example_SISA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os.path\n",
    "import pylab as plt\n",
    "from zedstat import zedstat \n",
    "import pandas as pd\n",
    "plt.style.use('fivethirtyeight')\n",
    "from jupyterthemes import jtplot\n",
    "jtplot.style()\n",
    "\n",
    "#"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Suicidality Prevalence\n",
    "\n",
    "The prevalence of suicide in the general public is 13.5 out of 10K, and in the Veteran population is 31.7 out of 10K. Centers for Disease Control and Prevention (CDC) reported that, according to a nationwide survey of adults in the United States (the National Survey on Drug Use and Health), about 4.8% of U.S. adults aged 18 and older had thoughts about suicide (Suicidal ideation) in the past year, based on data collected in 2019. The National Survey on Drug Use and Health (NSDUH) data from 2019 indicates higher rates of suicidal thoughts among adults who identify as two or more races (4.8%), white (4.4%), and black (4.0%), with slightly lower rates for Hispanic adults (3.5%)~\\cite{NSDUH2003}. So it follows that a population prevalence of 4% in a majority African-American population is a valid lower-bound to prevalence of SI.\n",
    "\n",
    "We will compute an estimate of Number Needed to Screen (NNS) is addition to other performance metrics in the following script for ZCoR-SISA. We will need to make several assumptions in NNS computation.\n",
    "\n",
    "+ **Odds of an SA if one is experiencing SI** A study published in JAMA Psychiatry in 2013 analyzed a survey of adults in the United States and found that approximately 10.6% of respondents reported having suicidal thoughts in their lifetime, and 4.6% reported having made a suicide attempt. This suggests that, roughly, around 43% of individuals with lifetime suicidal ideation reported a suicide attempt. However, this percentage is likely to vary widely in different populations and settings~\\cite{nock2008suicide,nock2013prevalence}.\n",
    "+ **Effectiveness of interventions** It is estimated that cognitive-behavioural therapy (CBT)-based psychological treatment was associated with significant reductions in suicide attempts and deaths by suicide. The estimated odds ratio (OR) was 0·47 for suicide attempts (95% CI 0·30–0·73) and 0·20 for suicide (0·09–0·42)~\\cite{riblet2017strategies,meerwijk2016direct}.\n",
    "\n",
    "+ More than 60% of individuals who progress from thinking about suicide to attempting suicide will do so within the first year after the onset of suicide ideation~\\cite{ref6,ref9,ref11}, suggesting that the year after the first onset of suicide ideation is a particularly high-risk time. \n",
    "\n",
    "```\n",
    "\n",
    "@article{NSDUH2003,\n",
    "  title = {The NSDUH report},\n",
    "  author = {{National Survey on Drug Use and Health (U.S.)} and {United States Substance Abuse and Mental Health Services Administration Office of Applied Studies}},\n",
    "  year = {2003-2009},\n",
    "  language = {eng},\n",
    "  issn = {1559-4386},\n",
    "  url = {https://purl.fdlp.gov/GPO/LPS77578}\n",
    "}\n",
    "\n",
    "@article{nock2008suicide,\n",
    "  title={Suicide and suicidal behavior},\n",
    "  author={Nock, Matthew K and Borges, Guilherme and Bromet, Evelyn J and Cha, Christine B and Kessler, Ronald C and Lee, Sing},\n",
    "  journal={Epidemiologic reviews},\n",
    "  volume={30},\n",
    "  number={1},\n",
    "  pages={133--154},\n",
    "  year={2008},\n",
    "  publisher={Oxford University Press}\n",
    "}\n",
    "\n",
    "@article{nock2013prevalence,\n",
    "  title={Prevalence, correlates, and treatment of lifetime suicidal behavior among adolescents: Results from the National Comorbidity Survey Replication Adolescent Supplement},\n",
    "  author={Nock, Matthew K and Green, Jennifer Greif and Hwang, Irving and McLaughlin, Katie A and Sampson, Nancy A and Zaslavsky, Alan M and Kessler, Ronald C},\n",
    "  journal={JAMA psychiatry},\n",
    "  volume={70},\n",
    "  number={3},\n",
    "  pages={300--310},\n",
    "  year={2013},\n",
    "  publisher={American Medical Association}\n",
    "}\n",
    "\n",
    "@article{riblet2017strategies,\n",
    "  title={Strategies to prevent death by suicide: meta-analysis of randomised controlled trials},\n",
    "  author={Riblet, Nathaniel B.V. and Shiner, Brian and Young-Xu, Yinong and Watts, Bradley V.},\n",
    "  journal={The British Journal of Psychiatry},\n",
    "  volume={210},\n",
    "  number={6},\n",
    "  pages={396--402},\n",
    "  year={2017},\n",
    "  publisher={Cambridge University Press}\n",
    "}\n",
    "\n",
    "@article{meerwijk2016direct,\n",
    "  title={Direct versus indirect psychosocial and behavioural interventions to prevent suicide and suicide attempts: a systematic review and meta-analysis},\n",
    "  author={Meerwijk, Esther L. and Parekh, Amrita and Oquendo, Maria A. and Allen, Isabel E. and Franck, Linda S. and Lee, Kathryn A.},\n",
    "  journal={The Lancet Psychiatry},\n",
    "  volume={3},\n",
    "  number={6},\n",
    "  pages={544--554},\n",
    "  year={2016},\n",
    "  publisher={Elsevier}\n",
    "}\n",
    "\n",
    "@article{ref6,\n",
    "    author = \"Nock, M.K. and Borges, G. and Bromet, E.J. and others\",\n",
    "    title = \"Cross-national prevalence and risk factors for suicidal ideation, plans and attempts\",\n",
    "    journal = \"Br J Psychiatry\",\n",
    "    year = \"2008\",\n",
    "    volume = \"192\",\n",
    "    pages = \"98–105\",\n",
    "}\n",
    "\n",
    "@article{ref9,\n",
    "    author = \"Kessler, R.C. and Borges, G. and Walters, E.E.\",\n",
    "    title = \"Prevalence of and risk factors for lifetime suicide attempts in the National Comorbidity Survey\",\n",
    "    journal = \"Arch Gen Psychiatry\",\n",
    "    year = \"1999\",\n",
    "    volume = \"56\",\n",
    "    pages = \"617–626\",\n",
    "}\n",
    "\n",
    "\n",
    "@article{ref11,\n",
    "    author = \"Nock, M.K. and Green, J.G. and Hwang, I. and others\",\n",
    "    title = \"Prevalence, correlates and treatment of lifetime suicidal behavior among adolescents: results from the National Comorbidity Survey Replication Adolescent Supplement\",\n",
    "    journal = \"JAMA Psychiatry\",\n",
    "    year = \"2013\",\n",
    "    volume = \"70\",\n",
    "    pages = \"300–310\",\n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "```\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "## NNS estimation\n",
    "\n",
    "We assume that the adverse event we are aiming to avaoid is SA. We need to calculate the \"survival rate\" for SA. This is assumed to be same as the\n",
    "effectiveness of avoiding SA from the data above, ie 0.47. This represents the fraction who, if under heathcare attentions, succeed in avoiding the adverse event (similar to \n",
    "surviving beyond 5 years when under cancer treatment). We need another parameter: the F, which estimates the fraction of the TP who will experience adverse event, which if we are considering SA as the adverse event, and flagging SI/SA, maybe estimated approximately from the data above as 43%. But other evidnce (bullet 3), suggests if we are interested in estimating this effect over a short term (~1year), then this fraction is ~60%.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "F=.43\n",
    "F=.60\n",
    "surv_rate=0.47 # .30 to .73 95% cf\n",
    "surv_rate_lb=0.3 # .30 to .73 95% cf\n",
    "surv_rate_ub=0.73 # .30 to .73 95% cf\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax. Perhaps you forgot a comma? (2330756420.py, line 14)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"/tmp/ipykernel_2543357/2330756420.py\"\u001b[0;36m, line \u001b[0;32m14\u001b[0m\n\u001b[0;31m    total_samples=20000000#5*1e6,\u001b[0m\n\u001b[0m                  ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax. Perhaps you forgot a comma?\n"
     ]
    }
   ],
   "source": [
    "prev_vet=0.00317\n",
    "prev_pub=0.00135\n",
    "prev_si=0.048\n",
    "prev_lower_bnd=0.05\n",
    "prev_lower_bnd=0.04\n",
    "#data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA/National_ROC_CURVE_Female.csv'\n",
    "data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA/National_ROC_CURVE_Male.csv'\n",
    "data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA/National_ROC_CURVE_Female.csv'\n",
    "#data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA_NOPSY/National_ROC_CURVE_Male.csv'\n",
    "data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA_NOPSY/National_ROC_CURVE_Female.csv'\n",
    "#data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA_NOPSY/National_ROC_CURVE_Male.csv'\n",
    "zt=zedstat.processRoc(df=pd.read_csv(data),\n",
    "           order=3, \n",
    "           total_samples=20000000#5*1e6,\n",
    "           #positive_samples=22700,\n",
    "           positive_samples=1000000,\n",
    "           alpha=0.01,\n",
    "           prevalence=prev_lower_bnd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pbrn NUMBErS\n",
    "prev_vet=0.00317\n",
    "prev_pub=0.00135\n",
    "prev_si=0.048\n",
    "prev_lower_bnd=0.03\n",
    "#data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA/National_ROC_CURVE_Female.csv'\n",
    "data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA/National_ROC_CURVE_Male.csv'\n",
    "data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA/National_ROC_CURVE_Female.csv'\n",
    "#data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA_NOPSY/National_ROC_CURVE_Male.csv'\n",
    "data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA_NOPSY/National_ROC_CURVE_Female.csv'\n",
    "#data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA_NOPSY/National_ROC_CURVE_Male.csv'\n",
    "zt=zedstat.processRoc(df=pd.read_csv(data),\n",
    "           order=3, \n",
    "           total_samples=20791,\n",
    "           positive_samples=20791*prev_lower_bnd,\n",
    "           alpha=0.01,\n",
    "           prevalence=prev_lower_bnd)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "prev_vet=0.00317\n",
    "prev_pub=0.00135\n",
    "prev_si=0.048\n",
    "prev_lower_bnd=0.05\n",
    "prev_lower_bnd=0.413\n",
    "#data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA/National_ROC_CURVE_Female.csv'\n",
    "data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA/National_ROC_CURVE_Male.csv'\n",
    "data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA/National_ROC_CURVE_Female.csv'\n",
    "#data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA_NOPSY/National_ROC_CURVE_Male.csv'\n",
    "#data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA_NOPSY/National_ROC_CURVE_Female.csv'\n",
    "#data='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/data/CURVES/SISA_NOPSY/National_ROC_CURVE_Male.csv'\n",
    "zt=zedstat.processRoc(df=pd.read_csv(data),\n",
    "           order=3, \n",
    "           total_samples=870,\n",
    "           positive_samples=360,\n",
    "           alpha=0.01,\n",
    "           prevalence=prev_lower_bnd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute smoothened roc and other performance measures\n",
    "zt.smooth(STEP=0.0001)\n",
    "zt.allmeasures(interpolate=True)\n",
    "zt.usample(precision=3)\n",
    "zt.getBounds()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[5,5])\n",
    "ax=plt.gca()\n",
    "ax=zt.get().tpr.plot(ax=ax)\n",
    "plt.fill_between(x=zt.get().index, y1=zt.df_lim['U'].tpr,y2=zt.df_lim['L'].tpr, color='w',alpha=.2)\n",
    "ax.set_xlim(0,1)\n",
    "ax.set_ylim(0,1)\n",
    "ax.set_ylabel('tpr');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.7204680851063829, 0.7572199544630855, 0.6837162157496803)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zt.auc()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='LR-'>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zf=zt.get()\n",
    "zfu=zt.df_lim['U']\n",
    "zfl=zt.df_lim['L']\n",
    "plt.figure(figsize=[5,5])\n",
    "ax=plt.gca()\n",
    "ax=zf.plot(ax=ax,x='LR-',y='LR+')\n",
    "zfu.plot(ax=ax,x='LR-',y='LR+',style='--w')\n",
    "zfl.plot(ax=ax,x='LR-',y='LR+',style='--w')\n",
    "#ax.set_xlim(0.01,.98)\n",
    "#ax.set_ylim(0,1)\n",
    "#ax.set_ylabel('tpr');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "ZU=zf+(zfu-zfl)/2\n",
    "ZL=zf-(zfu-zfl)/2\n",
    "Z=zf.join(ZU,rsuffix='_upper').join(ZL,rsuffix='_lower')\n",
    "#ax=Z.plot(x='LR-',y='LR+')\n",
    "#ax=Z.plot(ax=ax,x='LR-U',y='LR+U')\n",
    "#ax=Z.plot(ax=ax,x='LR-L',y='LR+L')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tpr</th>\n",
       "      <th>ppv</th>\n",
       "      <th>acc</th>\n",
       "      <th>npv</th>\n",
       "      <th>LR+</th>\n",
       "      <th>LR-</th>\n",
       "      <th>threshold</th>\n",
       "      <th>tpr_upper</th>\n",
       "      <th>ppv_upper</th>\n",
       "      <th>acc_upper</th>\n",
       "      <th>...</th>\n",
       "      <th>LR+_upper</th>\n",
       "      <th>LR-_upper</th>\n",
       "      <th>threshold_upper</th>\n",
       "      <th>tpr_lower</th>\n",
       "      <th>ppv_lower</th>\n",
       "      <th>acc_lower</th>\n",
       "      <th>npv_lower</th>\n",
       "      <th>LR+_lower</th>\n",
       "      <th>LR-_lower</th>\n",
       "      <th>threshold_lower</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fpr</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.000</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.182218</td>\n",
       "      <td>0.970000</td>\n",
       "      <td>0.970000</td>\n",
       "      <td>17.286926</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.128411</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.338289</td>\n",
       "      <td>0.970000</td>\n",
       "      <td>...</td>\n",
       "      <td>19.453346</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.128411</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026147</td>\n",
       "      <td>0.970000</td>\n",
       "      <td>0.970000</td>\n",
       "      <td>15.120506</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.128411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.001</th>\n",
       "      <td>0.012158</td>\n",
       "      <td>0.182087</td>\n",
       "      <td>0.969758</td>\n",
       "      <td>0.970336</td>\n",
       "      <td>18.359341</td>\n",
       "      <td>0.988453</td>\n",
       "      <td>0.574977</td>\n",
       "      <td>0.023461</td>\n",
       "      <td>0.319226</td>\n",
       "      <td>0.970097</td>\n",
       "      <td>...</td>\n",
       "      <td>29.662362</td>\n",
       "      <td>0.977139</td>\n",
       "      <td>0.574977</td>\n",
       "      <td>0.000855</td>\n",
       "      <td>0.044949</td>\n",
