t1.91\n",
      "0.92\t2.26\t0.45\t1.91\n",
      "0.91\t2.31\t0.44\t1.91\n",
      "0.91\t2.24\t0.41\t1.9\n",
      "0.91\t2.24\t0.39\t1.9\n",
      "0.9\t2.29\t0.4\t1.89\n",
      "0.9\t2.31\t0.45\t1.89\n",
      "0.89\t2.33\t0.48\t1.89\n",
      "0.89\t2.29\t0.53\t1.89\n",
      "0.89\t2.28\t0.58\t1.89\n",
      "0.89\t2.27\t0.59\t1.88\n",
      "0.9\t2.22\t0.51\t1.9\n",
      "0.91\t2.14\t0.5\t1.91\n",
      "0.91\t2.16\t0.49\t1.91\n",
      "0.91\t2.23\t0.47\t1.91\n",
      "0.91\t2.22\t0.49\t1.9\n",
      "0.91\t2.2\t0.5\t1.9\n",
      "0.9\t2.26\t0.44\t1.89\n",
      "0.88\t2.24\t0.46\t1.88\n",
      "0.88\t2.29\t0.48\t1.88\n",
      "0.88\t2.28\t0.55\t1.88\n",
      "0.89\t2.25\t0.5\t1.88\n",
      "0.9\t2.17\t0.51\t1.9\n",
      "0.9\t2.16\t0.5\t1.89\n",
      "0.9\t2.16\t0.52\t1.89\n",
      "0.9\t2.14\t0.5\t1.89\n",
      "0.88\t2.07\t0.54\t1.88\n",
      "0.88\t2.11\t0.51\t1.88\n",
      "0.87\t2.14\t0.55\t1.88\n",
      "0.89\t2.27\t0.49\t1.88\n",
      "0.89\t2.28\t0.51\t1.88\n",
      "0.89\t2.31\t0.53\t1.89\n",
      "0.89\t2.41\t0.54\t1.88\n",
      "0.88\t2.45\t0.56\t1.88\n",
      "0.87\t2.37\t0.58\t1.87\n",
      "0.89\t2.42\t0.57\t1.88\n",
      "0.89\t2.45\t0.57\t1.87\n",
      "0.9\t2.4\t0.57\t1.89\n",
      "0.89\t2.47\t0.57\t1.88\n",
      "0.87\t2.44\t0.53\t1.87\n",
      "0.87\t2.45\t0.57\t1.87\n",
      "0.88\t2.4\t0.56\t1.87\n",
      "0.86\t2.36\t0.6\t1.86\n",
      "0.86\t2.37\t0.57\t1.86\n",
      "0.88\t2.33\t0.61\t1.88\n",
      "0.88\t2.29\t0.61\t1.88\n",
      "0.89\t2.28\t0.6\t1.88\n",
      "0.88\t2.37\t0.62\t1.88\n",
      "0.89\t2.28\t0.62\t1.88\n",
      "0.89\t2.27\t0.56\t1.88\n",
      "0.89\t2.3\t0.55\t1.88\n",
      "0.9\t2.32\t0.6\t1.89\n",
      "0.9\t2.35\t0.65\t1.9\n",
      "0.91\t2.38\t0.63\t1.9\n",
      "0.91\t2.34\t0.64\t1.91\n",
      "0.9\t2.29\t0.59\t1.9\n",
      "0.91\t2.31\t0.57\t1.91\n",
      "0.9\t2.35\t0.56\t1.9\n",
      "0.9\t2.28\t0.57\t1.9\n",
      "0.9\t2.3\t0.57\t1.9\n",
      "0.9\t2.28\t0.59\t1.9\n",
      "0.89\t2.23\t0.66\t1.89\n",
      "0.89\t2.13\t0.65\t1.88\n",
      "0.9\t2.09\t0.66\t1.89\n",
      "0.9\t2.1\t0.61\t1.9\n",
      "0.91\t2.08\t0.59\t1.91\n",
      "0.92\t2.02\t0.57\t1.91\n",
      "0.92\t2.05\t0.51\t1.91\n",
      "0.92\t2.11\t0.47\t1.92\n",
      "0.92\t2.08\t0.49\t1.91\n",
      "0.91\t2.16\t0.51\t1.9\n",
      "0.91\t2.21\t0.53\t1.9\n",
      "0.91\t2.18\t0.56\t1.9\n",
      "0.9\t2.15\t0.53\t1.9\n",
      "0.91\t2.15\t0.51\t1.91\n",
      "0.91\t2.2\t0.47\t1.9\n",
      "0.91\t2.19\t0.46\t1.9\n",
      "0.91\t2.21\t0.48\t1.9\n",
      "0.9\t2.21\t0.42\t1.89\n",
      "0.9\t2.25\t0.38\t1.89\n",
      "0.91\t2.35\t0.46\t1.9\n",
      "0.9\t2.33\t0.46\t1.9\n",
      "0.9\t2.29\t0.5\t1.89\n",
      "0.89\t2.31\t0.5\t1.89\n",
      "0.9\t2.29\t0.59\t1.9\n",
      "0.9\t2.31\t0.58\t1.89\n",
      "0.9\t2.32\t0.53\t1.89\n",
      "0.9\t2.33\t0.47\t1.89\n",
      "0.88\t2.31\t0.54\t1.88\n",
      "0.89\t2.31\t0.54\t1.89\n",
      "0.9\t2.28\t0.53\t1.89\n",
      "0.91\t2.28\t0.53\t1.89\n",
      "0.92\t2.2\t0.59\t1.92\n",
      "0.92\t2.17\t0.56\t1.92\n",
      "0.92\t2.29\t0.59\t1.92\n",
      "0.91\t2.29\t0.59\t1.91\n",
      "0.92\t2.29\t0.64\t1.91\n",
      "0.92\t2.26\t0.64\t1.91\n",
      "0.91\t2.3\t0.58\t1.91\n",
      "0.9\t2.26\t0.56\t1.91\n",
      "0.91\t2.21\t0.62\t1.9\n",
      "0.9\t2.18\t0.58\t1.9\n",
      "0.91\t2.21\t0.57\t1.9\n",
      "0.9\t2.26\t0.57\t1.9\n",
      "0.9\t2.3\t0.53\t1.89\n",
      "0.91\t2.32\t0.46\t1.9\n",
      "0.9\t2.31\t0.47\t1.9\n",
      "0.9\t2.37\t0.43\t1.9\n",
      "0.89\t2.31\t0.42\t1.88\n",
      "0.9\t2.29\t0.43\t1.89\n",
      "0.9\t2.26\t0.43\t1.89\n",
      "0.89\t2.25\t0.46\t1.88\n",
      "0.89\t2.32\t0.48\t1.89\n",
      "0.89\t2.33\t0.49\t1.89\n",
      "0.89\t2.3\t0.52\t1.89\n",
      "0.89\t2.28\t0.51\t1.89\n",
      "0.89\t2.29\t0.47\t1.88\n",
      "0.91\t2.34\t0.51\t1.9\n",
      "0.91\t2.36\t0.47\t1.9\n",
      "0.89\t2.32\t0.44\t1.89\n",
      "0.89\t2.34\t0.52\t1.89\n",
      "0.89\t2.37\t0.47\t1.88\n",
      "0.9\t2.26\t0.53\t1.9\n",
      "0.89\t2.24\t0.51\t1.88\n",
      "0.88\t2.32\t0.51\t1.87\n",
      "0.88\t2.28\t0.5\t1.88\n",
      "0.88\t2.26\t0.49\t1.87\n",
      "0.88\t2.34\t0.52\t1.87\n",
      "0.87\t2.31\t0.56\t1.87\n",
      "0.88\t2.27\t0.53\t1.87\n",
      "0.87\t2.16\t0.49\t1.87\n",
      "0.88\t2.1\t0.45\t1.86\n",
      "0.86\t2.06\t0.45\t1.86\n",
      "0.87\t1.99\t0.47\t1.87\n",
      "0.86\t2.02\t0.51\t1.85\n",
      "0.86\t2.04\t0.54\t1.86\n",
      "0.85\t2.06\t0.53\t1.84\n",
      "0.85\t2.11\t0.51\t1.85\n",
      "0.85\t2.1\t0.51\t1.85\n",
      "0.85\t2.1\t0.52\t1.86\n",
      "0.84\t2.1\t0.56\t1.84\n",
      "0.86\t2.07\t0.52\t1.86\n",
      "0.87\t2.02\t0.56\t1.87\n",
      "0.87\t2.1\t0.56\t1.87\n",
      "0.87\t2.12\t0.53\t1.88\n",
      "0.88\t2.19\t0.55\t1.88\n",
      "0.88\t2.23\t0.57\t1.89\n",
      "0.88\t2.19\t0.58\t1.88\n",
      "0.88\t2.26\t0.6\t1.88\n",
      "0.89\t2.31\t0.59\t1.89\n",
      "0.89\t2.32\t0.56\t1.88\n",
      "0.89\t2.38\t0.54\t1.89\n",
      "0.89\t2.35\t0.52\t1.88\n",
      "0.89\t2.33\t0.47\t1.89\n",
      "0.9\t2.34\t0.54\t1.9\n",
      "0.91\t2.35\t0.47\t1.9\n",
      "0.89\t2.31\t0.45\t1.88\n",
      "0.88\t2.28\t0.52\t1.87\n",
      "0.89\t2.22\t0.59\t1.89\n",
      "0.88\t2.22\t0.61\t1.87\n",
      "0.87\t2.19\t0.59\t1.86\n",
      "0.87\t2.24\t0.61\t1.87\n",
      "0.88\t2.24\t0.56\t1.87\n",
      "0.88\t2.15\t0.57\t1.88\n",
      "0.89\t2.16\t0.58\t1.88\n",
      "0.89\t2.18\t0.64\t1.89\n",
      "0.89\t2.1\t0.58\t1.88\n",
      "0.88\t2.13\t0.53\t1.88\n",
      "0.88\t2.18\t0.53\t1.87\n",
      "0.87\t2.24\t0.46\t1.86\n",
      "0.85\t2.17\t0.5\t1.85\n",
      "0.85\t2.26\t0.53\t1.85\n",
      "0.85\t2.21\t0.48\t1.84\n",
      "0.85\t2.21\t0.45\t1.85\n",
      "0.86\t2.19\t0.5\t1.85\n",
      "0.85\t2.19\t0.52\t1.85\n",
      "0.86\t2.23\t0.53\t1.85\n",
      "0.86\t2.27\t0.5\t1.85\n",
      "0.87\t2.33\t0.49\t1.87\n",
      "0.89\t2.4\t0.56\t1.88\n",
      "0.89\t2.35\t0.55\t1.89\n",
      "0.87\t2.35\t0.55\t1.87\n",
      "0.87\t2.34\t0.58\t1.87\n",
      "0.88\t2.39\t0.56\t1.88\n",
      "0.87\t2.36\t0.52\t1.86\n",
      "0.88\t2.36\t0.53\t1.87\n",
      "0.89\t2.33\t0.57\t1.89\n",
      "0.9\t2.32\t0.58\t1.9\n",
      "0.9\t2.31\t0.6\t1.9\n",
      "0.9\t2.32\t0.62\t1.9\n",
      "0.91\t2.27\t0.66\t1.91\n",
      "0.9\t2.27\t0.64\t1.9\n",
      "0.88\t2.24\t0.61\t1.88\n",
      "0.9\t2.19\t0.64\t1.9\n",
      "0.9\t2.27\t0.59\t1.9\n",
      "0.9\t2.25\t0.56\t1.89\n",
      "0.9\t2.22\t0.53\t1.9\n",
      "0.91\t2.17\t0.52\t1.91\n",
      "0.91\t2.14\t0.54\t1.91\n",
      "0.92\t2.15\t0.58\t1.91\n",
      "0.92\t2.22\t0.53\t1.92\n",
      "0.92\t2.3\t0.51\t1.91\n",
      "0.91\t2.28\t0.51\t1.9\n",
      "0.91\t2.22\t0.56\t1.91\n",
      "0.9\t2.2\t0.51\t1.9\n",
      "0.91\t2.19\t0.5\t1.91\n",
      "0.9\t2.15\t0.48\t1.89\n",
      "0.9\t2.11\t0.47\t1.9\n",
      "0.91\t2.3\t0.43\t1.91\n",
      "0.92\t2.26\t0.43\t1.91\n",
      "0.91\t2.26\t0.51\t1.91\n",
      "0.92\t2.22\t0.47\t1.91\n",
      "0.92\t2.22\t0.54\t1.92\n",
      "0.91\t2.18\t0.56\t1.91\n",
      "0.92\t2.18\t0.5\t1.91\n",
      "0.91\t2.16\t0.47\t1.91\n",
      "0.92\t2.2\t0.46\t1.91\n",
      "0.92\t2.17\t0.55\t1.91\n",
      "0.91\t2.17\t0.53\t1.91\n",
      "0.91\t2.2\t0.56\t1.9\n",
      "0.91\t2.18\t0.57\t1.91\n",
      "0.91\t2.11\t0.53\t1.9\n",
      "0.9\t2.11\t0.51\t1.9\n",
      "0.92\t2.19\t0.48\t1.91\n",
      "0.92\t2.13\t0.54\t1.92\n",
      "0.93\t2.17\t0.53\t1.92\n",
      "0.93\t2.16\t0.57\t1.92\n",
      "0.93\t2.09\t0.54\t1.92\n",
      "0.92\t2.07\t0.59\t1.92\n",
      "0.92\t2.11\t0.55\t1.92\n",
      "0.92\t2.14\t0.52\t1.91\n",
      "0.91\t2.17\t0.52\t1.91\n",
      "0.92\t2.16\t0.57\t1.91\n",
      "0.92\t2.09\t0.63\t1.91\n",
      "0.92\t2.09\t0.59\t1.91\n",
      "0.92\t2.04\t0.58\t1.91\n",
      "0.92\t2.04\t0.66\t1.92\n",
      "0.93\t2.05\t0.7\t1.92\n",
      "0.92\t2.03\t0.65\t1.92\n",
      "0.93\t2.05\t0.66\t1.93\n",
      "0.94\t2.16\t0.66\t1.94\n",
      "0.93\t2.1\t0.64\t1.93\n",
      "0.94\t2.1\t0.67\t1.94\n",
      "0.94\t2.08\t0.62\t1.94\n",
      "0.94\t2.08\t0.64\t1.93\n",
      "0.93\t2.1\t0.58\t1.93\n",
      "0.94\t2.11\t0.57\t1.93\n",
      "0.93\t2.06\t0.63\t1.93\n",
      "0.93\t2.07\t0.54\t1.93\n",
      "0.93\t2.12\t0.51\t1.93\n",
      "0.93\t2.09\t0.53\t1.92\n",
      "0.93\t2.12\t0.57\t1.92\n",
      "0.93\t2.12\t0.55\t1.93\n",
      "0.93\t2.15\t0.63\t1.93\n",
      "0.93\t2.19\t0.68\t1.93\n",
      "0.93\t2.23\t0.7\t1.93\n",
      "0.93\t2.21\t0.69\t1.92\n",
      "0.92\t2.12\t0.7\t1.92\n",
      "0.92\t2.17\t0.7\t1.92\n",
      "0.91\t2.19\t0.71\t1.91\n",
      "0.9\t2.16\t0.65\t1.9\n",
      "0.9\t2.16\t0.66\t1.89\n",
      "0.9\t2.21\t0.65\t1.9\n",
      "0.9\t2.22\t0.66\t1.9\n",
      "0.91\t2.26\t0.66\t1.9\n",
      "0.91\t2.2\t0.61\t1.91\n",
      "0.91\t2.26\t0.63\t1.9\n",
      "0.9\t2.27\t0.62\t1.89\n",
      "0.9\t2.31\t0.63\t1.9\n",
      "0.9\t2.31\t0.58\t1.89\n",
      "0.89\t2.32\t0.57\t1.89\n",
      "0.91\t2.28\t0.61\t1.9\n",
      "0.92\t2.28\t0.54\t1.91\n",
      "0.91\t2.31\t0.56\t1.91\n",
      "0.92\t2.32\t0.56\t1.92\n",
      "0.92\t2.25\t0.57\t1.91\n",
      "0.91\t2.31\t0.58\t1.91\n",
      "0.91\t2.33\t0.51\t1.91\n",
      "0.92\t2.32\t0.43\t1.91\n",
      "0.91\t2.38\t0.47\t1.91\n",
      "0.9\t2.39\t0.43\t1.89\n",
      "0.9\t2.39\t0.52\t1.9\n",
      "0.9\t2.29\t0.52\t1.89\n",
      "0.91\t2.32\t0.5\t1.91\n",
      "0.92\t2.35\t0.44\t1.91\n",
      "0.9\t2.33\t0.4\t1.9\n",
      "0.91\t2.33\t0.42\t1.9\n",
      "0.9\t2.39\t0.46\t1.9\n",
      "0.91\t2.36\t0.44\t1.9\n",
      "0.91\t2.29\t0.43\t1.91\n",
      "0.9\t2.31\t0.49\t1.9\n",
      "0.91\t2.24\t0.51\t1.9\n",
      "0.9\t2.29\t0.51\t1.89\n",
      "0.89\t2.32\t0.54\t1.88\n",
      "0.89\t2.27\t0.54\t1.89\n",
      "0.89\t2.26\t0.57\t1.88\n",
      "0.9\t2.22\t0.55\t1.89\n",
      "0.9\t2.15\t0.5\t1.9\n",
      "0.9\t2.07\t0.47\t1.9\n",
      "0.91\t2.15\t0.53\t1.9\n",
      "0.9\t2.18\t0.51\t1.9\n",
      "0.92\t2.19\t0.54\t1.92\n",
      "0.92\t2.16\t0.49\t1.92\n",
      "0.91\t2.15\t0.5\t1.91\n",
      "0.91\t2.2\t0.51\t1.91\n",
      "0.92\t2.13\t0.56\t1.91\n",
      "0.92\t2.16\t0.57\t1.92\n",
      "0.92\t2.2\t0.54\t1.91\n",
      "0.93\t2.21\t0.53\t1.92\n",
      "0.92\t2.17\t0.53\t1.92\n",
      "0.92\t2.17\t0.46\t1.92\n",
      "0.93\t2.13\t0.5\t1.93\n",
      "0.93\t2.12\t0.52\t1.93\n",
      "0.93\t2.02\t0.57\t1.93\n",
      "0.94\t2.1\t0.58\t1.93\n",
      "0.94\t2.09\t0.6\t1.93\n",
      "0.93\t2.05\t0.61\t1.92\n",
      "0.93\t2.03\t0.57\t1.93\n",
      "0.93\t2.01\t0.49\t1.92\n",
      "0.93\t1.95\t0.46\t1.93\n",
      "0.93\t2.07\t0.46\t1.92\n",
      "0.93\t2.0\t0.48\t1.92\n",
      "0.93\t1.95\t0.45\t1.93\n",
      "0.93\t1.99\t0.42\t1.93\n",
      "0.93\t2.01\t0.48\t1.93\n",
      "0.93\t2.09\t0.48\t1.92\n",
      "0.92\t2.11\t0.49\t1.91\n",
      "0.92\t2.06\t0.5\t1.92\n",
      "0.92\t2.03\t0.43\t1.92\n",
      "0.92\t2.11\t0.52\t1.92\n",
      "0.91\t2.13\t0.53\t1.9\n",
      "0.88\t2.16\t0.51\t1.88\n",
      "0.88\t2.09\t0.46\t1.87\n",
      "0.88\t2.06\t0.47\t1.87\n",
      "0.88\t2.06\t0.43\t1.89\n",
      "0.88\t2.05\t0.39\t1.88\n",
      "0.9\t2.04\t0.37\t1.9\n",
      "0.9\t2.09\t0.45\t1.89\n",
      "0.89\t2.03\t0.5\t1.88\n",
      "0.89\t2.13\t0.54\t1.89\n",
      "0.89\t2.11\t0.47\t1.88\n",
      "0.88\t2.1\t0.52\t1.88\n",
      "0.87\t2.15\t0.56\t1.88\n",
      "0.89\t2.26\t0.51\t1.89\n",
      "0.9\t2.33\t0.52\t1.89\n",
      "0.9\t2.35\t0.48\t1.89\n",
      "0.88\t2.36\t0.5\t1.88\n",
      "0.88\t2.35\t0.52\t1.88\n",
      "0.87\t2.41\t0.56\t1.87\n",
      "0.87\t2.42\t0.56\t1.87\n",
      "0.87\t2.38\t0.56\t1.86\n",
      "0.86\t2.42\t0.59\t1.85\n",
      "0.87\t2.43\t0.53\t1.86\n",
      "0.87\t2.41\t0.56\t1.86\n",
      "0.87\t2.46\t0.54\t1.86\n",
      "0.89\t2.45\t0.51\t1.88\n",
      "0.89\t2.41\t0.51\t1.88\n",
      "0.89\t2.38\t0.52\t1.89\n",
      "0.89\t2.39\t0.5\t1.88\n",
      "0.9\t2.36\t0.53\t1.89\n",
      "0.91\t2.37\t0.6\t1.91\n",
      "0.91\t2.33\t0.62\t1.91\n",
      "0.9\t2.32\t0.58\t1.89\n",
      "0.89\t2.31\t0.59\t1.89\n",
      "0.89\t2.27\t0.62\t1.89\n",
      "0.89\t2.33\t0.56\t1.89\n",
      "0.9\t2.31\t0.54\t1.89\n",
      "0.9\t2.31\t0.57\t1.89\n",
      "0.89\t2.31\t0.57\t1.89\n",
      "0.89\t2.3\t0.62\t1.89\n",
      "0.91\t2.31\t0.6\t1.91\n",
      "0.91\t2.29\t0.59\t1.9\n",
      "0.91\t2.25\t0.55\t1.9\n",
      "0.91\t2.27\t0.52\t1.91\n",
      "0.91\t2.22\t0.54\t1.91\n",
      "0.91\t2.22\t0.52\t1.9\n",
      "0.92\t2.24\t0.47\t1.92\n",
      "0.91\t2.21\t0.51\t1.91\n",
      "0.91\t2.32\t0.53\t1.9\n",
      "0.9\t2.32\t0.56\t1.9\n",
      "0.91\t2.29\t0.47\t1.91\n",
      "0.91\t2.26\t0.46\t1.9\n",
      "0.91\t2.33\t0.44\t1.91\n",
      "0.92\t2.43\t0.44\t1.91\n",
      "0.92\t2.42\t0.51\t1.91\n",
      "0.91\t2.38\t0.52\t1.91\n",
      "0.91\t2.39\t0.5\t1.9\n",
      "0.89\t2.32\t0.53\t1.89\n",
      "0.9\t2.29\t0.57\t1.9\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.51\t1.53\t0.47\t1.55\n",
      "0.53\t1.54\t0.5\t1.56\n",
      "0.54\t1.42\t0.6\t1.57\n",
      "0.56\t1.42\t0.53\t1.57\n",
      "0.56\t1.5\t0.46\t1.56\n",
      "0.56\t1.45\t0.55\t1.56\n",
      "0.59\t1.65\t0.58\t1.59\n",
      "0.6\t1.72\t0.56\t1.6\n",
      "0.6\t1.76\t0.47\t1.6\n",
      "0.62\t1.79\t0.4\t1.62\n",
      "0.63\t1.65\t0.41\t1.63\n",
      "0.63\t1.73\t0.42\t1.65\n",
      "0.64\t1.82\t0.43\t1.64\n",
      "0.64\t1.75\t0.44\t1.63\n",
      "0.64\t1.76\t0.5\t1.64\n",
      "0.64\t1.74\t0.54\t1.64\n",
      "0.66\t1.66\t0.45\t1.65\n",
      "0.66\t1.59\t0.54\t1.66\n",
      "0.65\t1.49\t0.52\t1.65\n",
      "0.64\t1.49\t0.45\t1.63\n",
      "0.64\t1.51\t0.5\t1.64\n",
      "0.65\t1.6\t0.38\t1.64\n",
      "0.66\t1.62\t0.5\t1.66\n",
      "0.67\t1.89\t0.56\t1.67\n",
      "0.68\t1.84\t0.54\t1.68\n",
      "0.68\t1.83\t0.58\t1.68\n",
      "0.7\t1.92\t0.62\t1.69\n",
      "0.7\t1.92\t0.58\t1.7\n",
      "0.7\t2.05\t0.56\t1.7\n",
      "0.69\t2.09\t0.55\t1.69\n",
      "0.69\t2.11\t0.61\t1.69\n",
      "0.7\t2.04\t0.59\t1.71\n",
      "0.71\t2.0\t0.54\t1.71\n",
      "0.71\t2.02\t0.57\t1.71\n",
      "0.71\t2.1\t0.58\t1.71\n",
      "0.72\t2.01\t0.57\t1.71\n",
      "0.73\t2.04\t0.5\t1.73\n",
      "0.74\t1.91\t0.47\t1.74\n",
      "0.76\t1.72\t0.46\t1.75\n",
      "0.76\t1.73\t0.52\t1.75\n",
      "0.77\t1.77\t0.44\t1.76\n",
      "0.76\t1.74\t0.5\t1.76\n",
      "0.76\t1.86\t0.57\t1.76\n",
      "0.76\t1.83\t0.53\t1.76\n",
      "0.79\t1.95\t0.48\t1.78\n",
      "0.79\t1.94\t0.5\t1.79\n",
      "0.78\t1.94\t0.52\t1.79\n",
      "0.79\t1.96\t0.53\t1.78\n",
      "0.78\t2.06\t0.52\t1.78\n",
      "0.79\t2.08\t0.51\t1.78\n",
      "0.78\t2.14\t0.5\t1.78\n",
      "0.78\t2.06\t0.51\t1.79\n",
      "0.81\t1.99\t0.55\t1.8\n",
      "0.8\t1.92\t0.57\t1.8\n",
      "0.8\t1.96\t0.52\t1.81\n",
      "0.83\t2.08\t0.52\t1.82\n",
      "0.82\t1.99\t0.51\t1.83\n",
      "0.81\t1.92\t0.53\t1.81\n",
      "0.83\t1.93\t0.48\t1.83\n",
      "0.84\t1.91\t0.44\t1.85\n",
      "0.83\t1.89\t0.44\t1.83\n",
      "0.83\t1.82\t0.51\t1.82\n",
      "0.83\t1.82\t0.53\t1.83\n",
      "0.83\t1.81\t0.45\t1.83\n",
      "0.83\t1.7\t0.36\t1.83\n",
      "0.82\t1.82\t0.45\t1.82\n",
      "0.84\t1.84\t0.38\t1.83\n",
      "0.82\t1.95\t0.45\t1.81\n",
      "0.82\t2.01\t0.5\t1.81\n",
      "0.82\t1.85\t0.49\t1.82\n",
      "0.82\t1.91\t0.48\t1.82\n",
      "0.82\t1.94\t0.46\t1.82\n",
      "0.81\t1.96\t0.44\t1.8\n",
      "0.81\t1.72\t0.42\t1.8\n",
      "0.8\t1.83\t0.46\t1.8\n",
      "0.82\t1.87\t0.53\t1.81\n",
      "0.81\t1.8\t0.57\t1.82\n",
      "0.83\t1.86\t0.58\t1.81\n",
      "0.84\t1.96\t0.54\t1.84\n",
      "0.85\t1.95\t0.56\t1.86\n",
      "0.85\t1.95\t0.51\t1.84\n",
      "0.86\t2.07\t0.52\t1.87\n",