       "      <td>0.969419</td>\n",
       "      <td>0.970007</td>\n",
       "      <td>7.056320</td>\n",
       "      <td>0.999768</td>\n",
       "      <td>0.574977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.002</th>\n",
       "      <td>0.031408</td>\n",
       "      <td>0.181776</td>\n",
       "      <td>0.968881</td>\n",
       "      <td>0.970855</td>\n",
       "      <td>16.878224</td>\n",
       "      <td>0.970644</td>\n",
       "      <td>0.019153</td>\n",
       "      <td>0.049397</td>\n",
       "      <td>0.312384</td>\n",
       "      <td>0.969420</td>\n",
       "      <td>...</td>\n",
       "      <td>25.872814</td>\n",
       "      <td>0.952618</td>\n",
       "      <td>0.019153</td>\n",
       "      <td>0.013419</td>\n",
       "      <td>0.051167</td>\n",
       "      <td>0.968341</td>\n",
       "      <td>0.970330</td>\n",
       "      <td>7.883633</td>\n",
       "      <td>0.988669</td>\n",
       "      <td>0.019153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.003</th>\n",
       "      <td>0.038501</td>\n",
       "      <td>0.181594</td>\n",
       "      <td>0.968246</td>\n",
       "      <td>0.971038</td>\n",
       "      <td>14.324692</td>\n",
       "      <td>0.964381</td>\n",
       "      <td>0.016763</td>\n",
       "      <td>0.058344</td>\n",
       "      <td>0.275528</td>\n",
       "      <td>0.968841</td>\n",
       "      <td>...</td>\n",
       "      <td>20.939317</td>\n",
       "      <td>0.944477</td>\n",
       "      <td>0.016763</td>\n",
       "      <td>0.018657</td>\n",
       "      <td>0.087659</td>\n",
       "      <td>0.967650</td>\n",
       "      <td>0.970457</td>\n",
       "      <td>7.710066</td>\n",
       "      <td>0.984285</td>\n",
       "      <td>0.016763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.004</th>\n",
       "      <td>0.050803</td>\n",
       "      <td>0.181232</td>\n",
       "      <td>0.966929</td>\n",
       "      <td>0.971350</td>\n",
       "      <td>11.271226</td>\n",
       "      <td>0.953692</td>\n",
       "      <td>0.013877</td>\n",
       "      <td>0.073452</td>\n",
       "      <td>0.272953</td>\n",
       "      <td>0.967608</td>\n",
       "      <td>...</td>\n",
       "      <td>16.933395</td>\n",
       "      <td>0.930952</td>\n",
       "      <td>0.013877</td>\n",
       "      <td>0.028155</td>\n",
       "      <td>0.089511</td>\n",
       "      <td>0.966249</td>\n",
       "      <td>0.970686</td>\n",
       "      <td>5.609057</td>\n",
       "      <td>0.976431</td>\n",
       "      <td>0.013877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.996</th>\n",
       "      <td>0.999620</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033832</td>\n",
       "      <td>1.001619</td>\n",
       "      <td>1.003825</td>\n",
       "      <td>0.005993</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>1.001630</td>\n",
       "      <td>0.000059</td>\n",
       "      <td>0.033892</td>\n",
       "      <td>...</td>\n",
       "      <td>1.005843</td>\n",
       "      <td>-0.292748</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>0.997610</td>\n",
       "      <td>-0.000059</td>\n",
       "      <td>0.033772</td>\n",
       "      <td>0.986165</td>\n",
       "      <td>1.001807</td>\n",
       "      <td>0.304734</td>\n",
       "      <td>0.004524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.997</th>\n",
       "      <td>0.999715</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.032874</td>\n",
       "      <td>1.001695</td>\n",
       "      <td>1.002869</td>\n",
       "      <td>0.004495</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>1.001456</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.032926</td>\n",
       "      <td>...</td>\n",
       "      <td>1.004615</td>\n",
       "      <td>-0.333128</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>0.997974</td>\n",
       "      <td>-0.000051</td>\n",
       "      <td>0.032822</td>\n",
       "      <td>0.983848</td>\n",
       "      <td>1.001123</td>\n",
       "      <td>0.342118</td>\n",
       "      <td>0.004524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.998</th>\n",
       "      <td>0.999810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031916</td>\n",
       "      <td>1.001771</td>\n",
       "      <td>1.001912</td>\n",
       "      <td>0.002997</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>1.001231</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.031959</td>\n",
       "      <td>...</td>\n",
       "      <td>1.003337</td>\n",
       "      <td>-0.399848</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>0.998389</td>\n",
       "      <td>-0.000041</td>\n",
       "      <td>0.031873</td>\n",
       "      <td>0.979909</td>\n",
       "      <td>1.000488</td>\n",
       "      <td>0.405842</td>\n",
       "      <td>0.004524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.999</th>\n",
       "      <td>0.999905</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030958</td>\n",
       "      <td>1.001848</td>\n",
       "      <td>1.000956</td>\n",
       "      <td>0.001498</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>1.000910</td>\n",
       "      <td>-0.000722</td>\n",
       "      <td>0.030988</td>\n",
       "      <td>...</td>\n",
       "      <td>1.001962</td>\n",
       "      <td>-0.548563</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>0.998900</td>\n",
       "      <td>0.000722</td>\n",
       "      <td>0.030928</td>\n",
       "      <td>0.970913</td>\n",
       "      <td>0.999950</td>\n",
       "      <td>0.551559</td>\n",
       "      <td>0.004524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.000</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>1.001924</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.136562</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.994622</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.136562</td>\n",
       "      <td>0.004524</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1001 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            tpr       ppv       acc       npv        LR+       LR-  threshold   \n",
       "fpr                                                                             \n",
       "0.000  0.000000  0.182218  0.970000  0.970000  17.286926  1.000000   1.128411  \\\n",
       "0.001  0.012158  0.182087  0.969758  0.970336  18.359341  0.988453   0.574977   \n",
       "0.002  0.031408  0.181776  0.968881  0.970855  16.878224  0.970644   0.019153   \n",
       "0.003  0.038501  0.181594  0.968246  0.971038  14.324692  0.964381   0.016763   \n",
       "0.004  0.050803  0.181232  0.966929  0.971350  11.271226  0.953692   0.013877   \n",
       "...         ...       ...       ...       ...        ...       ...        ...   \n",
       "0.996  0.999620  0.000000  0.033832  1.001619   1.003825  0.005993   0.004524   \n",
       "0.997  0.999715  0.000000  0.032874  1.001695   1.002869  0.004495   0.004524   \n",
       "0.998  0.999810  0.000000  0.031916  1.001771   1.001912  0.002997   0.004524   \n",
       "0.999  0.999905  0.000000  0.030958  1.001848   1.000956  0.001498   0.004524   \n",
       "1.000  1.000000  0.000000  0.030000  1.001924   1.000000  0.000000   0.004524   \n",
       "\n",
       "       tpr_upper  ppv_upper  acc_upper  ...  LR+_upper  LR-_upper   \n",
       "fpr                                     ...                         \n",
       "0.000   0.000000   0.338289   0.970000  ...  19.453346   1.000000  \\\n",
       "0.001   0.023461   0.319226   0.970097  ...  29.662362   0.977139   \n",
       "0.002   0.049397   0.312384   0.969420  ...  25.872814   0.952618   \n",
       "0.003   0.058344   0.275528   0.968841  ...  20.939317   0.944477   \n",
       "0.004   0.073452   0.272953   0.967608  ...  16.933395   0.930952   \n",
       "...          ...        ...        ...  ...        ...        ...   \n",
       "0.996   1.001630   0.000059   0.033892  ...   1.005843  -0.292748   \n",
       "0.997   1.001456   0.000051   0.032926  ...   1.004615  -0.333128   \n",
       "0.998   1.001231   0.000041   0.031959  ...   1.003337  -0.399848   \n",
       "0.999   1.000910  -0.000722   0.030988  ...   1.001962  -0.548563   \n",
       "1.000   1.000000   0.000000   0.030000  ...   1.000000  -0.136562   \n",
       "\n",
       "       threshold_upper  tpr_lower  ppv_lower  acc_lower  npv_lower  LR+_lower   \n",
       "fpr                                                                             \n",
       "0.000         1.128411   0.000000   0.026147   0.970000   0.970000  15.120506  \\\n",
       "0.001         0.574977   0.000855   0.044949   0.969419   0.970007   7.056320   \n",
       "0.002         0.019153   0.013419   0.051167   0.968341   0.970330   7.883633   \n",
       "0.003         0.016763   0.018657   0.087659   0.967650   0.970457   7.710066   \n",
       "0.004         0.013877   0.028155   0.089511   0.966249   0.970686   5.609057   \n",
       "...                ...        ...        ...        ...        ...        ...   \n",
       "0.996         0.004524   0.997610  -0.000059   0.033772   0.986165   1.001807   \n",
       "0.997         0.004524   0.997974  -0.000051   0.032822   0.983848   1.001123   \n",
       "0.998         0.004524   0.998389  -0.000041   0.031873   0.979909   1.000488   \n",
       "0.999         0.004524   0.998900   0.000722   0.030928   0.970913   0.999950   \n",
       "1.000         0.004524   1.000000   0.000000   0.030000   0.994622   1.000000   \n",
       "\n",
       "       LR-_lower  threshold_lower  \n",
       "fpr                                \n",
       "0.000   1.000000         1.128411  \n",
       "0.001   0.999768         0.574977  \n",
       "0.002   0.988669         0.019153  \n",
       "0.003   0.984285         0.016763  \n",
       "0.004   0.976431         0.013877  \n",
       "...          ...              ...  \n",
       "0.996   0.304734         0.004524  \n",
       "0.997   0.342118         0.004524  \n",
       "0.998   0.405842         0.004524  \n",
       "0.999   0.551559         0.004524  \n",
       "1.000   0.136562         0.004524  \n",
       "\n",
       "[1001 rows x 21 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "Z.to_csv(data.replace('.csv','X.csv'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tpr</th>\n",
       "      <th>ppv</th>\n",
       "      <th>acc</th>\n",
       "      <th>npv</th>\n",
       "      <th>LR+</th>\n",
       "      <th>LR-</th>\n",
       "      <th>threshold</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fpr</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.000</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.182218</td>\n",
       "      <td>0.970000</td>\n",
       "      <td>0.970000</td>\n",
       "      <td>17.286926</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.128411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.001</th>\n",
       "      <td>0.012158</td>\n",
       "      <td>0.182087</td>\n",
       "      <td>0.969758</td>\n",
       "      <td>0.970336</td>\n",
       "      <td>18.359341</td>\n",
       "      <td>0.988453</td>\n",
       "      <td>0.574977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.002</th>\n",
       "      <td>0.031408</td>\n",
       "      <td>0.181776</td>\n",
       "      <td>0.968881</td>\n",
       "      <td>0.970855</td>\n",
       "      <td>16.878224</td>\n",
       "      <td>0.970644</td>\n",
       "      <td>0.019153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.003</th>\n",
       "      <td>0.038501</td>\n",
       "      <td>0.181594</td>\n",
       "      <td>0.968246</td>\n",
       "      <td>0.971038</td>\n",
       "      <td>14.324692</td>\n",
       "      <td>0.964381</td>\n",
       "      <td>0.016763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.004</th>\n",
       "      <td>0.050803</td>\n",
       "      <td>0.181232</td>\n",
       "      <td>0.966929</td>\n",
       "      <td>0.971350</td>\n",
       "      <td>11.271226</td>\n",
       "      <td>0.953692</td>\n",
       "      <td>0.013877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.996</th>\n",
       "      <td>0.999620</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033832</td>\n",
       "      <td>1.001619</td>\n",
       "      <td>1.003825</td>\n",
       "      <td>0.005993</td>\n",
       "      <td>0.004524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.997</th>\n",
       "      <td>0.999715</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.032874</td>\n",
       "      <td>1.001695</td>\n",
       "      <td>1.002869</td>\n",
       "      <td>0.004495</td>\n",
       "      <td>0.004524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.998</th>\n",
       "      <td>0.999810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031916</td>\n",
       "      <td>1.001771</td>\n",
       "      <td>1.001912</td>\n",
       "      <td>0.002997</td>\n",
       "      <td>0.004524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.999</th>\n",
       "      <td>0.999905</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030958</td>\n",
       "      <td>1.001848</td>\n",
       "      <td>1.000956</td>\n",
       "      <td>0.001498</td>\n",
       "      <td>0.004524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.000</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>1.001924</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004524</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1001 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            tpr       ppv       acc       npv        LR+       LR-  threshold\n",
       "fpr                                                                          \n",
       "0.000  0.000000  0.182218  0.970000  0.970000  17.286926  1.000000   1.128411\n",
       "0.001  0.012158  0.182087  0.969758  0.970336  18.359341  0.988453   0.574977\n",
       "0.002  0.031408  0.181776  0.968881  0.970855  16.878224  0.970644   0.019153\n",
       "0.003  0.038501  0.181594  0.968246  0.971038  14.324692  0.964381   0.016763\n",
       "0.004  0.050803  0.181232  0.966929  0.971350  11.271226  0.953692   0.013877\n",
       "...         ...       ...       ...       ...        ...       ...        ...\n",
       "0.996  0.999620  0.000000  0.033832  1.001619   1.003825  0.005993   0.004524\n",
       "0.997  0.999715  0.000000  0.032874  1.001695   1.002869  0.004495   0.004524\n",
       "0.998  0.999810  0.000000  0.031916  1.001771   1.001912  0.002997   0.004524\n",
       "0.999  0.999905  0.000000  0.030958  1.001848   1.000956  0.001498   0.004524\n",