      "0.88\t2.09\t0.51\t1.87\n",
      "0.88\t2.19\t0.46\t1.88\n",
      "0.88\t2.2\t0.47\t1.88\n",
      "0.88\t2.14\t0.48\t1.88\n",
      "0.88\t2.06\t0.54\t1.88\n",
      "0.9\t2.1\t0.58\t1.89\n",
      "0.9\t2.25\t0.53\t1.89\n",
      "0.89\t2.15\t0.49\t1.89\n",
      "0.89\t2.13\t0.43\t1.88\n",
      "0.9\t2.13\t0.53\t1.89\n",
      "0.9\t2.14\t0.59\t1.9\n",
      "0.9\t2.09\t0.61\t1.9\n",
      "0.91\t2.01\t0.51\t1.91\n",
      "0.9\t2.1\t0.51\t1.89\n",
      "0.89\t2.05\t0.51\t1.88\n",
      "0.88\t2.04\t0.49\t1.88\n",
      "0.87\t2.04\t0.45\t1.87\n",
      "0.86\t2.04\t0.46\t1.86\n",
      "0.86\t1.95\t0.52\t1.86\n",
      "0.86\t1.96\t0.56\t1.86\n",
      "0.86\t1.98\t0.55\t1.85\n",
      "0.86\t2.09\t0.52\t1.85\n",
      "0.87\t2.09\t0.47\t1.86\n",
      "0.87\t2.11\t0.48\t1.86\n",
      "0.87\t2.02\t0.48\t1.86\n",
      "0.86\t1.96\t0.51\t1.85\n",
      "0.87\t2.05\t0.45\t1.87\n",
      "0.87\t2.04\t0.48\t1.87\n",
      "0.87\t1.99\t0.5\t1.86\n",
      "0.86\t2.03\t0.46\t1.86\n",
      "0.85\t1.93\t0.54\t1.83\n",
      "0.84\t2.08\t0.44\t1.84\n",
      "0.85\t1.93\t0.42\t1.83\n",
      "0.84\t1.82\t0.45\t1.84\n",
      "0.85\t1.79\t0.51\t1.84\n",
      "0.85\t1.92\t0.55\t1.86\n",
      "0.87\t1.91\t0.51\t1.87\n",
      "0.87\t1.97\t0.53\t1.88\n",
      "0.87\t2.05\t0.51\t1.87\n",
      "0.88\t2.08\t0.58\t1.88\n",
      "0.89\t2.01\t0.5\t1.88\n",
      "0.89\t2.07\t0.51\t1.89\n",
      "0.88\t1.96\t0.52\t1.88\n",
      "0.89\t1.84\t0.52\t1.87\n",
      "0.88\t1.95\t0.49\t1.87\n",
      "0.88\t1.84\t0.51\t1.88\n",
      "0.89\t1.93\t0.57\t1.88\n",
      "0.9\t1.96\t0.54\t1.88\n",
      "0.89\t1.96\t0.53\t1.88\n",
      "0.89\t1.95\t0.48\t1.88\n",
      "0.89\t2.06\t0.47\t1.88\n",
      "0.88\t2.11\t0.48\t1.88\n",
      "0.87\t1.99\t0.5\t1.86\n",
      "0.85\t2.04\t0.47\t1.85\n",
      "0.87\t2.13\t0.53\t1.86\n",
      "0.86\t2.06\t0.5\t1.86\n",
      "0.87\t2.05\t0.52\t1.88\n",
      "0.89\t1.97\t0.51\t1.88\n",
      "0.89\t1.92\t0.5\t1.88\n",
      "0.88\t1.9\t0.56\t1.88\n",
      "0.88\t1.94\t0.49\t1.87\n",
      "0.89\t2.0\t0.51\t1.89\n",
      "0.9\t2.0\t0.51\t1.9\n",
      "0.9\t1.92\t0.55\t1.9\n",
      "0.9\t1.91\t0.52\t1.89\n",
      "0.9\t1.87\t0.51\t1.9\n",
      "0.9\t1.86\t0.52\t1.9\n",
      "0.9\t1.84\t0.55\t1.89\n",
      "0.89\t1.86\t0.43\t1.88\n",
      "0.9\t1.75\t0.51\t1.9\n",
      "0.9\t1.73\t0.53\t1.9\n",
      "0.89\t1.63\t0.5\t1.9\n",
      "0.9\t1.77\t0.47\t1.89\n",
      "0.9\t1.89\t0.44\t1.9\n",
      "0.91\t1.84\t0.47\t1.9\n",
      "0.9\t1.88\t0.53\t1.9\n",
      "0.91\t1.88\t0.59\t1.9\n",
      "0.92\t1.9\t0.5\t1.92\n",
      "0.92\t2.0\t0.42\t1.92\n",
      "0.93\t2.08\t0.52\t1.92\n",
      "0.92\t1.98\t0.5\t1.92\n",
      "0.92\t1.95\t0.44\t1.92\n",
      "0.91\t1.94\t0.54\t1.91\n",
      "0.92\t1.99\t0.55\t1.92\n",
      "0.91\t1.99\t0.56\t1.91\n",
      "0.92\t2.0\t0.56\t1.91\n",
      "0.92\t1.97\t0.54\t1.92\n",
      "0.93\t1.87\t0.52\t1.92\n",
      "0.92\t1.97\t0.46\t1.91\n",
      "0.92\t1.94\t0.53\t1.91\n",
      "0.91\t2.07\t0.44\t1.9\n",
      "0.9\t2.07\t0.5\t1.89\n",
      "0.89\t2.1\t0.59\t1.88\n",
      "0.89\t2.04\t0.58\t1.88\n",
      "0.88\t2.01\t0.57\t1.89\n",
      "0.9\t2.15\t0.54\t1.9\n",
      "0.9\t2.01\t0.51\t1.89\n",
      "0.89\t2.01\t0.46\t1.88\n",
      "0.88\t1.96\t0.46\t1.87\n",
      "0.87\t2.04\t0.53\t1.87\n",
      "0.87\t1.95\t0.45\t1.87\n",
      "0.88\t1.91\t0.47\t1.88\n",
      "0.87\t1.97\t0.5\t1.87\n",
      "0.87\t1.95\t0.57\t1.86\n",
      "0.87\t2.07\t0.52\t1.87\n",
      "0.87\t2.01\t0.51\t1.86\n",
      "0.86\t1.99\t0.55\t1.86\n",
      "0.87\t2.02\t0.57\t1.86\n",
      "0.86\t1.93\t0.53\t1.86\n",
      "0.86\t1.93\t0.53\t1.85\n",
      "0.83\t2.01\t0.5\t1.83\n",
      "0.84\t2.06\t0.56\t1.83\n",
      "0.83\t2.13\t0.51\t1.84\n",
      "0.84\t2.18\t0.54\t1.83\n",
      "0.83\t2.19\t0.52\t1.82\n",
      "0.83\t2.07\t0.51\t1.83\n",
      "0.84\t2.01\t0.52\t1.84\n",
      "0.85\t2.18\t0.58\t1.85\n",
      "0.84\t2.23\t0.55\t1.84\n",
      "0.85\t2.04\t0.57\t1.85\n",
      "0.85\t1.92\t0.54\t1.83\n",
      "0.84\t2.06\t0.55\t1.84\n",
      "0.86\t2.12\t0.47\t1.85\n",
      "0.86\t2.11\t0.52\t1.85\n",
      "0.85\t2.07\t0.52\t1.85\n",
      "0.86\t2.02\t0.52\t1.86\n",
      "0.86\t2.1\t0.46\t1.86\n",
      "0.86\t2.06\t0.47\t1.85\n",
      "0.86\t2.06\t0.5\t1.86\n",
      "0.87\t2.08\t0.46\t1.86\n",
      "0.87\t2.04\t0.51\t1.87\n",
      "0.86\t2.08\t0.55\t1.85\n",
      "0.88\t2.06\t0.54\t1.87\n",
      "0.87\t2.03\t0.5\t1.87\n",
      "0.87\t1.99\t0.52\t1.87\n",
      "0.88\t2.01\t0.53\t1.88\n",
      "0.89\t1.98\t0.53\t1.89\n",
      "0.89\t1.98\t0.58\t1.88\n",
      "0.9\t2.11\t0.64\t1.89\n",
      "0.9\t2.17\t0.64\t1.89\n",
      "0.89\t2.01\t0.53\t1.88\n",
      "0.88\t1.96\t0.42\t1.88\n",
      "0.89\t1.98\t0.41\t1.89\n",
      "0.89\t1.91\t0.48\t1.88\n",
      "0.88\t1.89\t0.48\t1.88\n",
      "0.89\t1.85\t0.48\t1.89\n",
      "0.88\t1.78\t0.6\t1.89\n",
      "0.89\t1.76\t0.54\t1.91\n",
      "0.9\t1.77\t0.49\t1.9\n",
      "0.91\t1.8\t0.41\t1.9\n",
      "0.9\t1.87\t0.42\t1.89\n",
      "0.88\t1.88\t0.46\t1.88\n",
      "0.88\t1.87\t0.44\t1.88\n",
      "0.87\t2.03\t0.46\t1.87\n",
      "0.88\t1.95\t0.41\t1.88\n",
      "0.88\t1.92\t0.39\t1.87\n",
      "0.88\t1.73\t0.44\t1.88\n",
      "0.88\t1.67\t0.5\t1.88\n",
      "0.88\t1.84\t0.54\t1.87\n",
      "0.89\t1.83\t0.57\t1.88\n",
      "0.89\t1.81\t0.52\t1.89\n",
      "0.9\t2.02\t0.46\t1.89\n",
      "0.88\t2.04\t0.42\t1.88\n",
      "0.88\t1.87\t0.44\t1.88\n",
      "0.89\t2.02\t0.53\t1.89\n",
      "0.88\t2.07\t0.5\t1.88\n",
      "0.88\t2.19\t0.49\t1.88\n",
      "0.87\t2.2\t0.49\t1.87\n",
      "0.88\t2.04\t0.5\t1.88\n",
      "0.89\t1.97\t0.5\t1.89\n",
      "0.89\t2.04\t0.54\t1.89\n",
      "0.91\t2.05\t0.56\t1.9\n",
      "0.91\t2.05\t0.5\t1.9\n",
      "0.91\t1.94\t0.49\t1.91\n",
      "0.91\t1.8\t0.53\t1.9\n",
      "0.89\t1.83\t0.47\t1.89\n",
      "0.9\t1.85\t0.5\t1.9\n",
      "0.91\t1.76\t0.47\t1.9\n",
      "0.9\t1.88\t0.52\t1.89\n",
      "0.89\t2.03\t0.56\t1.88\n",
      "0.89\t2.05\t0.58\t1.88\n",
      "0.89\t2.1\t0.48\t1.88\n",
      "0.88\t1.9\t0.46\t1.87\n",
      "0.87\t1.91\t0.5\t1.86\n",
      "0.87\t1.86\t0.52\t1.86\n",
      "0.88\t1.78\t0.56\t1.89\n",
      "0.9\t1.99\t0.48\t1.9\n",
      "0.89\t1.9\t0.47\t1.88\n",
      "0.88\t1.87\t0.49\t1.88\n",
      "0.88\t1.96\t0.57\t1.87\n",
      "0.89\t1.84\t0.5\t1.88\n",
      "0.89\t1.99\t0.53\t1.89\n",
      "0.89\t2.14\t0.55\t1.89\n",
      "0.89\t2.17\t0.45\t1.88\n",
      "0.88\t2.15\t0.53\t1.88\n",
      "0.88\t2.05\t0.51\t1.87\n",
      "0.88\t2.1\t0.46\t1.87\n",
      "0.88\t2.13\t0.49\t1.88\n",
      "0.88\t2.08\t0.49\t1.88\n",
      "0.87\t2.13\t0.56\t1.87\n",
      "0.88\t2.08\t0.53\t1.89\n",
      "0.89\t1.99\t0.52\t1.89\n",
      "0.9\t1.94\t0.5\t1.89\n",
      "0.89\t1.94\t0.49\t1.89\n",
      "0.88\t2.04\t0.53\t1.88\n",
      "0.9\t1.88\t0.5\t1.89\n",
      "0.9\t1.92\t0.44\t1.89\n",
      "0.91\t1.82\t0.43\t1.9\n",
      "0.9\t1.83\t0.43\t1.9\n",
      "0.9\t1.93\t0.39\t1.9\n",
      "0.9\t1.88\t0.4\t1.9\n",
      "0.89\t1.83\t0.39\t1.89\n",
      "0.9\t1.85\t0.45\t1.89\n",
      "0.9\t1.95\t0.45\t1.89\n",
      "0.9\t2.03\t0.47\t1.9\n",
      "0.92\t1.96\t0.52\t1.91\n",
      "0.92\t2.0\t0.48\t1.91\n",
      "0.93\t2.08\t0.52\t1.92\n",
      "0.92\t2.08\t0.51\t1.92\n",
      "0.93\t1.98\t0.44\t1.92\n",
      "0.92\t1.96\t0.44\t1.91\n",
      "0.91\t1.9\t0.46\t1.9\n",
      "0.92\t1.84\t0.46\t1.91\n",
      "0.91\t2.03\t0.51\t1.9\n",
      "0.92\t2.07\t0.54\t1.92\n",
      "0.92\t2.03\t0.5\t1.91\n",
      "0.91\t2.19\t0.52\t1.9\n",
      "0.91\t2.04\t0.44\t1.9\n",
      "0.91\t2.05\t0.47\t1.91\n",
      "0.92\t2.08\t0.48\t1.91\n",
      "0.92\t2.08\t0.48\t1.91\n",
      "0.92\t2.01\t0.53\t1.91\n",
      "0.92\t1.93\t0.55\t1.91\n",
      "0.91\t1.97\t0.48\t1.9\n",
      "0.92\t2.05\t0.41\t1.91\n",
      "0.91\t2.05\t0.4\t1.9\n",
      "0.91\t2.01\t0.42\t1.9\n",
      "0.91\t1.97\t0.46\t1.9\n",
      "0.91\t1.9\t0.45\t1.91\n",
      "0.9\t1.83\t0.44\t1.89\n",
      "0.89\t1.78\t0.57\t1.89\n",
      "0.89\t1.77\t0.51\t1.89\n",
      "0.91\t1.81\t0.45\t1.9\n",
      "0.9\t1.83\t0.54\t1.89\n",
      "0.9\t1.79\t0.47\t1.88\n",
      "0.89\t1.83\t0.53\t1.87\n",
      "0.88\t1.85\t0.46\t1.88\n",
      "0.88\t1.92\t0.51\t1.88\n",
      "0.88\t1.91\t0.45\t1.88\n",
      "0.88\t1.89\t0.45\t1.89\n",
      "0.87\t1.97\t0.5\t1.87\n",
      "0.88\t1.95\t0.62\t1.87\n",
      "0.88\t2.07\t0.65\t1.89\n",
      "0.88\t2.14\t0.58\t1.87\n",
      "0.88\t2.25\t0.63\t1.88\n",
      "0.88\t2.21\t0.58\t1.87\n",
      "0.87\t2.19\t0.55\t1.86\n",
      "0.86\t2.19\t0.53\t1.85\n",
      "0.86\t2.03\t0.45\t1.87\n",
      "0.86\t2.19\t0.46\t1.85\n",
      "0.86\t2.18\t0.52\t1.86\n",
      "0.87\t2.21\t0.54\t1.86\n",
      "0.86\t2.03\t0.58\t1.86\n",
      "0.87\t2.06\t0.46\t1.86\n",
      "0.87\t2.03\t0.5\t1.86\n",
      "0.86\t1.91\t0.5\t1.86\n",
      "0.86\t1.85\t0.51\t1.86\n",
      "0.86\t1.83\t0.49\t1.85\n",
      "0.84\t1.8\t0.51\t1.84\n",
      "0.83\t1.76\t0.49\t1.83\n",
      "0.83\t1.81\t0.54\t1.82\n",
      "0.82\t1.81\t0.51\t1.82\n",
      "0.84\t1.76\t0.4\t1.82\n",
      "0.81\t1.76\t0.44\t1.8\n",
      "0.81\t1.85\t0.53\t1.81\n",
      "0.82\t1.95\t0.61\t1.82\n",
      "0.81\t2.1\t0.53\t1.82\n",
      "0.81\t2.14\t0.54\t1.81\n",
      "0.82\t2.06\t0.49\t1.82\n",
      "0.82\t1.87\t0.51\t1.82\n",
      "0.84\t1.9\t0.52\t1.84\n",
      "0.84\t1.9\t0.5\t1.84\n",
      "0.84\t1.85\t0.46\t1.83\n",
      "0.83\t1.73\t0.53\t1.81\n",
      "0.83\t1.69\t0.53\t1.83\n",
      "0.85\t1.73\t0.54\t1.84\n",
      "0.84\t1.85\t0.52\t1.83\n",
      "0.85\t1.74\t0.52\t1.86\n",
      "0.85\t1.87\t0.47\t1.85\n",
      "0.86\t1.89\t0.55\t1.86\n",
      "0.87\t1.84\t0.57\t1.86\n",
      "0.87\t1.81\t0.52\t1.87\n",
      "0.89\t1.75\t0.51\t1.88\n",
      "0.87\t1.86\t0.59\t1.87\n",
      "0.89\t1.84\t0.6\t1.89\n",
      "0.89\t1.88\t0.5\t1.88\n",
      "0.89\t1.86\t0.55\t1.89\n",
      "0.88\t1.92\t0.48\t1.87\n",
      "0.88\t1.88\t0.47\t1.87\n",
      "0.88\t1.89\t0.55\t1.87\n",
      "0.88\t1.9\t0.53\t1.87\n",
      "0.89\t1.87\t0.51\t1.88\n",
      "0.88\t1.86\t0.42\t1.88\n",
      "0.89\t1.9\t0.42\t1.88\n",
      "0.88\t1.83\t0.51\t1.87\n",
      "0.87\t1.81\t0.48\t1.86\n",
      "0.87\t1.86\t0.49\t1.86\n",
      "0.87\t1.86\t0.44\t1.86\n",
      "0.86\t1.8\t0.43\t1.85\n",
      "0.85\t1.87\t0.41\t1.84\n",
      "0.84\t1.91\t0.49\t1.84\n",
      "0.84\t1.99\t0.46\t1.83\n",
      "0.84\t2.09\t0.46\t1.84\n",
      "0.84\t2.14\t0.5\t1.84\n",
      "0.84\t2.15\t0.58\t1.84\n",
      "0.85\t2.08\t0.56\t1.85\n",
      "0.87\t2.04\t0.54\t1.86\n",
      "0.87\t2.13\t0.5\t1.87\n",
      "0.87\t2.05\t0.49\t1.87\n",
      "0.88\t2.05\t0.5\t1.87\n",
      "0.88\t2.05\t0.56\t1.87\n",
      "0.88\t2.07\t0.51\t1.87\n",
      "0.87\t1.95\t0.49\t1.88\n",
      "0.89\t1.81\t0.51\t1.9\n",
      "0.9\t1.86\t0.47\t1.91\n",
      "0.91\t1.89\t0.51\t1.91\n",
      "0.91\t1.84\t0.54\t1.9\n",
      "0.89\t1.75\t0.49\t1.89\n",
      "0.89\t1.83\t0.4\t1.87\n",
      "0.88\t1.82\t0.43\t1.88\n",
      "0.87\t1.74\t0.5\t1.87\n",
      "0.88\t1.89\t0.5\t1.88\n",
      "0.88\t1.82\t0.49\t1.87\n",
      "0.89\t1.78\t0.5\t1.88\n",
      "0.88\t1.87\t0.47\t1.88\n",
      "0.88\t1.91\t0.47\t1.87\n",
      "0.87\t2.02\t0.52\t1.87\n",
      "0.87\t1.94\t0.55\t1.88\n",
      "0.89\t1.91\t0.51\t1.88\n",
      "0.88\t1.92\t0.51\t1.88\n",
      "0.89\t1.99\t0.55\t1.89\n",
      "0.88\t2.03\t0.54\t1.87\n",
      "0.89\t2.1\t0.55\t1.88\n",
      "0.87\t2.04\t0.46\t1.87\n",
      "0.88\t1.98\t0.52\t1.88\n",
      "0.88\t2.08\t0.57\t1.88\n",
      "0.89\t2.08\t0.57\t1.88\n",
      "0.89\t2.1\t0.5\t1.88\n",
      "0.87\t2.15\t0.48\t1.86\n",
      "0.86\t2.13\t0.51\t1.85\n",
      "0.86\t2.27\t0.56\t1.86\n",
      "0.87\t2.15\t0.53\t1.85\n",
      "0.86\t2.05\t0.5\t1.85\n",
      "0.86\t1.84\t0.59\t1.86\n",
      "0.88\t2.04\t0.54\t1.89\n",
      "0.89\t2.14\t0.56\t1.89\n",
      "0.9\t2.12\t0.54\t1.89\n",
      "0.88\t1.97\t0.62\t1.89\n",
      "0.89\t2.05\t0.65\t1.88\n",
      "0.88\t2.07\t0.6\t1.87\n",
      "0.88\t2.13\t0.52\t1.87\n",
      "0.87\t2.12\t0.52\t1.87\n",
      "0.86\t2.08\t0.5\t1.86\n",
      "0.88\t2.07\t0.56\t1.87\n",
      "0.86\t2.19\t0.53\t1.85\n",
      "0.86\t2.13\t0.55\t1.85\n",
      "0.85\t2.11\t0.52\t1.85\n",
      "0.87\t2.1\t0.51\t1.86\n",
      "0.89\t2.21\t0.56\t1.88\n",
      "0.9\t2.16\t0.55\t1.9\n",
      "0.9\t2.08\t0.53\t1.89\n",
      "0.9\t2.08\t0.53\t1.9\n",
      "0.9\t2.06\t0.59\t1.9\n",
      "0.9\t2.12\t0.52\t1.91\n",
      "0.91\t1.98\t0.56\t1.91\n",
      "0.9\t2.14\t0.56\t1.9\n",
      "0.89\t2.27\t0.62\t1.89\n",
      "0.9\t2.23\t0.56\t1.89\n",
      "0.9\t2.1\t0.51\t1.89\n",
      "0.89\t2.24\t0.52\t1.88\n",
      "0.89\t2.18\t0.5\t1.9\n",
      "0.9\t2.07\t0.51\t1.9\n",
      "0.9\t2.2\t0.49\t1.89\n",
      "0.9\t2.13\t0.46\t1.9\n",
      "0.91\t2.24\t0.48\t1.9\n",
      "0.9\t2.28\t0.53\t1.9\n",
      "0.9\t2.2\t0.5\t1.89\n",
      "0.91\t2.04\t0.54\t1.9\n",
      "0.9\t2.08\t0.5\t1.89\n",
      "0.89\t2.02\t0.54\t1.88\n",
      "0.88\t1.98\t0.56\t1.88\n",
      "0.88\t2.01\t0.59\t1.88\n",
      "0.89\t2.01\t0.58\t1.89\n",
      "0.9\t1.94\t0.58\t1.9\n",
      "0.91\t1.81\t0.54\t1.91\n",
      "0.92\t1.91\t0.56\t1.91\n",
      "0.91\t1.97\t0.56\t1.9\n",
      "0.9\t1.95\t0.51\t1.9\n",
      "0.9\t1.9\t0.54\t1.9\n",
      "0.9\t2.01\t0.51\t1.9\n",
      "0.92\t2.1\t0.5\t1.92\n",
      "0.9\t2.07\t0.51\t1.89\n",
      "0.89\t2.03\t0.5\t1.89\n",
      "0.89\t2.02\t0.55\t1.89\n",
      "0.89\t2.03\t0.5\t1.89\n",
      "0.9\t2.1\t0.5\t1.9\n",
      "0.89\t2.24\t0.41\t1.89\n",
      "0.89\t2.28\t0.44\t1.88\n",
      "0.88\t2.23\t0.55\t1.88\n",
      "0.89\t2.24\t0.52\t1.89\n",
      "0.91\t2.02\t0.51\t1.9\n",
      "0.9\t2.04\t0.59\t1.91\n",
      "0.91\t2.1\t0.67\t1.9\n",
      "0.89\t2.16\t0.65\t1.89\n",
      "0.9\t2.14\t0.56\t1.89\n",
      "0.91\t2.05\t0.52\t1.9\n",
      "0.9\t2.13\t0.55\t1.9\n",
      "0.91\t2.08\t0.49\t1.91\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.46\t1.51\t0.56\t1.55\n",
      "0.51\t1.65\t0.52\t1.59\n",
      "0.54\t1.86\t0.56\t1.56\n",
      "0.57\t1.82\t0.51\t1.58\n",
      "0.57\t1.93\t0.48\t1.57\n",
      "0.59\t2.04\t0.5\t1.6\n",
      "0.62\t2.06\t0.51\t1.62\n",
      "0.62\t2.06\t0.51\t1.63\n",
      "0.63\t1.98\t0.47\t1.63\n",
      "0.63\t1.97\t0.48\t1.65\n",
      "0.65\t1.98\t0.46\t1.65\n",
      "0.66\t1.96\t0.47\t1.67\n",
      "0.66\t1.91\t0.53\t1.67\n",
      "0.67\t1.93\t0.57\t1.66\n",
      "0.67\t2.0\t0.55\t1.67\n",
      "0.68\t1.87\t0.44\t1.68\n",
      "0.68\t1.92\t0.56\t1.68\n",
      "0.68\t1.8\t0.47\t1.69\n",
      "0.69\t1.84\t0.51\t1.68\n",
      "0.7\t1.68\t0.57\t1.7\n",
      "0.73\t1.75\t0.51\t1.73\n",
      "0.73\t1.78\t0.5\t1.73\n",
      "0.74\t1.72\t0.5\t1.75\n",
      "0.74\t1.85\t0.55\t1.74\n",
      "0.74\t1.8\t0.5\t1.74\n",
      "0.75\t1.77\t0.55\t1.74\n",
      "0.75\t1.82\t0.54\t1.74\n",
      "0.75\t1.93\t0.55\t1.75\n",
      "0.76\t1.88\t0.5\t1.76\n",
      "0.77\t1.72\t0.5\t1.76\n",
      "0.77\t1.72\t0.44\t1.77\n",
      "0.76\t1.77\t0.4\t1.76\n",
      "0.76\t1.89\t0.38\t1.76\n",
      "0.75\t1.67\t0.46\t1.75\n",
      "0.76\t1.72\t0.37\t1.75\n",
      "0.75\t1.76\t0.51\t1.78\n",
      "0.78\t1.84\t0.54\t1.77\n",
      "0.79\t1.99\t0.51\t1.78\n",
      "0.79\t1.9\t0.57\t1.77\n",
      "0.77\t1.87\t0.54\t1.79\n",
      "0.79\t1.89\t0.55\t1.78\n",
      "0.79\t1.87\t0.53\t1.79\n",
      "0.8\t1.88\t0.62\t1.8\n",
      "0.81\t1.91\t0.54\t1.81\n",
      "0.81\t1.94\t0.56\t1.8\n",
      "0.82\t1.98\t0.56\t1.81\n",
      "0.82\t1.92\t0.56\t1.82\n",
      "0.83\t1.93\t0.55\t1.82\n",
      "0.85\t1.96\t0.5\t1.84\n",
      "0.84\t2.08\t0.47\t1.85\n",
      "0.84\t2.18\t0.49\t1.84\n",
      "0.85\t2.11\t0.48\t1.85\n",