       "1.000  1.000000  0.000000  0.030000  1.001924   1.000000  0.000000   0.004524\n",
       "\n",
       "[1001 rows x 7 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zt.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "high precision operation:\n",
      " For every 1000000 positive instances\n",
      " we raise 731773 flags,\n",
      " out of which 131105 are true positives\n",
      " 600668 are false alarms\n",
      " 868895 cases are missed\n",
      " Number needed to screen is 17.55217816697776\n",
      "\n",
      "\n",
      "high recall operation:\n",
      " For every 1000000 positive instances\n",
      " we raise 797188 flags,\n",
      " out of which 142183 are true positives\n",
      " 655005 are false alarms\n",
      " 857817 cases are missed\n",
      " Number needed to screen is 13.349491337164332\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fpr</th>\n",
       "      <th>tpr</th>\n",
       "      <th>ppv</th>\n",
       "      <th>acc</th>\n",
       "      <th>npv</th>\n",
       "      <th>LR+</th>\n",
       "      <th>LR-</th>\n",
       "      <th>threshold</th>\n",
       "      <th>NNS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>high precision</th>\n",
       "      <td>0.001</td>\n",
       "      <td>0.012158</td>\n",
       "      <td>0.182087</td>\n",
       "      <td>0.969758</td>\n",
       "      <td>0.970336</td>\n",
       "      <td>18.359341</td>\n",
       "      <td>0.988453</td>\n",
       "      <td>0.574977</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>high sensitivity</th>\n",
       "      <td>0.006</td>\n",
       "      <td>0.061224</td>\n",
       "      <td>0.180873</td>\n",
       "      <td>0.965565</td>\n",
       "      <td>0.971608</td>\n",
       "      <td>10.271359</td>\n",
       "      <td>0.944838</td>\n",
       "      <td>0.012886</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    fpr       tpr       ppv       acc       npv        LR+   \n",
       "high precision    0.001  0.012158  0.182087  0.969758  0.970336  18.359341  \\\n",
       "high sensitivity  0.006  0.061224  0.180873  0.965565  0.971608  10.271359   \n",
       "\n",
       "                       LR-  threshold   NNS  \n",
       "high precision    0.988453   0.574977  34.0  \n",
       "high sensitivity  0.944838   0.012886  35.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>estimates</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>POS</th>\n",
       "      <td>1000000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TP</th>\n",
       "      <td>131105.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FP</th>\n",
       "      <td>600668.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NEG</th>\n",
       "      <td>32333333.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAGS</th>\n",
       "      <td>731773.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FN</th>\n",
       "      <td>868895.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TN</th>\n",
       "      <td>31732665.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NNS</th>\n",
       "      <td>18.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAGGED_FRACTION</th>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    estimates\n",
       "POS                1000000.00\n",
       "TP                  131105.00\n",
       "FP                  600668.00\n",
       "NEG               32333333.00\n",
       "FLAGS               731773.00\n",
       "FN                  868895.00\n",
       "TN                31732665.00\n",
       "NNS                     18.00\n",
       "FLAGGED_FRACTION         0.02"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>estimates</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>POS</th>\n",
       "      <td>1000000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TP</th>\n",
       "      <td>142183.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FP</th>\n",
       "      <td>655005.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NEG</th>\n",
       "      <td>32333333.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAGS</th>\n",
       "      <td>797188.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FN</th>\n",
       "      <td>857817.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TN</th>\n",
       "      <td>31678328.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NNS</th>\n",
       "      <td>18.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FLAGGED_FRACTION</th>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    estimates\n",
       "POS                1000000.00\n",
       "TP                  142183.00\n",
       "FP                  655005.00\n",
       "NEG               32333333.00\n",
       "FLAGS               797188.00\n",
       "FN                  857817.00\n",
       "TN                31678328.00\n",
       "NNS                     18.00\n",
       "FLAGGED_FRACTION         0.02"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "estimates    40654.0\n",
      "dtype: float64 estimates    22777.0\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "zt.operating_zone(LRminus=.9999,LRplus=10)\n",
    "#display(zt._operating_zone)\n",
    "N=1000000#20791*prev_lower_bnd*1000\n",
    "rf0,txt0,resdf0=zt.interpret(fpr=zt._operating_zone.fpr.values[0],number_of_positives=N,\n",
    "                      five_yr_survival=surv_rate,factor=F)\n",
    "\n",
    "rf0,txt0lb,resdf0lb=zt.interpret(fpr=zt._operating_zone.fpr.values[0],number_of_positives=N,\n",
    "                      five_yr_survival=surv_rate_lb,factor=F)\n",
    "\n",
    "rf0,txt0ub,resdf0ub=zt.interpret(fpr=zt._operating_zone.fpr.values[0],number_of_positives=N,\n",
    "                      five_yr_survival=surv_rate_ub,factor=F)\n",
    "\n",
    "\n",
    "rf1,txt1,resdf1=zt.interpret(fpr=zt._operating_zone.fpr.values[1],number_of_positives=N,\n",
    "                      five_yr_survival=surv_rate,factor=F)\n",
    "rf1,txt1,resdf1ub=zt.interpret(fpr=zt._operating_zone.fpr.values[1],number_of_positives=N,\n",
    "                      five_yr_survival=surv_rate_ub,factor=F)\n",
    "rf1,txt1,resdf1lb=zt.interpret(fpr=zt._operating_zone.fpr.values[1],number_of_positives=N,\n",
    "                      five_yr_survival=surv_rate_lb,factor=F)\n",
    "print('high precision operation:\\n','\\n '.join(txt0))\n",
    "print('\\n')\n",
    "print('high recall operation:\\n','\\n '.join(txt1))\n",
    "zop=zt._operating_zone\n",
    "zop['NNS'] = [resdf0ub.T.NNS.values[0],resdf1ub.T.NNS.values[0]]\n",
    "display(zop)\n",
    "\n",
    "#display(resdf0lb)\n",
    "display(resdf0)\n",
    "#display(resdf0ub)\n",
    "display(resdf1)\n",
    "#display(resdf1lb)\n",
    "#display(resdf1ub)\n",
    "print(np.round(resdf0.loc['FLAGS']/resdf0.loc['NNS']),np.round(resdf1ub.loc['FLAGS']/resdf1ub.loc['NNS']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "93000.0"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "S=(0.031/100) * 20*1e6\n",
    "S*15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "R0=resdf0lb.copy()\n",
    "R0.loc['lives saved']=int((R0.loc['FLAGS']/R0.loc['NNS']).values)\n",
    "R0.loc['PPV']=1/((R0.loc['FP']+R0.loc['FP'])/R0.loc['FP']).values\n",
    "R0.loc['flags/week']=R0.loc['FLAGS']/50\n",
    "R0.loc['flags/physician']=R0.loc['FLAGS']/11\n",
    "\n",
    "R1=resdf1ub.copy()\n",
    "R1.loc['lives saved']=int((R1.loc['FLAGS']/R1.loc['NNS']).values)\n",
    "R1.loc['PPV']=1/((R1.loc['FP']+R1.loc['FP'])/R1.loc['FP']).values\n",
    "R1.loc['flags/week']=R1.loc['FLAGS']/52\n",
    "R1.loc['flags/physician']=R1.loc['FLAGS']/11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>attribute</th>\n",
       "      <th>lower</th>\n",
       "      <th>upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>\\rowcolor{\\COLQC}total flags</td>\n",
       "      <td>14635455.00</td>\n",
       "      <td>15943760.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>true pos</td>\n",
       "      <td>2622093.00</td>\n",
       "      <td>2843654.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PPV</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>false pos</td>\n",
       "      <td>12013362.00</td>\n",
       "      <td>13100106.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>\\rowcolor{\\COLQB}NNS</td>\n",
       "      <td>13.00</td>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>flagged fraction</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>flags/physician</td>\n",
       "      <td>1330495.91</td>\n",
       "      <td>1449432.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>\\rowcolor{\\COLQA}flags/week</td>\n",
       "      <td>292709.10</td>\n",
       "      <td>306610.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>\\rowcolor{\\COLQ}lives saved</td>\n",
       "      <td>1125804.00</td>\n",
       "      <td>455536.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      attribute        lower        upper\n",
       "0  \\rowcolor{\\COLQC}total flags  14635455.00  15943760.00\n",
       "1                      true pos   2622093.00   2843654.00\n",
       "2                           PPV         0.50         0.50\n",
       "3                     false pos  12013362.00  13100106.00\n",
       "4          \\rowcolor{\\COLQB}NNS        13.00        35.00\n",
       "5              flagged fraction         0.02         0.02\n",
       "6               flags/physician   1330495.91   1449432.73\n",
       "7   \\rowcolor{\\COLQA}flags/week    292709.10    306610.77\n",
       "8   \\rowcolor{\\COLQ}lives saved   1125804.00    455536.00"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RR=R0.join(R1,rsuffix='ub')\n",
    "\n",
    "RR=RR.drop(['POS','NEG']).round(2)\n",
    "RR.columns=['lower','upper']\n",
    "RR.index=[x.replace('FLAGS','total flags').replace('TP','true pos').replace('FP','false pos')\n",
    "          .replace('TN','true neg').replace('FN','false neg').replace('_',' ').replace('FLAGGED FRACTION','flagged fraction')\n",
    "     for x in RR.index]\n",
    "RR=RR.sort_index()\n",
    "#rm=RR.min(axis=1)\n",
    "#rx=RR.max(axis=1)\n",
    "#RR.lower=rm\n",
    "#RR.upper=rx\n",
    "RR=RR.drop('true neg').drop('false neg')\n",
    "RR=RR.loc[['total flags', 'true pos','PPV','false pos','NNS',   'flagged fraction', 'flags/physician',\n",
    "       'flags/week', 'lives saved' ]]\n",
    "RR.index=['\\\\rowcolor{\\\\COLQC}total flags', 'true pos','PPV','false pos','\\\\rowcolor{\\\\COLQB}NNS',   'flagged fraction', 'flags/physician',\n",
    "       '\\\\rowcolor{\\\\COLQA}flags/week', '\\\\rowcolor{\\\\COLQ}lives saved' ]\n",
    "RR.index.name='attribute'\n",
    "RR=RR.reset_index()\n",
    "RR"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## writing tables to latex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "from zedstat.textable import textable\n",
    "#textable(RR,tabname='/home/ishanu/Dropbox/ZED/Research/CDMRPgrants/TBI/CDMRP/Figures/clinic.tex',\n",
    "#         TABFORMAT='R{.85in}|L{.35in}L{.39in}',FORMAT='%1.2f',INDEX=False,LNTERM='\\\\\\\\\\n')     \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tpr</th>\n",
       "      <th>ppv</th>\n",
       "      <th>acc</th>\n",
       "      <th>npv</th>\n",
       "      <th>LR+</th>\n",
       "      <th>LR-</th>\n",
       "      <th>threshold</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fpr</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.001</th>\n",
       "      <td>$0.012 \\pm 0.011$</td>\n",
       "      <td>$0.182 \\pm 0.137$</td>\n",
       "      <td>$0.969 \\pm 0.000$</td>\n",
       "      <td>$0.970 \\pm 0.000$</td>\n",
       "      <td>$18.35 \\pm 11.30$</td>\n",
       "      <td>$0.988 \\pm 0.011$</td>\n",
       "      <td>0.574977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.006</th>\n",
       "      <td>$0.061 \\pm 0.024$</td>\n",
       "      <td>$0.180 \\pm 0.074$</td>\n",
       "      <td>$0.965 \\pm 0.000$</td>\n",
       "      <td>$0.971 \\pm 0.000$</td>\n",
       "      <td>$10.27 \\pm 4.121$</td>\n",
       "      <td>$0.944 \\pm 0.024$</td>\n",
       "      <td>0.012886</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     tpr                ppv                acc   \n",
       "fpr                                                              \n",
       "0.001  $0.012 \\pm 0.011$  $0.182 \\pm 0.137$  $0.969 \\pm 0.000$  \\\n",
       "0.006  $0.061 \\pm 0.024$  $0.180 \\pm 0.074$  $0.965 \\pm 0.000$   \n",
       "\n",
       "                     npv                LR+                LR-  threshold  \n",
       "fpr                                                                        \n",
       "0.001  $0.970 \\pm 0.000$  $18.35 \\pm 11.30$  $0.988 \\pm 0.011$   0.574977  \n",
       "0.006  $0.971 \\pm 0.000$  $10.27 \\pm 4.121$  $0.944 \\pm 0.024$   0.012886  "
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pd.options.display.html.use_mathjax = False\n",
    "from zedstat.textable import tablewithbounds\n",
    "xf=tablewithbounds(zt.get(),zt.usample(zt.df_lim['U']),zt.usample(zt.df_lim['L']))#.to_csv('table.csv')\n",
    "xf.loc[zt._operating_zone.fpr.values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tpr</th>\n",
       "      <th>ppv</th>\n",
       "      <th>acc</th>\n",
       "      <th>npv</th>\n",
       "      <th>LR+</th>\n",
       "      <th>LR-</th>\n",
       "      <th>threshold</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fpr</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.001</th>\n",
       "      <td>$0.012 \\pm 0.011$</td>\n",
       "      <td>$0.182 \\pm 0.137$</td>\n",
       "      <td>$0.969 \\pm 0.000$</td>\n",
       "      <td>$0.970 \\pm 0.000$</td>\n",
       "      <td>$18.35 \\pm 11.30$</td>\n",
       "      <td>$0.988 \\pm 0.011$</td>\n",
       "      <td>0.574977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.006</th>\n",
       "      <td>$0.061 \\pm 0.024$</td>\n",
       "      <td>$0.180 \\pm 0.074$</td>\n",
       "      <td>$0.965 \\pm 0.000$</td>\n",
       "      <td>$0.971 \\pm 0.000$</td>\n",
       "      <td>$10.27 \\pm 4.121$</td>\n",
       "      <td>$0.944 \\pm 0.024$</td>\n",
       "      <td>0.012886</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     tpr                ppv                acc   \n",
       "fpr                                                              \n",
       "0.001  $0.012 \\pm 0.011$  $0.182 \\pm 0.137$  $0.969 \\pm 0.000$  \\\n",
       "0.006  $0.061 \\pm 0.024$  $0.180 \\pm 0.074$  $0.965 \\pm 0.000$   \n",
       "\n",
       "                     npv                LR+                LR-  threshold  \n",
       "fpr                                                                        \n",