      "0.87\t2.08\t0.58\t1.86\n",
      "0.89\t2.12\t0.54\t1.89\n",
      "0.89\t2.07\t0.57\t1.89\n",
      "0.89\t2.03\t0.49\t1.89\n",
      "0.89\t2.06\t0.49\t1.88\n",
      "0.9\t2.03\t0.49\t1.89\n",
      "0.89\t2.11\t0.51\t1.89\n",
      "0.89\t2.09\t0.47\t1.88\n",
      "0.89\t2.07\t0.49\t1.88\n",
      "0.89\t2.12\t0.45\t1.88\n",
      "0.88\t2.1\t0.56\t1.87\n",
      "0.89\t2.01\t0.52\t1.88\n",
      "0.89\t2.04\t0.54\t1.89\n",
      "0.89\t2.0\t0.54\t1.88\n",
      "0.89\t2.12\t0.51\t1.89\n",
      "0.89\t2.15\t0.54\t1.88\n",
      "0.88\t2.13\t0.55\t1.87\n",
      "0.89\t2.18\t0.59\t1.88\n",
      "0.88\t2.29\t0.56\t1.88\n",
      "0.88\t2.38\t0.51\t1.87\n",
      "0.88\t2.36\t0.51\t1.88\n",
      "0.88\t2.35\t0.58\t1.88\n",
      "0.89\t2.21\t0.55\t1.88\n",
      "0.89\t2.19\t0.54\t1.89\n",
      "0.9\t2.14\t0.59\t1.89\n",
      "0.9\t2.09\t0.6\t1.9\n",
      "0.91\t2.05\t0.54\t1.9\n",
      "0.9\t2.07\t0.48\t1.9\n",
      "0.91\t2.04\t0.52\t1.9\n",
      "0.92\t1.94\t0.54\t1.91\n",
      "0.91\t2.02\t0.52\t1.91\n",
      "0.91\t1.89\t0.6\t1.9\n",
      "0.91\t1.95\t0.55\t1.9\n",
      "0.89\t1.9\t0.51\t1.89\n",
      "0.88\t1.84\t0.55\t1.87\n",
      "0.88\t1.77\t0.61\t1.88\n",
      "0.88\t1.88\t0.5\t1.88\n",
      "0.89\t1.91\t0.53\t1.88\n",
      "0.88\t1.88\t0.46\t1.88\n",
      "0.89\t1.88\t0.49\t1.88\n",
      "0.89\t1.82\t0.45\t1.88\n",
      "0.9\t1.82\t0.44\t1.89\n",
      "0.9\t1.8\t0.5\t1.9\n",
      "0.89\t1.75\t0.53\t1.89\n",
      "0.9\t1.79\t0.51\t1.9\n",
      "0.9\t1.68\t0.51\t1.89\n",
      "0.9\t1.7\t0.57\t1.9\n",
      "0.9\t1.79\t0.56\t1.89\n",
      "0.89\t1.62\t0.49\t1.89\n",
      "0.89\t1.55\t0.47\t1.89\n",
      "0.9\t1.45\t0.47\t1.9\n",
      "0.89\t1.48\t0.47\t1.89\n",
      "0.88\t1.62\t0.57\t1.88\n",
      "0.88\t1.7\t0.62\t1.88\n",
      "0.87\t1.67\t0.57\t1.87\n",
      "0.87\t1.81\t0.47\t1.88\n",
      "0.89\t1.84\t0.46\t1.88\n",
      "0.89\t1.8\t0.45\t1.88\n",
      "0.89\t1.89\t0.41\t1.88\n",
      "0.89\t1.84\t0.43\t1.88\n",
      "0.89\t1.73\t0.5\t1.89\n",
      "0.91\t1.64\t0.45\t1.91\n",
      "0.91\t1.54\t0.5\t1.9\n",
      "0.89\t1.4\t0.54\t1.88\n",
      "0.9\t1.58\t0.55\t1.9\n",
      "0.89\t1.84\t0.52\t1.9\n",
      "0.91\t1.86\t0.51\t1.91\n",
      "0.9\t1.85\t0.59\t1.9\n",
      "0.9\t1.9\t0.52\t1.9\n",
      "0.9\t1.99\t0.47\t1.89\n",
      "0.9\t1.85\t0.48\t1.89\n",
      "0.9\t1.77\t0.56\t1.89\n",
      "0.89\t1.79\t0.45\t1.88\n",
      "0.89\t1.85\t0.45\t1.88\n",
      "0.89\t1.79\t0.5\t1.88\n",
      "0.89\t1.79\t0.48\t1.88\n",
      "0.89\t1.97\t0.53\t1.88\n",
      "0.9\t1.9\t0.51\t1.9\n",
      "0.9\t1.93\t0.47\t1.89\n",
      "0.88\t1.89\t0.5\t1.88\n",
      "0.89\t1.84\t0.51\t1.88\n",
      "0.89\t1.89\t0.52\t1.89\n",
      "0.9\t2.05\t0.53\t1.9\n",
      "0.9\t2.06\t0.54\t1.89\n",
      "0.88\t2.08\t0.48\t1.88\n",
      "0.91\t2.09\t0.44\t1.9\n",
      "0.91\t1.89\t0.46\t1.9\n",
      "0.91\t1.9\t0.46\t1.9\n",
      "0.92\t2.06\t0.43\t1.91\n",
      "0.92\t2.09\t0.48\t1.91\n",
      "0.91\t2.1\t0.45\t1.91\n",
      "0.92\t2.14\t0.49\t1.91\n",
      "0.91\t2.25\t0.48\t1.91\n",
      "0.91\t2.1\t0.51\t1.9\n",
      "0.89\t2.08\t0.53\t1.88\n",
      "0.9\t2.15\t0.51\t1.89\n",
      "0.9\t2.04\t0.54\t1.9\n",
      "0.9\t2.04\t0.58\t1.9\n",
      "0.9\t2.01\t0.49\t1.9\n",
      "0.91\t1.9\t0.5\t1.91\n",
      "0.9\t1.89\t0.53\t1.9\n",
      "0.91\t1.94\t0.55\t1.91\n",
      "0.92\t2.05\t0.56\t1.9\n",
      "0.91\t2.03\t0.46\t1.9\n",
      "0.9\t2.07\t0.47\t1.9\n",
      "0.89\t2.1\t0.51\t1.88\n",
      "0.9\t2.1\t0.49\t1.9\n",
      "0.9\t2.17\t0.53\t1.9\n",
      "0.9\t2.23\t0.54\t1.89\n",
      "0.89\t2.13\t0.5\t1.89\n",
      "0.89\t2.18\t0.47\t1.88\n",
      "0.9\t2.16\t0.47\t1.89\n",
      "0.9\t2.16\t0.47\t1.89\n",
      "0.9\t2.07\t0.44\t1.88\n",
      "0.88\t2.18\t0.45\t1.88\n",
      "0.9\t2.17\t0.5\t1.89\n",
      "0.9\t2.2\t0.52\t1.9\n",
      "0.9\t2.14\t0.55\t1.9\n",
      "0.9\t2.04\t0.48\t1.91\n",
      "0.91\t2.15\t0.47\t1.91\n",
      "0.91\t2.07\t0.54\t1.9\n",
      "0.91\t2.04\t0.48\t1.9\n",
      "0.9\t2.06\t0.5\t1.89\n",
      "0.91\t2.05\t0.52\t1.9\n",
      "0.9\t1.98\t0.5\t1.88\n",
      "0.89\t2.03\t0.48\t1.89\n",
      "0.89\t1.98\t0.44\t1.89\n",
      "0.89\t2.06\t0.49\t1.88\n",
      "0.89\t2.03\t0.44\t1.88\n",
      "0.88\t1.88\t0.45\t1.87\n",
      "0.87\t1.95\t0.43\t1.87\n",
      "0.88\t1.86\t0.49\t1.88\n",
      "0.87\t1.82\t0.44\t1.87\n",
      "0.89\t1.7\t0.41\t1.88\n",
      "0.87\t1.67\t0.46\t1.86\n",
      "0.86\t1.68\t0.46\t1.85\n",
      "0.86\t1.82\t0.47\t1.85\n",
      "0.84\t1.82\t0.51\t1.84\n",
      "0.84\t1.88\t0.57\t1.83\n",
      "0.84\t1.87\t0.55\t1.84\n",
      "0.84\t1.81\t0.49\t1.84\n",
      "0.86\t1.66\t0.46\t1.85\n",
      "0.85\t1.64\t0.49\t1.85\n",
      "0.87\t1.92\t0.5\t1.86\n",
      "0.87\t2.06\t0.54\t1.86\n",
      "0.87\t2.17\t0.51\t1.86\n",
      "0.87\t2.17\t0.44\t1.86\n",
      "0.87\t2.12\t0.45\t1.86\n",
      "0.86\t2.14\t0.45\t1.85\n",
      "0.85\t2.14\t0.47\t1.84\n",
      "0.85\t2.21\t0.47\t1.85\n",
      "0.85\t2.17\t0.52\t1.85\n",
      "0.85\t2.2\t0.57\t1.84\n",
      "0.86\t2.12\t0.47\t1.86\n",
      "0.86\t2.13\t0.42\t1.85\n",
      "0.84\t2.09\t0.51\t1.84\n",
      "0.83\t1.96\t0.45\t1.83\n",
      "0.85\t1.99\t0.51\t1.85\n",
      "0.87\t1.94\t0.5\t1.86\n",
      "0.88\t1.96\t0.45\t1.86\n",
      "0.87\t1.91\t0.54\t1.86\n",
      "0.87\t1.99\t0.52\t1.86\n",
      "0.87\t1.92\t0.51\t1.86\n",
      "0.85\t1.85\t0.49\t1.85\n",
      "0.86\t2.01\t0.53\t1.86\n",
      "0.88\t2.03\t0.46\t1.88\n",
      "0.87\t1.94\t0.45\t1.86\n",
      "0.86\t1.88\t0.51\t1.87\n",
      "0.89\t1.85\t0.5\t1.89\n",
      "0.88\t1.77\t0.56\t1.88\n",
      "0.89\t1.76\t0.47\t1.89\n",
      "0.89\t1.9\t0.52\t1.89\n",
      "0.89\t1.86\t0.53\t1.88\n",
      "0.89\t1.84\t0.49\t1.89\n",
      "0.9\t1.74\t0.48\t1.9\n",
      "0.9\t1.85\t0.51\t1.9\n",
      "0.89\t1.93\t0.49\t1.88\n",
      "0.89\t1.8\t0.46\t1.89\n",
      "0.88\t2.03\t0.44\t1.88\n",
      "0.88\t1.98\t0.52\t1.88\n",
      "0.87\t2.03\t0.58\t1.88\n",
      "0.88\t2.14\t0.57\t1.87\n",
      "0.87\t2.16\t0.53\t1.87\n",
      "0.88\t2.21\t0.48\t1.88\n",
      "0.88\t2.19\t0.52\t1.88\n",
      "0.88\t2.21\t0.42\t1.88\n",
      "0.87\t2.22\t0.45\t1.86\n",
      "0.86\t2.21\t0.49\t1.86\n",
      "0.87\t2.09\t0.56\t1.86\n",
      "0.88\t2.09\t0.52\t1.87\n",
      "0.89\t2.05\t0.55\t1.89\n",
      "0.89\t1.94\t0.48\t1.88\n",
      "0.89\t1.96\t0.5\t1.89\n",
      "0.9\t1.87\t0.48\t1.9\n",
      "0.91\t1.85\t0.54\t1.91\n",
      "0.91\t1.96\t0.53\t1.91\n",
      "0.92\t1.94\t0.56\t1.92\n",
      "0.93\t1.93\t0.39\t1.93\n",
      "0.93\t1.88\t0.46\t1.92\n",
      "0.92\t1.92\t0.43\t1.92\n",
      "0.92\t1.88\t0.44\t1.91\n",
      "0.9\t1.92\t0.53\t1.9\n",
      "0.9\t1.95\t0.53\t1.89\n",
      "0.89\t1.97\t0.54\t1.88\n",
      "0.89\t1.98\t0.54\t1.89\n",
      "0.88\t2.0\t0.51\t1.88\n",
      "0.89\t2.05\t0.47\t1.88\n",
      "0.88\t2.08\t0.54\t1.88\n",
      "0.89\t2.13\t0.53\t1.88\n",
      "0.9\t1.98\t0.48\t1.9\n",
      "0.9\t2.12\t0.47\t1.89\n",
      "0.9\t2.04\t0.55\t1.89\n",
      "0.9\t2.06\t0.53\t1.9\n",
      "0.91\t2.01\t0.54\t1.9\n",
      "0.9\t2.03\t0.52\t1.89\n",
      "0.9\t1.9\t0.53\t1.89\n",
      "0.89\t2.03\t0.53\t1.89\n",
      "0.87\t2.09\t0.57\t1.86\n",
      "0.88\t2.1\t0.48\t1.88\n",
      "0.88\t2.07\t0.52\t1.88\n",
      "0.88\t1.96\t0.58\t1.88\n",
      "0.89\t2.0\t0.55\t1.89\n",
      "0.9\t1.9\t0.57\t1.9\n",
      "0.91\t1.75\t0.48\t1.91\n",
      "0.91\t1.65\t0.5\t1.91\n",
      "0.91\t1.58\t0.5\t1.91\n",
      "0.91\t1.47\t0.54\t1.9\n",
      "0.92\t1.55\t0.56\t1.92\n",
      "0.92\t1.6\t0.56\t1.9\n",
      "0.92\t1.62\t0.54\t1.92\n",
      "0.92\t1.8\t0.48\t1.91\n",
      "0.91\t1.88\t0.52\t1.9\n",
      "0.91\t1.93\t0.47\t1.91\n",
      "0.91\t2.02\t0.54\t1.91\n",
      "0.92\t1.97\t0.59\t1.91\n",
      "0.92\t2.02\t0.56\t1.91\n",
      "0.92\t1.91\t0.47\t1.92\n",
      "0.92\t1.88\t0.48\t1.91\n",
      "0.92\t1.79\t0.43\t1.91\n",
      "0.92\t1.67\t0.39\t1.91\n",
      "0.92\t1.68\t0.44\t1.91\n",
      "0.92\t1.67\t0.54\t1.9\n",
      "0.92\t1.79\t0.5\t1.91\n",
      "0.91\t1.76\t0.49\t1.9\n",
      "0.91\t1.83\t0.51\t1.9\n",
      "0.91\t1.94\t0.46\t1.9\n",
      "0.9\t1.91\t0.47\t1.9\n",
      "0.92\t1.91\t0.51\t1.91\n",
      "0.92\t2.0\t0.54\t1.91\n",
      "0.91\t2.1\t0.48\t1.9\n",
      "0.92\t2.13\t0.48\t1.91\n",
      "0.91\t2.1\t0.48\t1.91\n",
      "0.9\t2.09\t0.47\t1.9\n",
      "0.9\t2.08\t0.47\t1.89\n",
      "0.9\t2.09\t0.47\t1.9\n",
      "0.9\t2.02\t0.46\t1.9\n",
      "0.9\t2.13\t0.46\t1.9\n",
      "0.89\t2.17\t0.47\t1.89\n",
      "0.89\t2.0\t0.49\t1.89\n",
      "0.9\t2.02\t0.54\t1.9\n",
      "0.9\t2.16\t0.54\t1.89\n",
      "0.89\t2.15\t0.5\t1.88\n",
      "0.89\t2.13\t0.52\t1.89\n",
      "0.91\t2.05\t0.5\t1.9\n",
      "0.9\t2.02\t0.5\t1.9\n",
      "0.89\t2.0\t0.57\t1.88\n",
      "0.89\t2.09\t0.56\t1.89\n",
      "0.88\t2.12\t0.6\t1.88\n",
      "0.89\t2.16\t0.63\t1.87\n",
      "0.89\t2.15\t0.61\t1.89\n",
      "0.89\t1.97\t0.63\t1.89\n",
      "0.9\t1.93\t0.56\t1.89\n",
      "0.9\t1.96\t0.5\t1.89\n",
      "0.9\t2.02\t0.55\t1.89\n",
      "0.9\t2.23\t0.49\t1.9\n",
      "0.9\t2.15\t0.58\t1.89\n",
      "0.9\t2.09\t0.52\t1.9\n",
      "0.89\t2.1\t0.53\t1.89\n",
      "0.9\t2.19\t0.58\t1.89\n",
      "0.9\t2.02\t0.56\t1.9\n",
      "0.91\t2.0\t0.52\t1.9\n",
      "0.92\t1.8\t0.5\t1.92\n",
      "0.92\t1.84\t0.56\t1.92\n",
      "0.93\t1.98\t0.54\t1.92\n",
      "0.92\t1.88\t0.49\t1.92\n",
      "0.93\t1.92\t0.58\t1.92\n",
      "0.92\t2.03\t0.57\t1.91\n",
      "0.92\t2.12\t0.47\t1.92\n",
      "0.93\t2.18\t0.48\t1.92\n",
      "0.93\t2.12\t0.48\t1.93\n",
      "0.93\t2.03\t0.51\t1.93\n",
      "0.92\t1.99\t0.51\t1.92\n",
      "0.92\t1.97\t0.49\t1.91\n",
      "0.9\t1.95\t0.62\t1.9\n",
      "0.89\t2.0\t0.57\t1.88\n",
      "0.89\t1.87\t0.56\t1.89\n",
      "0.9\t1.98\t0.55\t1.9\n",
      "0.89\t1.99\t0.52\t1.89\n",
      "0.89\t1.95\t0.51\t1.88\n",
      "0.9\t2.0\t0.51\t1.89\n",
      "0.9\t1.98\t0.45\t1.89\n",
      "0.9\t2.12\t0.46\t1.89\n",
      "0.91\t2.08\t0.47\t1.9\n",
      "0.92\t2.02\t0.44\t1.9\n",
      "0.92\t1.96\t0.46\t1.91\n",
      "0.92\t2.08\t0.56\t1.91\n",
      "0.92\t1.95\t0.52\t1.91\n",
      "0.91\t1.89\t0.46\t1.91\n",
      "0.92\t1.96\t0.47\t1.92\n",
      "0.92\t1.95\t0.5\t1.92\n",
      "0.93\t1.93\t0.51\t1.92\n",
      "0.92\t2.04\t0.53\t1.91\n",
      "0.93\t2.03\t0.49\t1.92\n",
      "0.93\t2.05\t0.55\t1.92\n",
      "0.92\t2.08\t0.57\t1.92\n",
      "0.92\t2.11\t0.48\t1.91\n",
      "0.91\t2.08\t0.54\t1.9\n",
      "0.91\t2.07\t0.54\t1.89\n",
      "0.89\t2.1\t0.56\t1.89\n",
      "0.89\t1.94\t0.59\t1.88\n",
      "0.88\t1.88\t0.52\t1.88\n",
      "0.88\t1.94\t0.5\t1.88\n",
      "0.88\t2.09\t0.46\t1.87\n",
      "0.87\t2.0\t0.44\t1.87\n",
      "0.87\t1.95\t0.48\t1.88\n",
      "0.88\t1.97\t0.55\t1.88\n",
      "0.89\t1.87\t0.57\t1.9\n",
      "0.89\t1.87\t0.5\t1.88\n",
      "0.9\t1.93\t0.55\t1.89\n",
      "0.9\t1.9\t0.52\t1.89\n",
      "0.9\t1.97\t0.46\t1.89\n",
      "0.9\t1.96\t0.5\t1.9\n",
      "0.89\t1.96\t0.54\t1.89\n",
      "0.89\t1.93\t0.5\t1.87\n",
      "0.88\t1.76\t0.48\t1.87\n",
      "0.87\t1.8\t0.49\t1.86\n",
      "0.86\t1.81\t0.48\t1.85\n",
      "0.86\t1.86\t0.42\t1.86\n",
      "0.86\t1.84\t0.49\t1.85\n",
      "0.86\t1.91\t0.51\t1.86\n",
      "0.86\t1.85\t0.57\t1.86\n",
      "0.87\t1.84\t0.53\t1.87\n",
      "0.87\t1.87\t0.53\t1.88\n",
      "0.88\t2.0\t0.44\t1.87\n",
      "0.87\t1.96\t0.44\t1.87\n",
      "0.87\t1.86\t0.44\t1.87\n",
      "0.88\t1.97\t0.45\t1.88\n",
      "0.88\t1.98\t0.53\t1.87\n",
      "0.88\t1.88\t0.57\t1.88\n",
      "0.88\t1.83\t0.56\t1.88\n",
      "0.88\t1.93\t0.56\t1.88\n",
      "0.89\t1.96\t0.53\t1.89\n",
      "0.9\t1.99\t0.56\t1.89\n",
      "0.9\t2.12\t0.52\t1.89\n",
      "0.89\t2.01\t0.54\t1.89\n",
      "0.9\t1.97\t0.55\t1.9\n",
      "0.89\t2.02\t0.57\t1.89\n",
      "0.89\t2.1\t0.51\t1.88\n",
      "0.89\t2.1\t0.47\t1.89\n",
      "0.88\t2.12\t0.51\t1.86\n",
      "0.89\t2.15\t0.46\t1.88\n",
      "0.88\t2.07\t0.52\t1.88\n",
      "0.88\t2.17\t0.59\t1.87\n",
      "0.86\t2.22\t0.52\t1.85\n",
      "0.85\t2.08\t0.55\t1.84\n",
      "0.85\t1.88\t0.55\t1.85\n",
      "0.85\t1.93\t0.46\t1.84\n",
      "0.85\t1.92\t0.54\t1.85\n",
      "0.86\t2.1\t0.55\t1.85\n",
      "0.87\t2.02\t0.55\t1.87\n",
      "0.86\t2.05\t0.51\t1.86\n",
      "0.88\t2.14\t0.46\t1.87\n",
      "0.88\t2.12\t0.49\t1.87\n",
      "0.87\t1.94\t0.53\t1.86\n",
      "0.88\t1.94\t0.49\t1.87\n",
      "0.89\t1.95\t0.5\t1.88\n",
      "0.89\t1.89\t0.48\t1.89\n",
      "0.89\t1.85\t0.51\t1.88\n",
      "0.88\t1.91\t0.51\t1.88\n",
      "0.88\t1.81\t0.49\t1.88\n",
      "0.88\t1.84\t0.49\t1.87\n",
      "0.87\t1.73\t0.48\t1.87\n",
      "0.88\t1.79\t0.45\t1.87\n",
      "0.87\t1.65\t0.48\t1.87\n",
      "0.88\t1.73\t0.46\t1.88\n",
      "0.89\t1.85\t0.49\t1.88\n",
      "0.89\t1.82\t0.48\t1.89\n",
      "0.89\t1.84\t0.47\t1.89\n",
      "0.89\t1.91\t0.48\t1.88\n",
      "0.88\t1.87\t0.42\t1.87\n",
      "0.86\t1.89\t0.42\t1.86\n",
      "0.86\t1.95\t0.41\t1.86\n",
      "0.86\t1.9\t0.51\t1.87\n",
      "0.87\t2.01\t0.51\t1.86\n",
      "0.87\t1.98\t0.53\t1.87\n",
      "0.87\t2.0\t0.46\t1.86\n",
      "0.88\t1.96\t0.46\t1.87\n",
      "0.88\t2.02\t0.49\t1.87\n",
      "0.88\t2.04\t0.53\t1.88\n",
      "0.88\t2.08\t0.49\t1.88\n",
      "0.88\t2.08\t0.51\t1.87\n",
      "0.87\t2.03\t0.48\t1.87\n",
      "0.89\t1.81\t0.52\t1.89\n",
      "0.89\t1.71\t0.51\t1.89\n",
      "0.91\t1.8\t0.56\t1.91\n",
      "0.9\t1.82\t0.49\t1.91\n",
      "0.91\t1.71\t0.48\t1.9\n",
      "0.92\t1.7\t0.44\t1.91\n",
      "0.91\t1.8\t0.47\t1.9\n",
      "0.9\t1.84\t0.44\t1.89\n",
      "0.91\t1.82\t0.48\t1.9\n",
      "0.91\t1.83\t0.58\t1.9\n",
      "0.9\t2.05\t0.6\t1.9\n",
      "0.91\t2.04\t0.52\t1.9\n",
      "0.9\t2.04\t0.52\t1.9\n",
      "0.92\t1.94\t0.57\t1.91\n",
      "0.92\t1.99\t0.58\t1.91\n",
      "0.91\t2.06\t0.56\t1.91\n",
      "0.91\t1.94\t0.48\t1.9\n",
      "0.9\t1.92\t0.48\t1.89\n",
      "0.9\t1.83\t0.45\t1.9\n",
      "0.91\t1.85\t0.49\t1.9\n",
      "0.91\t1.91\t0.56\t1.91\n",
      "0.91\t1.92\t0.58\t1.91\n",
      "0.9\t1.87\t0.58\t1.89\n",
      "0.9\t2.0\t0.49\t1.9\n",
      "0.89\t1.93\t0.48\t1.87\n",
      "0.89\t1.87\t0.51\t1.88\n",
      "0.9\t2.03\t0.5\t1.9\n",
      "0.91\t1.99\t0.54\t1.91\n",
      "0.91\t2.11\t0.54\t1.9\n",
      "0.91\t2.07\t0.53\t1.91\n",
      "0.92\t2.15\t0.49\t1.91\n",
      "0.92\t2.18\t0.43\t1.91\n",
      "0.92\t2.05\t0.48\t1.92\n",
      "0.9\t2.11\t0.47\t1.89\n",
      "0.9\t2.06\t0.55\t1.9\n",
      "0.9\t2.04\t0.47\t1.89\n",
      "0.9\t2.03\t0.5\t1.9\n",
      "0.9\t2.0\t0.59\t1.88\n",
      "0.88\t1.96\t0.58\t1.87\n",
      "0.87\t2.03\t0.55\t1.87\n",
      "0.88\t2.09\t0.5\t1.88\n",
      "0.89\t1.92\t0.55\t1.89\n",
      "0.89\t1.84\t0.56\t1.88\n",
      "0.87\t1.95\t0.57\t1.87\n",
      "0.88\t1.93\t0.56\t1.89\n",
      "0.88\t2.02\t0.51\t1.88\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.55\t1.33\t0.5\t1.58\n",
      "0.56\t1.44\t0.5\t1.59\n",
      "0.58\t1.52\t0.52\t1.6\n",
      "0.61\t1.58\t0.55\t1.61\n",
      "0.61\t1.63\t0.53\t1.62\n",
      "0.63\t1.59\t0.61\t1.64\n",
      "0.65\t1.8\t0.64\t1.67\n",
      "0.67\t1.78\t0.56\t1.67\n",
      "0.67\t1.66\t0.51\t1.66\n",
      "0.66\t1.63\t0.47\t1.67\n",
      "0.67\t1.67\t0.48\t1.67\n",
      "0.68\t1.62\t0.53\t1.68\n",
      "0.69\t1.51\t0.43\t1.69\n",
      "0.7\t1.62\t0.44\t1.7\n",
      "0.7\t1.74\t0.42\t1.69\n",
      "0.71\t1.8\t0.52\t1.71\n",
      "0.72\t1.84\t0.46\t1.71\n",
      "0.72\t1.82\t0.55\t1.72\n",
      "0.74\t1.75\t0.51\t1.73\n",
      "0.74\t1.71\t0.5\t1.74\n",
      "0.76\t1.9\t0.5\t1.76\n",
      "0.77\t1.94\t0.47\t1.77\n",
      "0.76\t1.84\t0.46\t1.76\n",