       "0.001  $0.970 \\pm 0.000$  $18.35 \\pm 11.30$  $0.988 \\pm 0.011$   0.574977  \n",
       "0.006  $0.971 \\pm 0.000$  $10.27 \\pm 4.121$  $0.944 \\pm 0.024$   0.012886  "
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pd.options.display.html.use_mathjax = False\n",
    "from zedstat.textable import tablewithbounds\n",
    "xf=tablewithbounds(zt.get(),zt.usample(zt.df_lim['U']),zt.usample(zt.df_lim['L']))#.to_csv('table.csv')\n",
    "xf.loc[zt._operating_zone.fpr.values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "from zedstat.textable import textable\n",
    "textable(xf,tabname='tmp.tex',FORMAT='%1.3f',INDEX=True,LNTERM='\\\\\\\\\\\\hline\\n')     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\begin{tabular}{L{1in}|L{1in}|L{1in}|L{1in}|L{1in}|L{1in}|L{1in}|L{1in}}\\hline\r\n",
      "fpr&tpr&ppv&acc&npv&LR+&LR-&threshold\\\\\\hline\r\n",
      "0.000& $0.0  \\pm  0.0$ & $0.182  \\pm  0.156$ & $0.97  \\pm  0.0$ & $0.970  \\pm  0.0$ & $17.28  \\pm  2.166$ & $1.0  \\pm  0.0$ &1.128\\\\\\hline\r\n",
      "0.001& $0.012  \\pm  0.011$ & $0.182  \\pm  0.137$ & $0.969  \\pm  0.000$ & $0.970  \\pm  0.000$ & $18.35  \\pm  11.30$ & $0.988  \\pm  0.011$ &0.575\\\\\\hline\r\n",
      "0.002& $0.031  \\pm  0.017$ & $0.181  \\pm  0.130$ & $0.968  \\pm  0.000$ & $0.970  \\pm  0.000$ & $16.87  \\pm  8.994$ & $0.970  \\pm  0.018$ &0.019\\\\\\hline\r\n",
      "0.003& $0.038  \\pm  0.019$ & $0.181  \\pm  0.093$ & $0.968  \\pm  0.000$ & $0.971  \\pm  0.000$ & $14.32  \\pm  6.614$ & $0.964  \\pm  0.019$ &0.017\\\\\\hline\r\n",
      "0.004& $0.050  \\pm  0.022$ & $0.181  \\pm  0.091$ & $0.966  \\pm  0.000$ & $0.971  \\pm  0.000$ & $11.27  \\pm  5.662$ & $0.953  \\pm  0.022$ &0.014\\\\\\hline\r\n",
      "0.005& $0.056  \\pm  0.023$ & $0.181  \\pm  0.081$ & $0.966  \\pm  0.000$ & $0.971  \\pm  0.000$ & $10.77  \\pm  4.743$ & $0.949  \\pm  0.023$ &0.013\\\\\\hline\r\n",
      "0.006& $0.061  \\pm  0.024$ & $0.180  \\pm  0.074$ & $0.965  \\pm  0.000$ & $0.971  \\pm  0.000$ & $10.27  \\pm  4.121$ & $0.944  \\pm  0.024$ &0.013\\\\\\hline\r\n",
      "0.007& $0.066  \\pm  0.025$ & $0.180  \\pm  0.068$ & $0.964  \\pm  0.000$ & $0.971  \\pm  0.000$ & $9.771  \\pm  3.669$ & $0.940  \\pm  0.025$ &0.012\\\\\\hline\r\n",
      "0.008& $0.071  \\pm  0.026$ & $0.180  \\pm  0.063$ & $0.964  \\pm  0.000$ & $0.971  \\pm  0.000$ & $9.271  \\pm  3.324$ & $0.935  \\pm  0.026$ &0.012\\\\\\hline\r\n",
      "0.009& $0.076  \\pm  0.027$ & $0.180  \\pm  0.052$ & $0.963  \\pm  0.000$ & $0.971  \\pm  0.000$ & $8.771  \\pm  3.052$ & $0.931  \\pm  0.027$ &0.011\\\\\\hline\r\n",
      "0.010& $0.086  \\pm  0.029$ & $0.179  \\pm  0.056$ & $0.962  \\pm  0.000$ & $0.972  \\pm  0.000$ & $8.122  \\pm  2.901$ & $0.923  \\pm  0.029$ &0.011\\\\\\hline\r\n",
      "0.011& $0.091  \\pm  0.029$ & $0.179  \\pm  0.053$ & $0.961  \\pm  0.000$ & $0.972  \\pm  0.000$ & $7.972  \\pm  2.699$ & $0.919  \\pm  0.030$ &0.011\\\\\\hline\r\n",
      "0.012& $0.095  \\pm  0.030$ & $0.179  \\pm  0.050$ & $0.960  \\pm  0.000$ & $0.972  \\pm  0.000$ & $7.823  \\pm  2.528$ & $0.915  \\pm  0.030$ &0.010\\\\\\hline\r\n",
      "0.013& $0.100  \\pm  0.030$ & $0.179  \\pm  0.048$ & $0.960  \\pm  0.000$ & $0.972  \\pm  0.000$ & $7.673  \\pm  2.383$ & $0.911  \\pm  0.031$ &0.010\\\\\\hline\r\n",
      "0.014& $0.104  \\pm  0.031$ & $0.179  \\pm  0.046$ & $0.959  \\pm  0.000$ & $0.972  \\pm  0.000$ & $7.524  \\pm  2.257$ & $0.907  \\pm  0.032$ &0.010\\\\\\hline\r\n",
      "0.015& $0.113  \\pm  0.032$ & $0.178  \\pm  0.044$ & $0.958  \\pm  0.000$ & $0.972  \\pm  0.000$ & $7.294  \\pm  2.184$ & $0.900  \\pm  0.033$ &0.010\\\\\\hline\r\n",
      "0.016& $0.118  \\pm  0.033$ & $0.178  \\pm  0.042$ & $0.957  \\pm  0.000$ & $0.973  \\pm  0.000$ & $7.214  \\pm  2.082$ & $0.896  \\pm  0.033$ &0.010\\\\\\hline\r\n",
      "0.017& $0.122  \\pm  0.033$ & $0.178  \\pm  0.041$ & $0.956  \\pm  0.001$ & $0.973  \\pm  0.001$ & $7.134  \\pm  1.991$ & $0.892  \\pm  0.034$ &0.009\\\\\\hline\r\n",
      "0.018& $0.127  \\pm  0.034$ & $0.178  \\pm  0.039$ & $0.955  \\pm  0.001$ & $0.973  \\pm  0.001$ & $7.054  \\pm  1.909$ & $0.889  \\pm  0.035$ &0.009\\\\\\hline\r\n",
      "0.019& $0.131  \\pm  0.034$ & $0.178  \\pm  0.038$ & $0.955  \\pm  0.001$ & $0.973  \\pm  0.001$ & $6.974  \\pm  1.835$ & $0.885  \\pm  0.035$ &0.009\\\\\\hline\r\n",
      "0.020& $0.136  \\pm  0.035$ & $0.177  \\pm  0.037$ & $0.954  \\pm  0.001$ & $0.973  \\pm  0.001$ & $6.894  \\pm  1.768$ & $0.881  \\pm  0.036$ &0.009\\\\\\hline\r\n",
      "0.021& $0.140  \\pm  0.035$ & $0.177  \\pm  0.036$ & $0.953  \\pm  0.001$ & $0.973  \\pm  0.001$ & $6.813  \\pm  1.707$ & $0.877  \\pm  0.036$ &0.009\\\\\\hline\r\n",
      "0.022& $0.145  \\pm  0.036$ & $0.177  \\pm  0.035$ & $0.952  \\pm  0.001$ & $0.973  \\pm  0.001$ & $6.733  \\pm  1.651$ & $0.874  \\pm  0.037$ &0.009\\\\\\hline\r\n",
      "0.023& $0.149  \\pm  0.036$ & $0.177  \\pm  0.034$ & $0.952  \\pm  0.001$ & $0.973  \\pm  0.001$ & $6.653  \\pm  1.599$ & $0.870  \\pm  0.037$ &0.009\\\\\\hline\r\n",
      "0.024& $0.154  \\pm  0.037$ & $0.177  \\pm  0.033$ & $0.951  \\pm  0.001$ & $0.973  \\pm  0.001$ & $6.573  \\pm  1.551$ & $0.866  \\pm  0.038$ &0.009\\\\\\hline\r\n",
      "0.025& $0.158  \\pm  0.037$ & $0.177  \\pm  0.032$ & $0.950  \\pm  0.001$ & $0.974  \\pm  0.001$ & $6.493  \\pm  1.506$ & $0.862  \\pm  0.038$ &0.009\\\\\\hline\r\n",
      "0.026& $0.162  \\pm  0.038$ & $0.176  \\pm  0.031$ & $0.949  \\pm  0.001$ & $0.974  \\pm  0.001$ & $6.413  \\pm  1.464$ & $0.859  \\pm  0.039$ &0.009\\\\\\hline\r\n",
      "0.027& $0.167  \\pm  0.038$ & $0.176  \\pm  0.031$ & $0.949  \\pm  0.001$ & $0.974  \\pm  0.001$ & $6.333  \\pm  1.426$ & $0.855  \\pm  0.039$ &0.008\\\\\\hline\r\n",
      "0.028& $0.171  \\pm  0.038$ & $0.176  \\pm  0.031$ & $0.948  \\pm  0.001$ & $0.974  \\pm  0.001$ & $6.253  \\pm  1.389$ & $0.851  \\pm  0.040$ &0.008\\\\\\hline\r\n",
      "0.029& $0.179  \\pm  0.039$ & $0.176  \\pm  0.029$ & $0.946  \\pm  0.001$ & $0.974  \\pm  0.001$ & $6.104  \\pm  1.363$ & $0.845  \\pm  0.040$ &0.008\\\\\\hline\r\n",
      "0.030& $0.181  \\pm  0.039$ & $0.175  \\pm  0.029$ & $0.946  \\pm  0.001$ & $0.974  \\pm  0.001$ & $6.036  \\pm  1.326$ & $0.843  \\pm  0.041$ &0.008\\\\\\hline\r\n",
      "0.031& $0.184  \\pm  0.040$ & $0.175  \\pm  0.028$ & $0.945  \\pm  0.001$ & $0.974  \\pm  0.001$ & $5.967  \\pm  1.291$ & $0.841  \\pm  0.041$ &0.008\\\\\\hline\r\n",
      "0.032& $0.187  \\pm  0.040$ & $0.175  \\pm  0.027$ & $0.944  \\pm  0.001$ & $0.974  \\pm  0.001$ & $5.899  \\pm  1.258$ & $0.839  \\pm  0.041$ &0.008\\\\\\hline\r\n",
      "0.033& $0.190  \\pm  0.040$ & $0.175  \\pm  0.027$ & $0.943  \\pm  0.001$ & $0.974  \\pm  0.001$ & $5.830  \\pm  1.226$ & $0.837  \\pm  0.041$ &0.008\\\\\\hline\r\n",
      "0.034& $0.193  \\pm  0.040$ & $0.175  \\pm  0.026$ & $0.942  \\pm  0.001$ & $0.974  \\pm  0.001$ & $5.762  \\pm  1.197$ & $0.835  \\pm  0.042$ &0.008\\\\\\hline\r\n",
      "0.035& $0.195  \\pm  0.040$ & $0.174  \\pm  0.026$ & $0.942  \\pm  0.001$ & $0.974  \\pm  0.001$ & $5.693  \\pm  1.169$ & $0.833  \\pm  0.042$ &0.008\\\\\\hline\r\n",
      "0.036& $0.198  \\pm  0.041$ & $0.174  \\pm  0.025$ & $0.941  \\pm  0.001$ & $0.974  \\pm  0.001$ & $5.625  \\pm  1.143$ & $0.830  \\pm  0.042$ &0.008\\\\\\hline\r\n",
      "0.037& $0.201  \\pm  0.041$ & $0.174  \\pm  0.025$ & $0.940  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.556  \\pm  1.118$ & $0.828  \\pm  0.042$ &0.008\\\\\\hline\r\n",
      "0.038& $0.204  \\pm  0.041$ & $0.174  \\pm  0.024$ & $0.939  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.488  \\pm  1.094$ & $0.826  \\pm  0.043$ &0.008\\\\\\hline\r\n",
      "0.039& $0.207  \\pm  0.041$ & $0.174  \\pm  0.024$ & $0.938  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.419  \\pm  1.071$ & $0.824  \\pm  0.043$ &0.008\\\\\\hline\r\n",
      "0.040& $0.209  \\pm  0.042$ & $0.174  \\pm  0.020$ & $0.938  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.351  \\pm  1.050$ & $0.822  \\pm  0.043$ &0.008\\\\\\hline\r\n",
      "0.041& $0.215  \\pm  0.042$ & $0.173  \\pm  0.023$ & $0.936  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.252  \\pm  1.034$ & $0.818  \\pm  0.044$ &0.008\\\\\\hline\r\n",
      "0.042& $0.217  \\pm  0.042$ & $0.173  \\pm  0.023$ & $0.935  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.222  \\pm  1.013$ & $0.816  \\pm  0.044$ &0.007\\\\\\hline\r\n",
      "0.043& $0.220  \\pm  0.042$ & $0.173  \\pm  0.022$ & $0.934  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.191  \\pm  0.994$ & $0.814  \\pm  0.044$ &0.007\\\\\\hline\r\n",
      "0.044& $0.223  \\pm  0.042$ & $0.173  \\pm  0.022$ & $0.933  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.161  \\pm  0.975$ & $0.812  \\pm  0.044$ &0.007\\\\\\hline\r\n",
      "0.045& $0.225  \\pm  0.043$ & $0.172  \\pm  0.022$ & $0.932  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.130  \\pm  0.958$ & $0.810  \\pm  0.045$ &0.007\\\\\\hline\r\n",
      "0.046& $0.228  \\pm  0.043$ & $0.172  \\pm  0.021$ & $0.932  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.100  \\pm  0.941$ & $0.808  \\pm  0.045$ &0.007\\\\\\hline\r\n",
      "0.047& $0.230  \\pm  0.043$ & $0.172  \\pm  0.021$ & $0.931  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.069  \\pm  0.924$ & $0.806  \\pm  0.045$ &0.007\\\\\\hline\r\n",
      "0.048& $0.233  \\pm  0.043$ & $0.172  \\pm  0.021$ & $0.930  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.039  \\pm  0.908$ & $0.804  \\pm  0.045$ &0.007\\\\\\hline\r\n",
      "0.049& $0.235  \\pm  0.043$ & $0.172  \\pm  0.020$ & $0.929  \\pm  0.001$ & $0.975  \\pm  0.001$ & $5.009  \\pm  0.893$ & $0.802  \\pm  0.046$ &0.007\\\\\\hline\r\n",
      "0.050& $0.238  \\pm  0.043$ & $0.171  \\pm  0.020$ & $0.928  \\pm  0.001$ & $0.975  \\pm  0.001$ & $4.978  \\pm  0.879$ & $0.800  \\pm  0.046$ &0.007\\\\\\hline\r\n",
      "0.051& $0.241  \\pm  0.044$ & $0.171  \\pm  0.020$ & $0.927  \\pm  0.001$ & $0.975  \\pm  0.001$ & $4.948  \\pm  0.865$ & $0.798  \\pm  0.046$ &0.007\\\\\\hline\r\n",
      "0.052& $0.243  \\pm  0.044$ & $0.171  \\pm  0.020$ & $0.926  \\pm  0.001$ & $0.975  \\pm  0.001$ & $4.917  \\pm  0.851$ & $0.797  \\pm  0.046$ &0.007\\\\\\hline\r\n",
      "0.053& $0.246  \\pm  0.044$ & $0.171  \\pm  0.019$ & $0.925  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.887  \\pm  0.838$ & $0.795  \\pm  0.046$ &0.007\\\\\\hline\r\n",
      "0.054& $0.248  \\pm  0.044$ & $0.170  \\pm  0.019$ & $0.925  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.856  \\pm  0.825$ & $0.793  \\pm  0.047$ &0.007\\\\\\hline\r\n",
      "0.055& $0.251  \\pm  0.044$ & $0.170  \\pm  0.019$ & $0.924  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.826  \\pm  0.813$ & $0.791  \\pm  0.047$ &0.007\\\\\\hline\r\n",
      "0.056& $0.253  \\pm  0.044$ & $0.170  \\pm  0.019$ & $0.923  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.795  \\pm  0.801$ & $0.789  \\pm  0.047$ &0.007\\\\\\hline\r\n",
      "0.057& $0.256  \\pm  0.045$ & $0.170  \\pm  0.018$ & $0.922  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.765  \\pm  0.790$ & $0.787  \\pm  0.047$ &0.007\\\\\\hline\r\n",
      "0.058& $0.259  \\pm  0.045$ & $0.170  \\pm  0.018$ & $0.921  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.735  \\pm  0.779$ & $0.785  \\pm  0.047$ &0.007\\\\\\hline\r\n",
      "0.059& $0.261  \\pm  0.045$ & $0.169  \\pm  0.018$ & $0.920  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.704  \\pm  0.768$ & $0.783  \\pm  0.048$ &0.007\\\\\\hline\r\n",
      "0.060& $0.264  \\pm  0.045$ & $0.169  \\pm  0.018$ & $0.919  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.674  \\pm  0.758$ & $0.781  \\pm  0.048$ &0.007\\\\\\hline\r\n",
      "0.061& $0.266  \\pm  0.045$ & $0.169  \\pm  0.017$ & $0.918  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.643  \\pm  0.747$ & $0.779  \\pm  0.048$ &0.007\\\\\\hline\r\n",
      "0.062& $0.269  \\pm  0.045$ & $0.169  \\pm  0.017$ & $0.918  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.613  \\pm  0.738$ & $0.777  \\pm  0.048$ &0.007\\\\\\hline\r\n",
      "0.063& $0.272  \\pm  0.045$ & $0.169  \\pm  0.017$ & $0.917  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.582  \\pm  0.728$ & $0.775  \\pm  0.048$ &0.007\\\\\\hline\r\n",
      "0.064& $0.274  \\pm  0.046$ & $0.168  \\pm  0.017$ & $0.916  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.552  \\pm  0.719$ & $0.773  \\pm  0.049$ &0.007\\\\\\hline\r\n",
      "0.065& $0.277  \\pm  0.046$ & $0.168  \\pm  0.017$ & $0.915  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.522  \\pm  0.710$ & $0.771  \\pm  0.049$ &0.007\\\\\\hline\r\n",
      "0.066& $0.279  \\pm  0.046$ & $0.168  \\pm  0.016$ & $0.914  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.491  \\pm  0.701$ & $0.769  \\pm  0.049$ &0.007\\\\\\hline\r\n",
      "0.067& $0.282  \\pm  0.046$ & $0.168  \\pm  0.016$ & $0.913  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.461  \\pm  0.692$ & $0.767  \\pm  0.049$ &0.007\\\\\\hline\r\n",
      "0.068& $0.284  \\pm  0.046$ & $0.168  \\pm  0.016$ & $0.912  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.430  \\pm  0.684$ & $0.765  \\pm  0.049$ &0.007\\\\\\hline\r\n",
      "0.069& $0.287  \\pm  0.046$ & $0.167  \\pm  0.016$ & $0.912  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.400  \\pm  0.676$ & $0.764  \\pm  0.050$ &0.007\\\\\\hline\r\n",
      "0.070& $0.290  \\pm  0.046$ & $0.167  \\pm  0.016$ & $0.911  \\pm  0.001$ & $0.976  \\pm  0.001$ & $4.369  \\pm  0.668$ & $0.762  \\pm  0.050$ &0.007\\\\\\hline\r\n",
      "0.071& $0.292  \\pm  0.046$ & $0.167  \\pm  0.016$ & $0.910  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.339  \\pm  0.660$ & $0.760  \\pm  0.050$ &0.007\\\\\\hline\r\n",
      "0.072& $0.295  \\pm  0.047$ & $0.167  \\pm  0.015$ & $0.909  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.309  \\pm  0.653$ & $0.758  \\pm  0.050$ &0.007\\\\\\hline\r\n",
      "0.073& $0.297  \\pm  0.047$ & $0.167  \\pm  0.015$ & $0.908  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.278  \\pm  0.646$ & $0.756  \\pm  0.050$ &0.007\\\\\\hline\r\n",
      "0.074& $0.300  \\pm  0.047$ & $0.166  \\pm  0.015$ & $0.907  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.248  \\pm  0.638$ & $0.754  \\pm  0.051$ &0.007\\\\\\hline\r\n",
      "0.075& $0.302  \\pm  0.047$ & $0.166  \\pm  0.015$ & $0.906  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.217  \\pm  0.631$ & $0.752  \\pm  0.051$ &0.007\\\\\\hline\r\n",
      "0.076& $0.305  \\pm  0.047$ & $0.166  \\pm  0.015$ & $0.905  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.187  \\pm  0.625$ & $0.750  \\pm  0.051$ &0.007\\\\\\hline\r\n",
      "0.077& $0.308  \\pm  0.047$ & $0.166  \\pm  0.015$ & $0.905  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.156  \\pm  0.618$ & $0.748  \\pm  0.051$ &0.007\\\\\\hline\r\n",