      "0.78\t1.73\t0.47\t1.77\n",
      "0.78\t1.72\t0.45\t1.78\n",
      "0.78\t1.75\t0.52\t1.79\n",
      "0.79\t1.85\t0.46\t1.79\n",
      "0.81\t1.9\t0.48\t1.8\n",
      "0.81\t1.95\t0.42\t1.81\n",
      "0.81\t1.83\t0.52\t1.8\n",
      "0.82\t1.94\t0.57\t1.83\n",
      "0.82\t1.92\t0.59\t1.83\n",
      "0.84\t1.79\t0.54\t1.84\n",
      "0.84\t1.84\t0.47\t1.83\n",
      "0.84\t1.92\t0.46\t1.83\n",
      "0.85\t1.89\t0.46\t1.84\n",
      "0.85\t1.83\t0.49\t1.85\n",
      "0.87\t1.79\t0.51\t1.85\n",
      "0.86\t1.83\t0.56\t1.87\n",
      "0.87\t1.81\t0.57\t1.86\n",
      "0.86\t1.73\t0.55\t1.87\n",
      "0.88\t1.91\t0.54\t1.88\n",
      "0.88\t1.86\t0.6\t1.88\n",
      "0.89\t1.85\t0.52\t1.88\n",
      "0.89\t1.74\t0.56\t1.9\n",
      "0.9\t1.88\t0.51\t1.89\n",
      "0.9\t1.83\t0.46\t1.89\n",
      "0.91\t1.86\t0.42\t1.9\n",
      "0.91\t1.89\t0.41\t1.9\n",
      "0.91\t1.85\t0.45\t1.9\n",
      "0.91\t1.78\t0.46\t1.91\n",
      "0.91\t1.67\t0.43\t1.9\n",
      "0.91\t1.8\t0.53\t1.9\n",
      "0.91\t1.91\t0.54\t1.91\n",
      "0.9\t1.9\t0.42\t1.9\n",
      "0.9\t1.84\t0.48\t1.89\n",
      "0.9\t1.94\t0.5\t1.9\n",
      "0.92\t1.87\t0.49\t1.92\n",
      "0.91\t1.93\t0.49\t1.91\n",
      "0.91\t1.95\t0.51\t1.91\n",
      "0.92\t1.88\t0.52\t1.92\n",
      "0.92\t1.96\t0.55\t1.91\n",
      "0.89\t2.0\t0.51\t1.89\n",
      "0.89\t2.15\t0.54\t1.89\n",
      "0.89\t2.11\t0.56\t1.88\n",
      "0.89\t2.06\t0.59\t1.89\n",
      "0.89\t2.11\t0.57\t1.88\n",
      "0.88\t2.21\t0.56\t1.88\n",
      "0.88\t2.15\t0.55\t1.88\n",
      "0.89\t2.13\t0.51\t1.88\n",
      "0.89\t2.09\t0.45\t1.89\n",
      "0.9\t1.93\t0.49\t1.89\n",
      "0.9\t1.99\t0.45\t1.89\n",
      "0.9\t2.01\t0.58\t1.9\n",
      "0.9\t1.93\t0.49\t1.9\n",
      "0.9\t1.9\t0.54\t1.9\n",
      "0.89\t1.77\t0.49\t1.88\n",
      "0.89\t1.73\t0.55\t1.88\n",
      "0.89\t1.91\t0.57\t1.88\n",
      "0.88\t1.92\t0.53\t1.87\n",
      "0.89\t1.9\t0.49\t1.89\n",
      "0.89\t1.83\t0.44\t1.88\n",
      "0.88\t1.82\t0.45\t1.87\n",
      "0.88\t1.82\t0.47\t1.88\n",
      "0.88\t1.78\t0.44\t1.88\n",
      "0.87\t1.69\t0.48\t1.87\n",
      "0.89\t1.71\t0.46\t1.88\n",
      "0.88\t1.7\t0.43\t1.88\n",
      "0.89\t1.76\t0.49\t1.89\n",
      "0.89\t1.76\t0.46\t1.88\n",
      "0.89\t1.79\t0.48\t1.87\n",
      "0.88\t1.91\t0.45\t1.86\n",
      "0.87\t1.9\t0.46\t1.86\n",
      "0.87\t1.92\t0.51\t1.86\n",
      "0.87\t2.09\t0.47\t1.86\n",
      "0.86\t1.97\t0.51\t1.86\n",
      "0.85\t2.06\t0.54\t1.84\n",
      "0.84\t2.06\t0.52\t1.83\n",
      "0.84\t1.98\t0.55\t1.84\n",
      "0.86\t1.97\t0.51\t1.86\n",
      "0.85\t1.87\t0.57\t1.85\n",
      "0.85\t1.81\t0.53\t1.85\n",
      "0.86\t1.88\t0.57\t1.86\n",
      "0.86\t1.96\t0.57\t1.86\n",
      "0.87\t2.01\t0.58\t1.87\n",
      "0.88\t2.05\t0.55\t1.88\n",
      "0.89\t2.05\t0.53\t1.88\n",
      "0.89\t1.96\t0.49\t1.89\n",
      "0.9\t1.99\t0.5\t1.9\n",
      "0.92\t2.01\t0.52\t1.92\n",
      "0.91\t2.0\t0.59\t1.89\n",
      "0.89\t2.03\t0.59\t1.89\n",
      "0.89\t2.1\t0.56\t1.88\n",
      "0.9\t2.01\t0.6\t1.9\n",
      "0.9\t1.89\t0.49\t1.9\n",
      "0.9\t1.96\t0.46\t1.9\n",
      "0.89\t1.85\t0.49\t1.89\n",
      "0.91\t1.74\t0.54\t1.9\n",
      "0.9\t1.67\t0.49\t1.9\n",
      "0.91\t1.69\t0.45\t1.9\n",
      "0.89\t1.7\t0.46\t1.88\n",
      "0.89\t1.86\t0.46\t1.89\n",
      "0.9\t1.77\t0.4\t1.9\n",
      "0.91\t1.83\t0.41\t1.9\n",
      "0.91\t1.87\t0.46\t1.91\n",
      "0.91\t1.86\t0.44\t1.9\n",
      "0.9\t1.87\t0.46\t1.89\n",
      "0.9\t1.82\t0.45\t1.89\n",
      "0.89\t1.89\t0.53\t1.89\n",
      "0.9\t1.94\t0.48\t1.9\n",
      "0.91\t1.9\t0.48\t1.9\n",
      "0.89\t1.91\t0.49\t1.88\n",
      "0.88\t1.86\t0.6\t1.89\n",
      "0.89\t1.93\t0.49\t1.88\n",
      "0.89\t1.97\t0.54\t1.88\n",
      "0.9\t2.07\t0.5\t1.89\n",
      "0.89\t1.93\t0.45\t1.88\n",
      "0.89\t1.91\t0.51\t1.87\n",
      "0.89\t1.79\t0.5\t1.88\n",
      "0.89\t1.67\t0.58\t1.89\n",
      "0.89\t1.72\t0.54\t1.88\n",
      "0.89\t1.79\t0.49\t1.88\n",
      "0.89\t1.94\t0.45\t1.88\n",
      "0.88\t1.77\t0.43\t1.87\n",
      "0.9\t1.83\t0.55\t1.88\n",
      "0.89\t1.93\t0.58\t1.89\n",
      "0.9\t1.78\t0.52\t1.9\n",
      "0.92\t1.88\t0.55\t1.92\n",
      "0.91\t1.95\t0.49\t1.9\n",
      "0.92\t1.83\t0.45\t1.91\n",
      "0.91\t1.87\t0.56\t1.9\n",
      "0.91\t2.04\t0.55\t1.9\n",
      "0.92\t2.01\t0.5\t1.91\n",
      "0.93\t2.1\t0.44\t1.92\n",
      "0.92\t2.12\t0.48\t1.91\n",
      "0.91\t2.11\t0.47\t1.91\n",
      "0.92\t2.09\t0.5\t1.92\n",
      "0.93\t1.98\t0.51\t1.93\n",
      "0.92\t1.98\t0.51\t1.92\n",
      "0.91\t2.03\t0.52\t1.9\n",
      "0.91\t2.02\t0.56\t1.9\n",
      "0.91\t2.02\t0.63\t1.91\n",
      "0.91\t2.17\t0.58\t1.9\n",
      "0.9\t1.98\t0.5\t1.9\n",
      "0.9\t1.96\t0.45\t1.89\n",
      "0.9\t2.02\t0.52\t1.89\n",
      "0.9\t1.94\t0.51\t1.9\n",
      "0.89\t1.98\t0.5\t1.89\n",
      "0.89\t1.98\t0.55\t1.89\n",
      "0.9\t2.14\t0.59\t1.89\n",
      "0.88\t2.18\t0.55\t1.87\n",
      "0.87\t2.19\t0.52\t1.87\n",
      "0.88\t2.23\t0.48\t1.88\n",
      "0.88\t2.2\t0.47\t1.86\n",
      "0.87\t2.22\t0.51\t1.86\n",
      "0.86\t2.17\t0.51\t1.86\n",
      "0.87\t2.06\t0.53\t1.87\n",
      "0.87\t2.01\t0.49\t1.88\n",
      "0.88\t2.06\t0.49\t1.89\n",
      "0.9\t2.13\t0.56\t1.89\n",
      "0.91\t2.11\t0.54\t1.9\n",
      "0.89\t2.06\t0.53\t1.9\n",
      "0.92\t2.19\t0.64\t1.92\n",
      "0.92\t2.29\t0.6\t1.91\n",
      "0.91\t2.25\t0.56\t1.91\n",
      "0.91\t2.31\t0.5\t1.9\n",
      "0.92\t2.22\t0.51\t1.92\n",
      "0.91\t2.16\t0.57\t1.9\n",
      "0.91\t2.16\t0.49\t1.9\n",
      "0.9\t2.02\t0.55\t1.9\n",
      "0.9\t2.08\t0.54\t1.9\n",
      "0.9\t2.19\t0.5\t1.89\n",
      "0.89\t2.23\t0.43\t1.89\n",
      "0.89\t2.18\t0.46\t1.88\n",
      "0.88\t2.04\t0.51\t1.88\n",
      "0.89\t2.0\t0.51\t1.9\n",
      "0.89\t2.03\t0.49\t1.89\n",
      "0.89\t1.93\t0.47\t1.88\n",
      "0.89\t1.96\t0.44\t1.88\n",
      "0.9\t1.85\t0.43\t1.89\n",
      "0.88\t1.77\t0.46\t1.88\n",
      "0.89\t1.78\t0.48\t1.89\n",
      "0.89\t1.9\t0.44\t1.9\n",
      "0.9\t1.89\t0.49\t1.89\n",
      "0.89\t1.96\t0.46\t1.9\n",
      "0.91\t1.89\t0.55\t1.9\n",
      "0.89\t1.94\t0.51\t1.88\n",
      "0.88\t1.9\t0.52\t1.87\n",
      "0.89\t1.94\t0.51\t1.9\n",
      "0.89\t1.93\t0.52\t1.89\n",
      "0.89\t2.0\t0.51\t1.88\n",
      "0.88\t1.87\t0.49\t1.87\n",
      "0.87\t2.0\t0.47\t1.87\n",
      "0.87\t2.07\t0.54\t1.87\n",
      "0.87\t2.02\t0.55\t1.87\n",
      "0.87\t2.08\t0.55\t1.87\n",
      "0.88\t2.07\t0.52\t1.87\n",
      "0.88\t1.86\t0.5\t1.89\n",
      "0.89\t1.97\t0.45\t1.89\n",
      "0.89\t1.91\t0.5\t1.89\n",
      "0.89\t1.88\t0.54\t1.89\n",
      "0.89\t1.86\t0.52\t1.88\n",
      "0.89\t2.0\t0.57\t1.88\n",
      "0.88\t1.86\t0.55\t1.88\n",
      "0.88\t2.04\t0.46\t1.87\n",
      "0.86\t1.94\t0.53\t1.86\n",
      "0.87\t1.93\t0.45\t1.87\n",
      "0.86\t2.03\t0.47\t1.87\n",
      "0.86\t2.02\t0.45\t1.86\n",
      "0.86\t2.01\t0.5\t1.86\n",
      "0.86\t1.87\t0.51\t1.85\n",
      "0.87\t1.91\t0.54\t1.87\n",
      "0.87\t1.88\t0.5\t1.86\n",
      "0.85\t2.01\t0.5\t1.85\n",
      "0.87\t2.05\t0.55\t1.85\n",
      "0.88\t2.03\t0.48\t1.87\n",
      "0.89\t1.94\t0.47\t1.88\n",
      "0.89\t2.04\t0.52\t1.89\n",
      "0.89\t2.05\t0.58\t1.89\n",
      "0.88\t2.03\t0.57\t1.89\n",
      "0.89\t1.96\t0.61\t1.88\n",
      "0.88\t1.95\t0.57\t1.87\n",
      "0.86\t2.11\t0.6\t1.86\n",
      "0.86\t2.09\t0.55\t1.86\n",
      "0.87\t2.04\t0.53\t1.86\n",
      "0.87\t2.13\t0.44\t1.86\n",
      "0.87\t2.15\t0.48\t1.88\n",
      "0.87\t2.12\t0.61\t1.86\n",
      "0.87\t2.08\t0.55\t1.87\n",
      "0.86\t2.14\t0.5\t1.85\n",
      "0.87\t2.04\t0.45\t1.87\n",
      "0.88\t2.13\t0.44\t1.88\n",
      "0.88\t2.06\t0.47\t1.87\n",
      "0.89\t2.04\t0.58\t1.88\n",
      "0.88\t1.98\t0.58\t1.87\n",
      "0.88\t1.91\t0.59\t1.88\n",
      "0.89\t2.05\t0.58\t1.88\n",
      "0.88\t1.95\t0.48\t1.88\n",