      "0.078& $0.310  \\pm  0.047$ & $0.166  \\pm  0.015$ & $0.904  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.126  \\pm  0.611$ & $0.746  \\pm  0.051$ &0.007\\\\\\hline\r\n",
      "0.079& $0.313  \\pm  0.047$ & $0.165  \\pm  0.014$ & $0.903  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.095  \\pm  0.605$ & $0.744  \\pm  0.051$ &0.007\\\\\\hline\r\n",
      "0.080& $0.315  \\pm  0.047$ & $0.165  \\pm  0.014$ & $0.902  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.065  \\pm  0.599$ & $0.742  \\pm  0.052$ &0.007\\\\\\hline\r\n",
      "0.081& $0.318  \\pm  0.048$ & $0.165  \\pm  0.014$ & $0.901  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.035  \\pm  0.593$ & $0.740  \\pm  0.052$ &0.007\\\\\\hline\r\n",
      "0.082& $0.320  \\pm  0.048$ & $0.165  \\pm  0.014$ & $0.900  \\pm  0.001$ & $0.977  \\pm  0.001$ & $4.004  \\pm  0.587$ & $0.738  \\pm  0.052$ &0.006\\\\\\hline\r\n",
      "0.083& $0.323  \\pm  0.048$ & $0.165  \\pm  0.014$ & $0.899  \\pm  0.001$ & $0.977  \\pm  0.001$ & $3.974  \\pm  0.581$ & $0.736  \\pm  0.052$ &0.006\\\\\\hline\r\n",
      "0.084& $0.326  \\pm  0.048$ & $0.164  \\pm  0.014$ & $0.898  \\pm  0.001$ & $0.977  \\pm  0.001$ & $3.943  \\pm  0.575$ & $0.734  \\pm  0.052$ &0.006\\\\\\hline\r\n",
      "0.085& $0.328  \\pm  0.048$ & $0.164  \\pm  0.014$ & $0.898  \\pm  0.001$ & $0.977  \\pm  0.001$ & $3.913  \\pm  0.569$ & $0.733  \\pm  0.052$ &0.006\\\\\\hline\r\n",
      "0.086& $0.333  \\pm  0.048$ & $0.164  \\pm  0.013$ & $0.896  \\pm  0.001$ & $0.977  \\pm  0.001$ & $3.868  \\pm  0.565$ & $0.729  \\pm  0.053$ &0.006\\\\\\hline\r\n",
      "0.087& $0.335  \\pm  0.048$ & $0.164  \\pm  0.013$ & $0.895  \\pm  0.001$ & $0.977  \\pm  0.001$ & $3.854  \\pm  0.559$ & $0.727  \\pm  0.053$ &0.006\\\\\\hline\r\n",
      "0.088& $0.337  \\pm  0.048$ & $0.163  \\pm  0.013$ & $0.894  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.839  \\pm  0.554$ & $0.726  \\pm  0.053$ &0.006\\\\\\hline\r\n",
      "0.089& $0.340  \\pm  0.048$ & $0.163  \\pm  0.013$ & $0.893  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.825  \\pm  0.548$ & $0.724  \\pm  0.053$ &0.006\\\\\\hline\r\n",
      "0.090& $0.342  \\pm  0.048$ & $0.163  \\pm  0.013$ & $0.892  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.811  \\pm  0.543$ & $0.722  \\pm  0.053$ &0.006\\\\\\hline\r\n",
      "0.091& $0.344  \\pm  0.049$ & $0.163  \\pm  0.013$ & $0.892  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.797  \\pm  0.538$ & $0.721  \\pm  0.053$ &0.006\\\\\\hline\r\n",
      "0.092& $0.346  \\pm  0.049$ & $0.163  \\pm  0.013$ & $0.891  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.782  \\pm  0.533$ & $0.719  \\pm  0.054$ &0.006\\\\\\hline\r\n",
      "0.093& $0.348  \\pm  0.049$ & $0.162  \\pm  0.013$ & $0.890  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.768  \\pm  0.528$ & $0.717  \\pm  0.054$ &0.006\\\\\\hline\r\n",
      "0.094& $0.351  \\pm  0.049$ & $0.162  \\pm  0.013$ & $0.889  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.754  \\pm  0.523$ & $0.715  \\pm  0.054$ &0.006\\\\\\hline\r\n",
      "0.095& $0.353  \\pm  0.049$ & $0.162  \\pm  0.012$ & $0.888  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.739  \\pm  0.518$ & $0.714  \\pm  0.054$ &0.006\\\\\\hline\r\n",
      "0.096& $0.355  \\pm  0.049$ & $0.162  \\pm  0.012$ & $0.887  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.725  \\pm  0.514$ & $0.712  \\pm  0.054$ &0.006\\\\\\hline\r\n",
      "0.097& $0.357  \\pm  0.049$ & $0.162  \\pm  0.012$ & $0.886  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.711  \\pm  0.509$ & $0.710  \\pm  0.054$ &0.006\\\\\\hline\r\n",
      "0.098& $0.359  \\pm  0.049$ & $0.161  \\pm  0.012$ & $0.886  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.696  \\pm  0.505$ & $0.709  \\pm  0.054$ &0.006\\\\\\hline\r\n",
      "0.099& $0.362  \\pm  0.049$ & $0.161  \\pm  0.012$ & $0.885  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.682  \\pm  0.500$ & $0.707  \\pm  0.055$ &0.006\\\\\\hline\r\n",
      "0.100& $0.364  \\pm  0.049$ & $0.161  \\pm  0.012$ & $0.884  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.668  \\pm  0.496$ & $0.705  \\pm  0.055$ &0.006\\\\\\hline\r\n",
      "0.101& $0.366  \\pm  0.049$ & $0.161  \\pm  0.012$ & $0.883  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.653  \\pm  0.492$ & $0.704  \\pm  0.055$ &0.006\\\\\\hline\r\n",
      "0.102& $0.368  \\pm  0.049$ & $0.161  \\pm  0.009$ & $0.882  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.639  \\pm  0.487$ & $0.702  \\pm  0.055$ &0.006\\\\\\hline\r\n",
      "0.103& $0.372  \\pm  0.049$ & $0.160  \\pm  0.012$ & $0.881  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.611  \\pm  0.484$ & $0.699  \\pm  0.055$ &0.006\\\\\\hline\r\n",
      "0.104& $0.374  \\pm  0.049$ & $0.160  \\pm  0.012$ & $0.880  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.597  \\pm  0.479$ & $0.698  \\pm  0.055$ &0.006\\\\\\hline\r\n",
      "0.105& $0.376  \\pm  0.049$ & $0.160  \\pm  0.011$ & $0.879  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.583  \\pm  0.475$ & $0.697  \\pm  0.055$ &0.006\\\\\\hline\r\n",
      "0.106& $0.377  \\pm  0.050$ & $0.160  \\pm  0.011$ & $0.878  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.569  \\pm  0.471$ & $0.695  \\pm  0.055$ &0.006\\\\\\hline\r\n",
      "0.107& $0.379  \\pm  0.050$ & $0.159  \\pm  0.011$ & $0.877  \\pm  0.001$ & $0.978  \\pm  0.001$ & $3.555  \\pm  0.467$ & $0.694  \\pm  0.056$ &0.006\\\\\\hline\r\n",
      "0.108& $0.381  \\pm  0.050$ & $0.159  \\pm  0.011$ & $0.876  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.542  \\pm  0.463$ & $0.693  \\pm  0.056$ &0.006\\\\\\hline\r\n",
      "0.109& $0.383  \\pm  0.050$ & $0.159  \\pm  0.011$ & $0.875  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.528  \\pm  0.460$ & $0.692  \\pm  0.056$ &0.006\\\\\\hline\r\n",
      "0.110& $0.385  \\pm  0.050$ & $0.159  \\pm  0.011$ & $0.874  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.514  \\pm  0.456$ & $0.690  \\pm  0.056$ &0.006\\\\\\hline\r\n",
      "0.111& $0.386  \\pm  0.050$ & $0.159  \\pm  0.011$ & $0.873  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.500  \\pm  0.452$ & $0.689  \\pm  0.056$ &0.006\\\\\\hline\r\n",
      "0.112& $0.388  \\pm  0.050$ & $0.158  \\pm  0.011$ & $0.873  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.486  \\pm  0.448$ & $0.688  \\pm  0.056$ &0.006\\\\\\hline\r\n",
      "0.113& $0.390  \\pm  0.050$ & $0.158  \\pm  0.011$ & $0.872  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.472  \\pm  0.445$ & $0.687  \\pm  0.056$ &0.006\\\\\\hline\r\n",
      "0.114& $0.392  \\pm  0.050$ & $0.158  \\pm  0.011$ & $0.871  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.458  \\pm  0.441$ & $0.685  \\pm  0.056$ &0.006\\\\\\hline\r\n",
      "0.115& $0.393  \\pm  0.050$ & $0.158  \\pm  0.011$ & $0.870  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.445  \\pm  0.438$ & $0.684  \\pm  0.056$ &0.006\\\\\\hline\r\n",
      "0.116& $0.395  \\pm  0.050$ & $0.158  \\pm  0.011$ & $0.869  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.431  \\pm  0.434$ & $0.683  \\pm  0.057$ &0.006\\\\\\hline\r\n",
      "0.117& $0.397  \\pm  0.050$ & $0.157  \\pm  0.010$ & $0.868  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.417  \\pm  0.431$ & $0.682  \\pm  0.057$ &0.006\\\\\\hline\r\n",
      "0.118& $0.399  \\pm  0.050$ & $0.157  \\pm  0.010$ & $0.867  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.403  \\pm  0.428$ & $0.680  \\pm  0.057$ &0.006\\\\\\hline\r\n",
      "0.119& $0.400  \\pm  0.050$ & $0.157  \\pm  0.010$ & $0.866  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.389  \\pm  0.424$ & $0.679  \\pm  0.057$ &0.006\\\\\\hline\r\n",
      "0.120& $0.402  \\pm  0.050$ & $0.157  \\pm  0.010$ & $0.865  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.375  \\pm  0.421$ & $0.678  \\pm  0.057$ &0.006\\\\\\hline\r\n",
      "0.121& $0.404  \\pm  0.050$ & $0.157  \\pm  0.010$ & $0.865  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.362  \\pm  0.418$ & $0.677  \\pm  0.057$ &0.006\\\\\\hline\r\n",
      "0.122& $0.406  \\pm  0.050$ & $0.156  \\pm  0.010$ & $0.864  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.348  \\pm  0.415$ & $0.675  \\pm  0.057$ &0.006\\\\\\hline\r\n",
      "0.123& $0.408  \\pm  0.050$ & $0.156  \\pm  0.010$ & $0.863  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.334  \\pm  0.412$ & $0.674  \\pm  0.057$ &0.006\\\\\\hline\r\n",
      "0.124& $0.409  \\pm  0.050$ & $0.156  \\pm  0.010$ & $0.862  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.320  \\pm  0.409$ & $0.673  \\pm  0.057$ &0.006\\\\\\hline\r\n",
      "0.125& $0.411  \\pm  0.050$ & $0.156  \\pm  0.008$ & $0.861  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.306  \\pm  0.406$ & $0.672  \\pm  0.058$ &0.006\\\\\\hline\r\n",
      "0.126& $0.415  \\pm  0.050$ & $0.155  \\pm  0.010$ & $0.859  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.282  \\pm  0.403$ & $0.669  \\pm  0.058$ &0.006\\\\\\hline\r\n",
      "0.127& $0.416  \\pm  0.050$ & $0.155  \\pm  0.010$ & $0.858  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.272  \\pm  0.400$ & $0.668  \\pm  0.058$ &0.006\\\\\\hline\r\n",
      "0.128& $0.418  \\pm  0.050$ & $0.155  \\pm  0.010$ & $0.857  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.261  \\pm  0.397$ & $0.667  \\pm  0.058$ &0.006\\\\\\hline\r\n",
      "0.129& $0.420  \\pm  0.050$ & $0.155  \\pm  0.010$ & $0.857  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.251  \\pm  0.394$ & $0.665  \\pm  0.058$ &0.006\\\\\\hline\r\n",
      "0.130& $0.421  \\pm  0.050$ & $0.155  \\pm  0.010$ & $0.856  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.241  \\pm  0.391$ & $0.664  \\pm  0.058$ &0.006\\\\\\hline\r\n",
      "0.131& $0.423  \\pm  0.050$ & $0.154  \\pm  0.009$ & $0.855  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.231  \\pm  0.389$ & $0.663  \\pm  0.058$ &0.006\\\\\\hline\r\n",
      "0.132& $0.425  \\pm  0.050$ & $0.154  \\pm  0.009$ & $0.854  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.220  \\pm  0.386$ & $0.662  \\pm  0.058$ &0.006\\\\\\hline\r\n",
      "0.133& $0.427  \\pm  0.051$ & $0.154  \\pm  0.009$ & $0.853  \\pm  0.001$ & $0.979  \\pm  0.001$ & $3.210  \\pm  0.383$ & $0.660  \\pm  0.058$ &0.006\\\\\\hline\r\n",
      "0.134& $0.428  \\pm  0.051$ & $0.154  \\pm  0.009$ & $0.852  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.200  \\pm  0.380$ & $0.659  \\pm  0.058$ &0.006\\\\\\hline\r\n",
      "0.135& $0.430  \\pm  0.051$ & $0.154  \\pm  0.009$ & $0.851  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.189  \\pm  0.378$ & $0.658  \\pm  0.059$ &0.006\\\\\\hline\r\n",
      "0.136& $0.432  \\pm  0.051$ & $0.153  \\pm  0.009$ & $0.850  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.179  \\pm  0.375$ & $0.657  \\pm  0.059$ &0.006\\\\\\hline\r\n",
      "0.137& $0.433  \\pm  0.051$ & $0.153  \\pm  0.009$ & $0.850  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.169  \\pm  0.373$ & $0.655  \\pm  0.059$ &0.006\\\\\\hline\r\n",
      "0.138& $0.435  \\pm  0.051$ & $0.153  \\pm  0.009$ & $0.849  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.159  \\pm  0.370$ & $0.654  \\pm  0.059$ &0.006\\\\\\hline\r\n",
      "0.139& $0.437  \\pm  0.051$ & $0.153  \\pm  0.009$ & $0.848  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.148  \\pm  0.368$ & $0.653  \\pm  0.059$ &0.006\\\\\\hline\r\n",
      "0.140& $0.439  \\pm  0.051$ & $0.153  \\pm  0.009$ & $0.847  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.138  \\pm  0.365$ & $0.652  \\pm  0.059$ &0.006\\\\\\hline\r\n",
      "0.141& $0.441  \\pm  0.051$ & $0.152  \\pm  0.009$ & $0.845  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.118  \\pm  0.363$ & $0.650  \\pm  0.059$ &0.006\\\\\\hline\r\n",
      "0.142& $0.442  \\pm  0.051$ & $0.152  \\pm  0.009$ & $0.845  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.108  \\pm  0.360$ & $0.649  \\pm  0.059$ &0.006\\\\\\hline\r\n",
      "0.143& $0.443  \\pm  0.051$ & $0.152  \\pm  0.009$ & $0.844  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.098  \\pm  0.358$ & $0.649  \\pm  0.059$ &0.006\\\\\\hline\r\n",
      "0.144& $0.444  \\pm  0.051$ & $0.152  \\pm  0.009$ & $0.843  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.088  \\pm  0.355$ & $0.648  \\pm  0.059$ &0.006\\\\\\hline\r\n",
      "0.145& $0.445  \\pm  0.051$ & $0.152  \\pm  0.009$ & $0.842  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.078  \\pm  0.353$ & $0.648  \\pm  0.059$ &0.006\\\\\\hline\r\n",
      "0.146& $0.448  \\pm  0.051$ & $0.151  \\pm  0.009$ & $0.841  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.061  \\pm  0.351$ & $0.646  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.147& $0.449  \\pm  0.051$ & $0.151  \\pm  0.009$ & $0.840  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.053  \\pm  0.348$ & $0.645  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.148& $0.450  \\pm  0.051$ & $0.151  \\pm  0.008$ & $0.839  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.046  \\pm  0.346$ & $0.645  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.149& $0.451  \\pm  0.051$ & $0.151  \\pm  0.008$ & $0.838  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.038  \\pm  0.344$ & $0.644  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.150& $0.452  \\pm  0.051$ & $0.150  \\pm  0.008$ & $0.837  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.031  \\pm  0.342$ & $0.643  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.151& $0.454  \\pm  0.051$ & $0.150  \\pm  0.008$ & $0.836  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.023  \\pm  0.340$ & $0.642  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.152& $0.455  \\pm  0.051$ & $0.150  \\pm  0.008$ & $0.835  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.016  \\pm  0.337$ & $0.642  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.153& $0.456  \\pm  0.051$ & $0.150  \\pm  0.008$ & $0.834  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.008  \\pm  0.335$ & $0.641  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.154& $0.457  \\pm  0.051$ & $0.150  \\pm  0.008$ & $0.833  \\pm  0.001$ & $0.980  \\pm  0.001$ & $3.001  \\pm  0.333$ & $0.640  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.155& $0.459  \\pm  0.051$ & $0.149  \\pm  0.008$ & $0.832  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.993  \\pm  0.331$ & $0.639  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.156& $0.460  \\pm  0.051$ & $0.149  \\pm  0.008$ & $0.831  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.986  \\pm  0.329$ & $0.638  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.157& $0.461  \\pm  0.051$ & $0.149  \\pm  0.008$ & $0.831  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.978  \\pm  0.327$ & $0.638  \\pm  0.060$ &0.006\\\\\\hline\r\n",