      "0.89\t1.83\t0.54\t1.89\n",
      "0.89\t1.86\t0.5\t1.89\n",
      "0.88\t1.98\t0.51\t1.87\n",
      "0.88\t2.02\t0.48\t1.88\n",
      "0.87\t2.02\t0.47\t1.87\n",
      "0.88\t2.0\t0.57\t1.88\n",
      "0.88\t1.92\t0.46\t1.87\n",
      "0.88\t1.84\t0.49\t1.87\n",
      "0.88\t2.07\t0.46\t1.87\n",
      "0.88\t2.05\t0.47\t1.88\n",
      "0.88\t2.07\t0.47\t1.87\n",
      "0.88\t2.04\t0.44\t1.87\n",
      "0.88\t2.09\t0.44\t1.88\n",
      "0.89\t2.18\t0.47\t1.89\n",
      "0.88\t2.08\t0.56\t1.89\n",
      "0.87\t2.1\t0.51\t1.87\n",
      "0.88\t2.15\t0.47\t1.87\n",
      "0.89\t2.05\t0.44\t1.89\n",
      "0.9\t2.01\t0.51\t1.9\n",
      "0.9\t1.94\t0.47\t1.9\n",
      "0.9\t1.98\t0.49\t1.9\n",
      "0.9\t1.98\t0.49\t1.89\n",
      "0.89\t1.94\t0.53\t1.88\n",
      "0.88\t2.05\t0.48\t1.88\n",
      "0.87\t2.02\t0.47\t1.87\n",
      "0.88\t2.08\t0.53\t1.87\n",
      "0.88\t2.19\t0.49\t1.88\n",
      "0.89\t2.06\t0.55\t1.89\n",
      "0.88\t2.04\t0.55\t1.88\n",
      "0.89\t2.02\t0.52\t1.88\n",
      "0.89\t2.09\t0.47\t1.88\n",
      "0.9\t2.1\t0.47\t1.89\n",
      "0.89\t2.0\t0.52\t1.9\n",
      "0.9\t2.04\t0.47\t1.89\n",
      "0.88\t1.95\t0.47\t1.88\n",
      "0.88\t1.9\t0.52\t1.88\n",
      "0.88\t1.77\t0.6\t1.88\n",
      "0.89\t1.85\t0.53\t1.88\n",
      "0.88\t1.9\t0.59\t1.87\n",
      "0.89\t1.83\t0.55\t1.89\n",
      "0.9\t1.88\t0.51\t1.9\n",
      "0.91\t1.93\t0.56\t1.9\n",
      "0.89\t1.83\t0.47\t1.88\n",
      "0.89\t1.93\t0.48\t1.89\n",
      "0.9\t2.06\t0.47\t1.9\n",
      "0.91\t2.11\t0.5\t1.9\n",
      "0.91\t2.14\t0.56\t1.9\n",
      "0.91\t2.12\t0.52\t1.89\n",
      "0.9\t2.05\t0.54\t1.88\n",
      "0.88\t2.12\t0.61\t1.88\n",
      "0.88\t2.14\t0.52\t1.87\n",
      "0.89\t2.18\t0.49\t1.88\n",
      "0.89\t2.16\t0.47\t1.89\n",
      "0.88\t2.14\t0.47\t1.87\n",
      "0.87\t2.08\t0.48\t1.86\n",
      "0.86\t2.17\t0.46\t1.86\n",
      "0.86\t2.11\t0.48\t1.87\n",
      "0.87\t2.1\t0.54\t1.87\n",
      "0.87\t2.13\t0.56\t1.87\n",
      "0.88\t2.18\t0.53\t1.87\n",
      "0.85\t2.13\t0.54\t1.85\n",
      "0.86\t2.05\t0.51\t1.86\n",
      "0.85\t2.09\t0.49\t1.85\n",
      "0.86\t1.99\t0.55\t1.86\n",
      "0.86\t1.97\t0.56\t1.85\n",
      "0.85\t1.97\t0.55\t1.84\n",
      "0.85\t1.87\t0.56\t1.85\n",
      "0.85\t2.01\t0.55\t1.86\n",
      "0.86\t2.14\t0.56\t1.85\n",
      "0.87\t2.07\t0.52\t1.87\n",
      "0.86\t1.93\t0.52\t1.85\n",
      "0.87\t1.89\t0.53\t1.86\n",
      "0.87\t1.91\t0.49\t1.87\n",
      "0.87\t1.93\t0.46\t1.86\n",
      "0.86\t2.01\t0.51\t1.86\n",
      "0.86\t2.03\t0.53\t1.85\n",
      "0.86\t2.04\t0.51\t1.85\n",
      "0.87\t2.07\t0.5\t1.85\n",
      "0.86\t2.01\t0.55\t1.86\n",
      "0.87\t1.93\t0.52\t1.86\n",
      "0.87\t1.97\t0.51\t1.87\n",
      "0.87\t2.0\t0.52\t1.87\n",
      "0.87\t1.97\t0.5\t1.87\n",
      "0.88\t2.07\t0.54\t1.87\n",
      "0.89\t2.15\t0.53\t1.88\n",
      "0.88\t2.14\t0.54\t1.87\n",
      "0.86\t2.13\t0.51\t1.85\n",
      "0.87\t2.08\t0.5\t1.86\n",
      "0.88\t2.26\t0.5\t1.88\n",
      "0.89\t2.33\t0.55\t1.88\n",
      "0.89\t2.35\t0.54\t1.88\n",
      "0.9\t2.32\t0.51\t1.9\n",
      "0.9\t2.24\t0.5\t1.89\n",
      "0.91\t2.14\t0.57\t1.9\n",
      "0.91\t2.17\t0.59\t1.91\n",
      "0.92\t2.16\t0.53\t1.91\n",
      "0.92\t2.05\t0.6\t1.91\n",
      "0.9\t2.1\t0.54\t1.89\n",
      "0.9\t1.98\t0.47\t1.9\n",
      "0.9\t1.96\t0.47\t1.89\n",
      "0.9\t1.91\t0.54\t1.91\n",
      "0.9\t1.63\t0.53\t1.89\n",
      "0.91\t1.85\t0.54\t1.91\n",
      "0.9\t1.84\t0.5\t1.89\n",
      "0.89\t1.83\t0.43\t1.88\n",
      "0.89\t2.02\t0.45\t1.89\n",
      "0.89\t2.02\t0.49\t1.88\n",
      "0.9\t2.0\t0.46\t1.89\n",
      "0.89\t2.05\t0.48\t1.89\n",
      "0.9\t2.08\t0.51\t1.9\n",
      "0.91\t2.01\t0.46\t1.9\n",
      "0.9\t1.86\t0.56\t1.91\n",
      "0.92\t1.9\t0.44\t1.9\n",
      "0.92\t1.94\t0.47\t1.91\n",
      "0.92\t1.89\t0.48\t1.92\n",
      "0.92\t2.04\t0.55\t1.91\n",
      "0.92\t2.13\t0.6\t1.92\n",
      "0.92\t1.98\t0.54\t1.92\n",
      "0.92\t2.03\t0.53\t1.91\n",
      "0.92\t1.94\t0.55\t1.91\n",
      "0.91\t2.03\t0.49\t1.89\n",
      "0.9\t1.97\t0.58\t1.9\n",
      "0.89\t2.08\t0.51\t1.89\n",
      "0.89\t2.02\t0.56\t1.89\n",
      "0.91\t2.01\t0.6\t1.9\n",
      "0.91\t2.02\t0.51\t1.91\n",
      "0.9\t2.03\t0.53\t1.9\n",
      "0.91\t1.93\t0.47\t1.9\n",
      "0.91\t1.9\t0.53\t1.9\n",
      "0.91\t1.96\t0.54\t1.9\n",
      "0.9\t1.91\t0.59\t1.9\n",
      "0.9\t1.96\t0.51\t1.89\n",
      "0.89\t1.91\t0.45\t1.88\n",
      "0.88\t1.98\t0.42\t1.88\n",
      "0.86\t2.03\t0.55\t1.86\n",
      "0.87\t2.0\t0.6\t1.87\n",
      "0.87\t1.93\t0.61\t1.87\n",
      "0.88\t1.84\t0.56\t1.89\n",
      "0.9\t1.84\t0.5\t1.88\n",
      "0.89\t1.82\t0.5\t1.89\n",
      "0.89\t1.85\t0.54\t1.89\n",
      "0.89\t2.11\t0.5\t1.89\n",
      "0.88\t2.07\t0.53\t1.88\n",
      "0.87\t2.07\t0.57\t1.86\n",
      "0.87\t2.05\t0.57\t1.87\n",
      "0.87\t2.11\t0.53\t1.87\n",
      "0.87\t2.1\t0.5\t1.87\n",
      "0.87\t1.91\t0.47\t1.87\n",
      "0.88\t1.97\t0.5\t1.87\n",
      "0.87\t2.02\t0.58\t1.86\n",
      "0.86\t2.16\t0.59\t1.86\n",
      "0.86\t2.13\t0.54\t1.85\n",
      "0.85\t2.1\t0.54\t1.85\n",
      "0.84\t2.07\t0.55\t1.83\n",
      "0.85\t2.01\t0.47\t1.84\n",
      "0.85\t2.02\t0.39\t1.85\n",
      "0.87\t1.95\t0.44\t1.86\n",
      "0.86\t1.9\t0.44\t1.87\n",
      "0.87\t1.83\t0.45\t1.87\n",
      "0.88\t1.76\t0.46\t1.88\n",
      "0.88\t1.82\t0.51\t1.88\n",
      "0.88\t1.85\t0.55\t1.87\n",
      "0.88\t1.81\t0.54\t1.88\n",
      "0.9\t1.95\t0.6\t1.89\n",
      "0.9\t1.97\t0.55\t1.89\n",
      "0.9\t1.95\t0.54\t1.89\n",
      "0.9\t2.11\t0.55\t1.89\n",
      "0.89\t2.05\t0.53\t1.88\n",
      "0.88\t2.0\t0.48\t1.87\n",
      "0.89\t2.14\t0.48\t1.89\n",
      "0.86\t2.08\t0.41\t1.87\n",
      "0.86\t2.1\t0.39\t1.86\n",
      "0.86\t2.13\t0.51\t1.86\n",
      "0.88\t2.18\t0.53\t1.87\n",
      "0.87\t2.19\t0.51\t1.86\n",
      "0.86\t2.06\t0.55\t1.85\n",
      "0.86\t2.18\t0.64\t1.84\n",
      "0.86\t2.24\t0.64\t1.86\n",
      "0.86\t2.22\t0.62\t1.85\n",
      "0.86\t2.1\t0.56\t1.86\n",
      "0.87\t2.09\t0.49\t1.86\n",
      "0.86\t2.06\t0.47\t1.86\n",
      "0.86\t2.05\t0.49\t1.85\n",
      "0.86\t2.09\t0.54\t1.86\n",
      "0.84\t1.95\t0.5\t1.84\n",
      "0.84\t1.93\t0.48\t1.84\n",
      "0.84\t1.86\t0.45\t1.84\n",
      "0.86\t1.94\t0.44\t1.85\n",
      "0.86\t1.87\t0.48\t1.85\n",
      "0.86\t1.9\t0.53\t1.85\n",
      "0.86\t1.9\t0.49\t1.84\n",
      "0.84\t1.91\t0.47\t1.85\n",
      "0.86\t1.97\t0.54\t1.85\n",
      "0.87\t1.98\t0.58\t1.87\n",
      "0.87\t2.01\t0.5\t1.87\n",
      "0.87\t1.86\t0.45\t1.87\n",
      "0.86\t1.8\t0.45\t1.86\n",
      "0.86\t1.88\t0.5\t1.86\n",
      "0.87\t2.06\t0.48\t1.87\n",
      "0.87\t1.98\t0.47\t1.87\n",
      "0.89\t1.96\t0.52\t1.88\n",
      "0.89\t1.93\t0.51\t1.87\n",
      "0.89\t1.84\t0.55\t1.89\n",
      "0.89\t1.89\t0.46\t1.89\n",
      "0.9\t1.79\t0.44\t1.89\n",
      "0.9\t1.86\t0.46\t1.9\n",
      "0.92\t1.75\t0.54\t1.91\n",
      "0.92\t1.68\t0.46\t1.9\n",
      "0.92\t1.68\t0.47\t1.91\n",
      "0.9\t1.87\t0.47\t1.9\n",
      "0.89\t1.84\t0.47\t1.89\n",
      "0.89\t1.84\t0.48\t1.89\n",
      "0.88\t1.69\t0.49\t1.88\n",
      "0.88\t1.62\t0.47\t1.87\n",
      "0.89\t1.57\t0.45\t1.88\n",
      "0.88\t1.41\t0.47\t1.87\n"
     ]
    }
   ],
   "source": [
    "mor_muts = [0.1, 0.3, 0.5]\n",
    "naiv_muts = [0.5, 1, 1.5]\n",
    "mem_muts = [0.1, 0.3, 0.5]\n",
    "\n",
    "for mor_mut in mor_muts:\n",
    "    for naiv_mut in naiv_muts:\n",
    "        for mem_mut in mem_muts:\n",
    "            e = evolution(100,                            # size\n",
    "                          [mor_mut, naiv_mut, mem_mut],   # mutation\n",
    "                          100)                            # max_inters\n",
    "            e.evolve_gens(500,   # generations\n",
    "                          True)  # graph"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}