      "0.158& $0.462  \\pm  0.051$ & $0.149  \\pm  0.008$ & $0.830  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.971  \\pm  0.325$ & $0.637  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.159& $0.464  \\pm  0.051$ & $0.149  \\pm  0.008$ & $0.829  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.963  \\pm  0.323$ & $0.636  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.160& $0.465  \\pm  0.051$ & $0.148  \\pm  0.008$ & $0.828  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.955  \\pm  0.321$ & $0.635  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.161& $0.466  \\pm  0.051$ & $0.148  \\pm  0.008$ & $0.827  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.948  \\pm  0.319$ & $0.634  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.162& $0.467  \\pm  0.051$ & $0.148  \\pm  0.008$ & $0.826  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.940  \\pm  0.317$ & $0.634  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.163& $0.469  \\pm  0.051$ & $0.148  \\pm  0.008$ & $0.825  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.933  \\pm  0.315$ & $0.633  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.164& $0.470  \\pm  0.051$ & $0.148  \\pm  0.008$ & $0.824  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.925  \\pm  0.313$ & $0.632  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.165& $0.471  \\pm  0.051$ & $0.147  \\pm  0.008$ & $0.823  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.918  \\pm  0.312$ & $0.631  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.166& $0.472  \\pm  0.051$ & $0.147  \\pm  0.008$ & $0.822  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.910  \\pm  0.310$ & $0.631  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.167& $0.473  \\pm  0.051$ & $0.147  \\pm  0.008$ & $0.821  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.903  \\pm  0.308$ & $0.630  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.168& $0.475  \\pm  0.051$ & $0.147  \\pm  0.008$ & $0.820  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.895  \\pm  0.306$ & $0.629  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.169& $0.476  \\pm  0.051$ & $0.146  \\pm  0.007$ & $0.819  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.888  \\pm  0.304$ & $0.628  \\pm  0.061$ &0.006\\\\\\hline\r\n",
      "0.170& $0.477  \\pm  0.051$ & $0.146  \\pm  0.007$ & $0.819  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.880  \\pm  0.303$ & $0.627  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.171& $0.478  \\pm  0.051$ & $0.146  \\pm  0.007$ & $0.818  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.873  \\pm  0.301$ & $0.627  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.172& $0.480  \\pm  0.051$ & $0.146  \\pm  0.007$ & $0.817  \\pm  0.001$ & $0.980  \\pm  0.001$ & $2.865  \\pm  0.299$ & $0.626  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.173& $0.481  \\pm  0.051$ & $0.146  \\pm  0.007$ & $0.816  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.858  \\pm  0.297$ & $0.625  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.174& $0.482  \\pm  0.051$ & $0.145  \\pm  0.007$ & $0.815  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.850  \\pm  0.296$ & $0.624  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.175& $0.483  \\pm  0.051$ & $0.145  \\pm  0.007$ & $0.814  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.843  \\pm  0.294$ & $0.624  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.176& $0.485  \\pm  0.051$ & $0.145  \\pm  0.007$ & $0.813  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.835  \\pm  0.292$ & $0.623  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.177& $0.486  \\pm  0.051$ & $0.145  \\pm  0.007$ & $0.812  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.827  \\pm  0.291$ & $0.622  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.178& $0.487  \\pm  0.051$ & $0.145  \\pm  0.007$ & $0.811  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.820  \\pm  0.289$ & $0.621  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.179& $0.488  \\pm  0.051$ & $0.144  \\pm  0.007$ & $0.810  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.812  \\pm  0.288$ & $0.620  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.180& $0.490  \\pm  0.051$ & $0.144  \\pm  0.007$ & $0.809  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.805  \\pm  0.286$ & $0.620  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.181& $0.491  \\pm  0.051$ & $0.144  \\pm  0.007$ & $0.808  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.797  \\pm  0.284$ & $0.619  \\pm  0.062$ &0.006\\\\\\hline\r\n",
      "0.182& $0.492  \\pm  0.051$ & $0.144  \\pm  0.007$ & $0.807  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.790  \\pm  0.283$ & $0.618  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.183& $0.493  \\pm  0.051$ & $0.144  \\pm  0.007$ & $0.806  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.782  \\pm  0.281$ & $0.617  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.184& $0.494  \\pm  0.051$ & $0.143  \\pm  0.007$ & $0.806  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.775  \\pm  0.280$ & $0.617  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.185& $0.496  \\pm  0.051$ & $0.143  \\pm  0.007$ & $0.805  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.767  \\pm  0.278$ & $0.616  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.186& $0.497  \\pm  0.051$ & $0.143  \\pm  0.007$ & $0.804  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.760  \\pm  0.277$ & $0.615  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.187& $0.498  \\pm  0.051$ & $0.143  \\pm  0.007$ & $0.803  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.752  \\pm  0.275$ & $0.614  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.188& $0.499  \\pm  0.051$ & $0.143  \\pm  0.007$ & $0.802  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.745  \\pm  0.274$ & $0.613  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.189& $0.501  \\pm  0.051$ & $0.142  \\pm  0.007$ & $0.801  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.737  \\pm  0.272$ & $0.613  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.190& $0.502  \\pm  0.051$ & $0.142  \\pm  0.007$ & $0.800  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.730  \\pm  0.271$ & $0.612  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.191& $0.503  \\pm  0.051$ & $0.142  \\pm  0.007$ & $0.799  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.722  \\pm  0.269$ & $0.611  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.192& $0.504  \\pm  0.051$ & $0.142  \\pm  0.007$ & $0.798  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.714  \\pm  0.268$ & $0.610  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.193& $0.506  \\pm  0.051$ & $0.142  \\pm  0.007$ & $0.797  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.707  \\pm  0.267$ & $0.610  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.194& $0.507  \\pm  0.051$ & $0.141  \\pm  0.007$ & $0.796  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.699  \\pm  0.265$ & $0.609  \\pm  0.063$ &0.006\\\\\\hline\r\n",
      "0.195& $0.508  \\pm  0.051$ & $0.141  \\pm  0.007$ & $0.795  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.692  \\pm  0.264$ & $0.608  \\pm  0.064$ &0.006\\\\\\hline\r\n",
      "0.196& $0.509  \\pm  0.051$ & $0.141  \\pm  0.006$ & $0.794  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.684  \\pm  0.263$ & $0.607  \\pm  0.064$ &0.006\\\\\\hline\r\n",
      "0.197& $0.511  \\pm  0.051$ & $0.141  \\pm  0.006$ & $0.793  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.677  \\pm  0.261$ & $0.606  \\pm  0.064$ &0.006\\\\\\hline\r\n",
      "0.198& $0.512  \\pm  0.051$ & $0.140  \\pm  0.006$ & $0.793  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.669  \\pm  0.260$ & $0.606  \\pm  0.064$ &0.005\\\\\\hline\r\n",
      "0.199& $0.513  \\pm  0.051$ & $0.140  \\pm  0.006$ & $0.792  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.662  \\pm  0.259$ & $0.605  \\pm  0.064$ &0.005\\\\\\hline\r\n",
      "0.200& $0.514  \\pm  0.051$ & $0.140  \\pm  0.006$ & $0.791  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.654  \\pm  0.257$ & $0.604  \\pm  0.064$ &0.005\\\\\\hline\r\n",
      "0.201& $0.515  \\pm  0.051$ & $0.140  \\pm  0.006$ & $0.790  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.647  \\pm  0.256$ & $0.603  \\pm  0.064$ &0.005\\\\\\hline\r\n",
      "0.202& $0.517  \\pm  0.051$ & $0.140  \\pm  0.006$ & $0.789  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.639  \\pm  0.255$ & $0.603  \\pm  0.064$ &0.005\\\\\\hline\r\n",
      "0.203& $0.518  \\pm  0.051$ & $0.139  \\pm  0.006$ & $0.788  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.632  \\pm  0.253$ & $0.602  \\pm  0.064$ &0.005\\\\\\hline\r\n",
      "0.204& $0.519  \\pm  0.051$ & $0.139  \\pm  0.006$ & $0.787  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.624  \\pm  0.252$ & $0.601  \\pm  0.064$ &0.005\\\\\\hline\r\n",
      "0.205& $0.520  \\pm  0.051$ & $0.139  \\pm  0.006$ & $0.786  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.617  \\pm  0.251$ & $0.600  \\pm  0.064$ &0.005\\\\\\hline\r\n",
      "0.206& $0.522  \\pm  0.051$ & $0.139  \\pm  0.006$ & $0.785  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.609  \\pm  0.250$ & $0.599  \\pm  0.064$ &0.005\\\\\\hline\r\n",
      "0.207& $0.523  \\pm  0.051$ & $0.139  \\pm  0.006$ & $0.784  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.602  \\pm  0.248$ & $0.599  \\pm  0.064$ &0.005\\\\\\hline\r\n",
      "0.208& $0.524  \\pm  0.051$ & $0.138  \\pm  0.006$ & $0.783  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.594  \\pm  0.247$ & $0.598  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.209& $0.525  \\pm  0.051$ & $0.138  \\pm  0.006$ & $0.782  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.586  \\pm  0.246$ & $0.597  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.210& $0.527  \\pm  0.051$ & $0.138  \\pm  0.006$ & $0.781  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.579  \\pm  0.245$ & $0.596  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.211& $0.528  \\pm  0.051$ & $0.138  \\pm  0.006$ & $0.781  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.571  \\pm  0.244$ & $0.596  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.212& $0.529  \\pm  0.051$ & $0.138  \\pm  0.006$ & $0.780  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.564  \\pm  0.242$ & $0.595  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.213& $0.530  \\pm  0.051$ & $0.137  \\pm  0.006$ & $0.779  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.556  \\pm  0.241$ & $0.594  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.214& $0.532  \\pm  0.051$ & $0.137  \\pm  0.006$ & $0.778  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.549  \\pm  0.240$ & $0.593  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.215& $0.533  \\pm  0.051$ & $0.137  \\pm  0.006$ & $0.777  \\pm  0.001$ & $0.981  \\pm  0.001$ & $2.541  \\pm  0.239$ & $0.592  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.216& $0.534  \\pm  0.051$ & $0.137  \\pm  0.006$ & $0.776  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.534  \\pm  0.238$ & $0.592  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.217& $0.535  \\pm  0.051$ & $0.137  \\pm  0.006$ & $0.775  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.526  \\pm  0.237$ & $0.591  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.218& $0.536  \\pm  0.051$ & $0.136  \\pm  0.006$ & $0.774  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.519  \\pm  0.235$ & $0.590  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.219& $0.538  \\pm  0.051$ & $0.136  \\pm  0.006$ & $0.773  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.511  \\pm  0.234$ & $0.589  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.220& $0.539  \\pm  0.051$ & $0.136  \\pm  0.006$ & $0.772  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.504  \\pm  0.233$ & $0.589  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.221& $0.540  \\pm  0.051$ & $0.136  \\pm  0.006$ & $0.771  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.496  \\pm  0.232$ & $0.588  \\pm  0.065$ &0.005\\\\\\hline\r\n",
      "0.222& $0.541  \\pm  0.051$ & $0.136  \\pm  0.006$ & $0.770  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.489  \\pm  0.231$ & $0.587  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.223& $0.543  \\pm  0.051$ & $0.135  \\pm  0.006$ & $0.769  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.481  \\pm  0.230$ & $0.586  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.224& $0.544  \\pm  0.051$ & $0.135  \\pm  0.006$ & $0.768  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.473  \\pm  0.229$ & $0.585  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.225& $0.545  \\pm  0.051$ & $0.135  \\pm  0.006$ & $0.768  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.466  \\pm  0.228$ & $0.585  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.226& $0.546  \\pm  0.051$ & $0.135  \\pm  0.006$ & $0.767  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.458  \\pm  0.227$ & $0.584  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.227& $0.548  \\pm  0.051$ & $0.134  \\pm  0.006$ & $0.766  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.451  \\pm  0.226$ & $0.583  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.228& $0.549  \\pm  0.051$ & $0.134  \\pm  0.006$ & $0.765  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.443  \\pm  0.225$ & $0.582  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.229& $0.550  \\pm  0.051$ & $0.134  \\pm  0.006$ & $0.764  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.436  \\pm  0.224$ & $0.582  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.230& $0.551  \\pm  0.051$ & $0.134  \\pm  0.005$ & $0.763  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.428  \\pm  0.223$ & $0.581  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.231& $0.553  \\pm  0.051$ & $0.134  \\pm  0.005$ & $0.762  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.421  \\pm  0.221$ & $0.580  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.232& $0.554  \\pm  0.051$ & $0.133  \\pm  0.005$ & $0.761  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.413  \\pm  0.220$ & $0.579  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.233& $0.555  \\pm  0.051$ & $0.133  \\pm  0.005$ & $0.760  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.406  \\pm  0.219$ & $0.578  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.234& $0.556  \\pm  0.051$ & $0.133  \\pm  0.005$ & $0.759  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.398  \\pm  0.218$ & $0.578  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.235& $0.557  \\pm  0.051$ & $0.133  \\pm  0.005$ & $0.758  \\pm  0.001$ & $0.982  \\pm  0.001$ & $2.391  \\pm  0.217$ & $0.577  \\pm  0.066$ &0.005\\\\\\hline\r\n",
      "0.236& $0.559  \\pm  0.051$ & $0.133  \\pm  0.005$ & $0.757  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.383  \\pm  0.216$ & $0.576  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.237& $0.560  \\pm  0.051$ & $0.132  \\pm  0.005$ & $0.756  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.376  \\pm  0.215$ & $0.575  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.238& $0.561  \\pm  0.051$ & $0.132  \\pm  0.005$ & $0.755  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.368  \\pm  0.215$ & $0.574  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.239& $0.562  \\pm  0.051$ & $0.132  \\pm  0.005$ & $0.755  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.360  \\pm  0.214$ & $0.574  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.240& $0.564  \\pm  0.051$ & $0.132  \\pm  0.004$ & $0.754  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.353  \\pm  0.213$ & $0.573  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.241& $0.566  \\pm  0.051$ & $0.131  \\pm  0.005$ & $0.752  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.341  \\pm  0.212$ & $0.571  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.242& $0.567  \\pm  0.051$ & $0.131  \\pm  0.005$ & $0.751  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.337  \\pm  0.211$ & $0.570  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.243& $0.568  \\pm  0.051$ & $0.131  \\pm  0.005$ & $0.750  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.333  \\pm  0.210$ & $0.570  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.244& $0.569  \\pm  0.051$ & $0.131  \\pm  0.005$ & $0.749  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.329  \\pm  0.209$ & $0.569  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.245& $0.571  \\pm  0.051$ & $0.131  \\pm  0.005$ & $0.748  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.325  \\pm  0.208$ & $0.568  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.246& $0.572  \\pm  0.051$ & $0.130  \\pm  0.005$ & $0.747  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.321  \\pm  0.207$ & $0.567  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.247& $0.573  \\pm  0.051$ & $0.130  \\pm  0.005$ & $0.746  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.317  \\pm  0.206$ & $0.566  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.248& $0.574  \\pm  0.050$ & $0.130  \\pm  0.005$ & $0.745  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.313  \\pm  0.205$ & $0.565  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.249& $0.575  \\pm  0.050$ & $0.130  \\pm  0.005$ & $0.745  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.309  \\pm  0.204$ & $0.565  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.250& $0.576  \\pm  0.050$ & $0.130  \\pm  0.005$ & $0.744  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.305  \\pm  0.203$ & $0.564  \\pm  0.067$ &0.005\\\\\\hline\r\n",
      "0.251& $0.578  \\pm  0.050$ & $0.129  \\pm  0.005$ & $0.743  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.301  \\pm  0.202$ & $0.563  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.252& $0.579  \\pm  0.050$ & $0.129  \\pm  0.005$ & $0.742  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.297  \\pm  0.202$ & $0.562  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.253& $0.580  \\pm  0.050$ & $0.129  \\pm  0.005$ & $0.741  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.293  \\pm  0.201$ & $0.561  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.254& $0.581  \\pm  0.050$ & $0.129  \\pm  0.005$ & $0.740  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.289  \\pm  0.200$ & $0.560  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.255& $0.582  \\pm  0.050$ & $0.129  \\pm  0.005$ & $0.739  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.284  \\pm  0.199$ & $0.560  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.256& $0.583  \\pm  0.050$ & $0.128  \\pm  0.005$ & $0.738  \\pm  0.001$ & $0.982  \\pm  0.002$ & $2.280  \\pm  0.198$ & $0.559  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.257& $0.585  \\pm  0.050$ & $0.128  \\pm  0.005$ & $0.737  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.276  \\pm  0.197$ & $0.558  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.258& $0.586  \\pm  0.050$ & $0.128  \\pm  0.005$ & $0.736  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.272  \\pm  0.196$ & $0.557  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.259& $0.587  \\pm  0.050$ & $0.128  \\pm  0.005$ & $0.735  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.268  \\pm  0.196$ & $0.556  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.260& $0.588  \\pm  0.050$ & $0.128  \\pm  0.005$ & $0.735  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.264  \\pm  0.195$ & $0.555  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.261& $0.589  \\pm  0.050$ & $0.127  \\pm  0.005$ & $0.734  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.260  \\pm  0.194$ & $0.555  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.262& $0.590  \\pm  0.050$ & $0.127  \\pm  0.005$ & $0.733  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.256  \\pm  0.193$ & $0.554  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.263& $0.592  \\pm  0.050$ & $0.127  \\pm  0.005$ & $0.732  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.252  \\pm  0.192$ & $0.553  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.264& $0.593  \\pm  0.050$ & $0.127  \\pm  0.005$ & $0.731  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.248  \\pm  0.191$ & $0.552  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.265& $0.594  \\pm  0.050$ & $0.127  \\pm  0.005$ & $0.730  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.244  \\pm  0.191$ & $0.551  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.266& $0.595  \\pm  0.050$ & $0.126  \\pm  0.005$ & $0.729  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.240  \\pm  0.190$ & $0.550  \\pm  0.068$ &0.005\\\\\\hline\r\n",
      "0.267& $0.596  \\pm  0.050$ & $0.126  \\pm  0.005$ & $0.728  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.236  \\pm  0.189$ & $0.550  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.268& $0.597  \\pm  0.050$ & $0.126  \\pm  0.005$ & $0.727  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.232  \\pm  0.188$ & $0.549  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.269& $0.599  \\pm  0.050$ & $0.126  \\pm  0.005$ & $0.726  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.228  \\pm  0.187$ & $0.548  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.270& $0.600  \\pm  0.050$ & $0.126  \\pm  0.005$ & $0.726  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.224  \\pm  0.187$ & $0.547  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.271& $0.601  \\pm  0.050$ & $0.125  \\pm  0.005$ & $0.725  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.219  \\pm  0.186$ & $0.546  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.272& $0.602  \\pm  0.050$ & $0.125  \\pm  0.005$ & $0.724  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.215  \\pm  0.185$ & $0.545  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.273& $0.603  \\pm  0.050$ & $0.125  \\pm  0.003$ & $0.723  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.211  \\pm  0.184$ & $0.545  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.274& $0.605  \\pm  0.050$ & $0.125  \\pm  0.004$ & $0.721  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.204  \\pm  0.183$ & $0.543  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.275& $0.606  \\pm  0.050$ & $0.124  \\pm  0.004$ & $0.720  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.200  \\pm  0.183$ & $0.543  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.276& $0.607  \\pm  0.050$ & $0.124  \\pm  0.004$ & $0.719  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.196  \\pm  0.182$ & $0.542  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.277& $0.608  \\pm  0.050$ & $0.124  \\pm  0.004$ & $0.719  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.193  \\pm  0.181$ & $0.541  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.278& $0.609  \\pm  0.050$ & $0.124  \\pm  0.004$ & $0.718  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.189  \\pm  0.181$ & $0.541  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.279& $0.610  \\pm  0.050$ & $0.124  \\pm  0.004$ & $0.717  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.185  \\pm  0.180$ & $0.540  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.280& $0.611  \\pm  0.050$ & $0.123  \\pm  0.004$ & $0.716  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.182  \\pm  0.179$ & $0.540  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.281& $0.612  \\pm  0.050$ & $0.123  \\pm  0.004$ & $0.715  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.178  \\pm  0.178$ & $0.539  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.282& $0.613  \\pm  0.050$ & $0.123  \\pm  0.004$ & $0.714  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.174  \\pm  0.178$ & $0.538  \\pm  0.069$ &0.005\\\\\\hline\r\n",
      "0.283& $0.614  \\pm  0.050$ & $0.123  \\pm  0.004$ & $0.713  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.167  \\pm  0.177$ & $0.537  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.284& $0.615  \\pm  0.050$ & $0.122  \\pm  0.004$ & $0.712  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.163  \\pm  0.176$ & $0.537  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.285& $0.616  \\pm  0.050$ & $0.122  \\pm  0.004$ & $0.711  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.159  \\pm  0.175$ & $0.536  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.286& $0.617  \\pm  0.050$ & $0.122  \\pm  0.004$ & $0.710  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.155  \\pm  0.175$ & $0.536  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.287& $0.618  \\pm  0.050$ & $0.122  \\pm  0.004$ & $0.709  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.151  \\pm  0.174$ & $0.536  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.288& $0.618  \\pm  0.050$ & $0.122  \\pm  0.004$ & $0.708  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.147  \\pm  0.173$ & $0.535  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.289& $0.619  \\pm  0.050$ & $0.121  \\pm  0.004$ & $0.707  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.143  \\pm  0.173$ & $0.535  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.290& $0.620  \\pm  0.050$ & $0.121  \\pm  0.004$ & $0.706  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.139  \\pm  0.172$ & $0.534  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.291& $0.621  \\pm  0.050$ & $0.121  \\pm  0.004$ & $0.705  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.135  \\pm  0.171$ & $0.534  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.292& $0.622  \\pm  0.050$ & $0.121  \\pm  0.004$ & $0.704  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.131  \\pm  0.171$ & $0.533  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.293& $0.622  \\pm  0.049$ & $0.121  \\pm  0.004$ & $0.703  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.127  \\pm  0.170$ & $0.533  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.294& $0.623  \\pm  0.049$ & $0.120  \\pm  0.004$ & $0.702  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.123  \\pm  0.169$ & $0.533  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.295& $0.624  \\pm  0.049$ & $0.120  \\pm  0.004$ & $0.701  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.120  \\pm  0.169$ & $0.532  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.296& $0.625  \\pm  0.049$ & $0.120  \\pm  0.004$ & $0.701  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.116  \\pm  0.168$ & $0.532  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.297& $0.626  \\pm  0.049$ & $0.120  \\pm  0.004$ & $0.700  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.112  \\pm  0.168$ & $0.531  \\pm  0.070$ &0.005\\\\\\hline\r\n",
      "0.298& $0.627  \\pm  0.049$ & $0.120  \\pm  0.004$ & $0.699  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.108  \\pm  0.167$ & $0.531  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.299& $0.627  \\pm  0.049$ & $0.119  \\pm  0.004$ & $0.698  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.104  \\pm  0.166$ & $0.530  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.300& $0.628  \\pm  0.049$ & $0.119  \\pm  0.004$ & $0.697  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.100  \\pm  0.166$ & $0.530  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.301& $0.629  \\pm  0.049$ & $0.119  \\pm  0.004$ & $0.696  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.096  \\pm  0.165$ & $0.530  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.302& $0.630  \\pm  0.049$ & $0.119  \\pm  0.004$ & $0.695  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.092  \\pm  0.164$ & $0.529  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.303& $0.631  \\pm  0.049$ & $0.119  \\pm  0.004$ & $0.694  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.088  \\pm  0.164$ & $0.529  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.304& $0.631  \\pm  0.049$ & $0.118  \\pm  0.004$ & $0.693  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.084  \\pm  0.163$ & $0.528  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.305& $0.632  \\pm  0.049$ & $0.118  \\pm  0.004$ & $0.692  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.080  \\pm  0.163$ & $0.528  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.306& $0.633  \\pm  0.049$ & $0.118  \\pm  0.004$ & $0.691  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.076  \\pm  0.162$ & $0.527  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.307& $0.634  \\pm  0.049$ & $0.118  \\pm  0.004$ & $0.690  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.072  \\pm  0.161$ & $0.527  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.308& $0.635  \\pm  0.049$ & $0.118  \\pm  0.004$ & $0.689  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.069  \\pm  0.161$ & $0.527  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.309& $0.635  \\pm  0.049$ & $0.117  \\pm  0.004$ & $0.688  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.065  \\pm  0.160$ & $0.526  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.310& $0.636  \\pm  0.049$ & $0.117  \\pm  0.004$ & $0.688  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.061  \\pm  0.160$ & $0.526  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.311& $0.637  \\pm  0.049$ & $0.117  \\pm  0.004$ & $0.687  \\pm  0.001$ & $0.983  \\pm  0.002$ & $2.057  \\pm  0.159$ & $0.525  \\pm  0.071$ &0.005\\\\\\hline\r\n",
      "0.312& $0.638  \\pm  0.049$ & $0.117  \\pm  0.004$ & $0.686  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.053  \\pm  0.158$ & $0.525  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.313& $0.639  \\pm  0.049$ & $0.117  \\pm  0.004$ & $0.685  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.049  \\pm  0.158$ & $0.524  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.314& $0.640  \\pm  0.049$ & $0.116  \\pm  0.004$ & $0.684  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.045  \\pm  0.157$ & $0.524  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.315& $0.640  \\pm  0.049$ & $0.116  \\pm  0.004$ & $0.683  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.041  \\pm  0.157$ & $0.524  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.316& $0.641  \\pm  0.049$ & $0.116  \\pm  0.004$ & $0.682  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.037  \\pm  0.156$ & $0.523  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.317& $0.642  \\pm  0.049$ & $0.116  \\pm  0.004$ & $0.681  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.033  \\pm  0.155$ & $0.523  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.318& $0.643  \\pm  0.049$ & $0.116  \\pm  0.004$ & $0.680  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.029  \\pm  0.155$ & $0.522  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.319& $0.644  \\pm  0.049$ & $0.115  \\pm  0.004$ & $0.679  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.025  \\pm  0.154$ & $0.522  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.320& $0.644  \\pm  0.049$ & $0.115  \\pm  0.004$ & $0.678  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.022  \\pm  0.154$ & $0.521  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.321& $0.645  \\pm  0.049$ & $0.115  \\pm  0.004$ & $0.677  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.018  \\pm  0.153$ & $0.521  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.322& $0.646  \\pm  0.049$ & $0.115  \\pm  0.004$ & $0.676  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.014  \\pm  0.153$ & $0.521  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.323& $0.647  \\pm  0.049$ & $0.114  \\pm  0.004$ & $0.675  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.010  \\pm  0.152$ & $0.520  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.324& $0.648  \\pm  0.049$ & $0.114  \\pm  0.004$ & $0.674  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.006  \\pm  0.152$ & $0.520  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.325& $0.648  \\pm  0.049$ & $0.114  \\pm  0.004$ & $0.674  \\pm  0.001$ & $0.984  \\pm  0.002$ & $2.002  \\pm  0.151$ & $0.519  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.326& $0.649  \\pm  0.049$ & $0.114  \\pm  0.004$ & $0.673  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.998  \\pm  0.150$ & $0.519  \\pm  0.072$ &0.005\\\\\\hline\r\n",
      "0.327& $0.650  \\pm  0.049$ & $0.114  \\pm  0.004$ & $0.672  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.994  \\pm  0.150$ & $0.518  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.328& $0.651  \\pm  0.049$ & $0.113  \\pm  0.004$ & $0.671  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.990  \\pm  0.149$ & $0.518  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.329& $0.652  \\pm  0.049$ & $0.113  \\pm  0.004$ & $0.670  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.986  \\pm  0.149$ & $0.518  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.330& $0.653  \\pm  0.049$ & $0.113  \\pm  0.004$ & $0.669  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.982  \\pm  0.148$ & $0.517  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.331& $0.653  \\pm  0.049$ & $0.113  \\pm  0.004$ & $0.668  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.978  \\pm  0.148$ & $0.517  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.332& $0.654  \\pm  0.049$ & $0.113  \\pm  0.004$ & $0.667  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.974  \\pm  0.147$ & $0.516  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.333& $0.655  \\pm  0.049$ & $0.112  \\pm  0.004$ & $0.666  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.971  \\pm  0.147$ & $0.516  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.334& $0.656  \\pm  0.048$ & $0.112  \\pm  0.004$ & $0.665  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.967  \\pm  0.146$ & $0.515  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.335& $0.657  \\pm  0.048$ & $0.112  \\pm  0.004$ & $0.664  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.963  \\pm  0.146$ & $0.515  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.336& $0.657  \\pm  0.048$ & $0.112  \\pm  0.004$ & $0.663  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.959  \\pm  0.145$ & $0.515  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.337& $0.658  \\pm  0.048$ & $0.112  \\pm  0.003$ & $0.662  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.955  \\pm  0.145$ & $0.514  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.338& $0.660  \\pm  0.048$ & $0.111  \\pm  0.003$ & $0.660  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.948  \\pm  0.144$ & $0.513  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.339& $0.661  \\pm  0.048$ & $0.111  \\pm  0.003$ & $0.660  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.946  \\pm  0.144$ & $0.513  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.340& $0.661  \\pm  0.048$ & $0.111  \\pm  0.003$ & $0.659  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.943  \\pm  0.143$ & $0.513  \\pm  0.073$ &0.005\\\\\\hline\r\n",
      "0.341& $0.662  \\pm  0.048$ & $0.111  \\pm  0.003$ & $0.658  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.940  \\pm  0.143$ & $0.512  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.342& $0.663  \\pm  0.048$ & $0.110  \\pm  0.003$ & $0.657  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.938  \\pm  0.142$ & $0.512  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.343& $0.663  \\pm  0.048$ & $0.110  \\pm  0.003$ & $0.656  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.935  \\pm  0.142$ & $0.511  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.344& $0.664  \\pm  0.048$ & $0.110  \\pm  0.003$ & $0.655  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.933  \\pm  0.141$ & $0.511  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.345& $0.665  \\pm  0.048$ & $0.110  \\pm  0.003$ & $0.654  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.930  \\pm  0.141$ & $0.511  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.346& $0.666  \\pm  0.048$ & $0.110  \\pm  0.003$ & $0.653  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.927  \\pm  0.140$ & $0.510  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.347& $0.666  \\pm  0.048$ & $0.109  \\pm  0.003$ & $0.652  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.925  \\pm  0.140$ & $0.510  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.348& $0.667  \\pm  0.048$ & $0.109  \\pm  0.003$ & $0.651  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.922  \\pm  0.139$ & $0.509  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.349& $0.668  \\pm  0.048$ & $0.109  \\pm  0.003$ & $0.650  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.919  \\pm  0.139$ & $0.509  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.350& $0.668  \\pm  0.048$ & $0.109  \\pm  0.003$ & $0.649  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.917  \\pm  0.138$ & $0.509  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.351& $0.669  \\pm  0.048$ & $0.109  \\pm  0.003$ & $0.648  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.914  \\pm  0.138$ & $0.508  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.352& $0.670  \\pm  0.048$ & $0.108  \\pm  0.003$ & $0.647  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.912  \\pm  0.137$ & $0.508  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.353& $0.671  \\pm  0.048$ & $0.108  \\pm  0.003$ & $0.646  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.909  \\pm  0.137$ & $0.508  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.354& $0.671  \\pm  0.048$ & $0.108  \\pm  0.003$ & $0.645  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.906  \\pm  0.136$ & $0.507  \\pm  0.074$ &0.005\\\\\\hline\r\n",
      "0.355& $0.672  \\pm  0.048$ & $0.108  \\pm  0.003$ & $0.645  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.904  \\pm  0.136$ & $0.507  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.356& $0.673  \\pm  0.048$ & $0.108  \\pm  0.003$ & $0.644  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.901  \\pm  0.135$ & $0.506  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.357& $0.673  \\pm  0.048$ & $0.107  \\pm  0.003$ & $0.643  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.899  \\pm  0.135$ & $0.506  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.358& $0.674  \\pm  0.048$ & $0.107  \\pm  0.003$ & $0.642  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.896  \\pm  0.134$ & $0.506  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.359& $0.675  \\pm  0.048$ & $0.107  \\pm  0.003$ & $0.641  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.893  \\pm  0.134$ & $0.505  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.360& $0.676  \\pm  0.048$ & $0.107  \\pm  0.003$ & $0.640  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.891  \\pm  0.134$ & $0.505  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.361& $0.676  \\pm  0.048$ & $0.106  \\pm  0.003$ & $0.639  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.888  \\pm  0.133$ & $0.504  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.362& $0.677  \\pm  0.048$ & $0.106  \\pm  0.003$ & $0.638  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.885  \\pm  0.133$ & $0.504  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.363& $0.678  \\pm  0.048$ & $0.106  \\pm  0.003$ & $0.637  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.883  \\pm  0.132$ & $0.504  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.364& $0.678  \\pm  0.048$ & $0.106  \\pm  0.003$ & $0.636  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.880  \\pm  0.132$ & $0.503  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.365& $0.679  \\pm  0.048$ & $0.106  \\pm  0.003$ & $0.635  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.878  \\pm  0.131$ & $0.503  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.366& $0.680  \\pm  0.048$ & $0.105  \\pm  0.003$ & $0.634  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.875  \\pm  0.131$ & $0.502  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.367& $0.681  \\pm  0.048$ & $0.105  \\pm  0.003$ & $0.633  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.872  \\pm  0.130$ & $0.502  \\pm  0.075$ &0.005\\\\\\hline\r\n",
      "0.368& $0.681  \\pm  0.048$ & $0.105  \\pm  0.003$ & $0.632  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.870  \\pm  0.130$ & $0.502  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.369& $0.682  \\pm  0.048$ & $0.105  \\pm  0.003$ & $0.631  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.867  \\pm  0.130$ & $0.501  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.370& $0.683  \\pm  0.047$ & $0.105  \\pm  0.003$ & $0.630  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.864  \\pm  0.129$ & $0.501  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.371& $0.683  \\pm  0.047$ & $0.104  \\pm  0.003$ & $0.629  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.862  \\pm  0.129$ & $0.501  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.372& $0.684  \\pm  0.047$ & $0.104  \\pm  0.003$ & $0.629  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.859  \\pm  0.128$ & $0.500  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.373& $0.685  \\pm  0.047$ & $0.104  \\pm  0.003$ & $0.628  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.857  \\pm  0.128$ & $0.500  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.374& $0.686  \\pm  0.047$ & $0.104  \\pm  0.003$ & $0.627  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.854  \\pm  0.127$ & $0.499  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.375& $0.686  \\pm  0.047$ & $0.104  \\pm  0.003$ & $0.626  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.851  \\pm  0.127$ & $0.499  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.376& $0.687  \\pm  0.047$ & $0.103  \\pm  0.003$ & $0.625  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.849  \\pm  0.127$ & $0.499  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.377& $0.688  \\pm  0.047$ & $0.103  \\pm  0.003$ & $0.624  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.846  \\pm  0.126$ & $0.498  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.378& $0.689  \\pm  0.047$ & $0.103  \\pm  0.003$ & $0.623  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.843  \\pm  0.126$ & $0.498  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.379& $0.689  \\pm  0.047$ & $0.103  \\pm  0.003$ & $0.622  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.841  \\pm  0.125$ & $0.497  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.380& $0.690  \\pm  0.047$ & $0.103  \\pm  0.003$ & $0.621  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.838  \\pm  0.125$ & $0.497  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.381& $0.691  \\pm  0.047$ & $0.102  \\pm  0.003$ & $0.620  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.836  \\pm  0.125$ & $0.497  \\pm  0.076$ &0.005\\\\\\hline\r\n",
      "0.382& $0.691  \\pm  0.047$ & $0.102  \\pm  0.003$ & $0.619  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.833  \\pm  0.124$ & $0.496  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.383& $0.692  \\pm  0.047$ & $0.102  \\pm  0.003$ & $0.618  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.830  \\pm  0.124$ & $0.496  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.384& $0.693  \\pm  0.047$ & $0.102  \\pm  0.003$ & $0.617  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.828  \\pm  0.123$ & $0.495  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.385& $0.694  \\pm  0.047$ & $0.102  \\pm  0.003$ & $0.616  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.825  \\pm  0.123$ & $0.495  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.386& $0.694  \\pm  0.047$ & $0.101  \\pm  0.003$ & $0.615  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.823  \\pm  0.123$ & $0.495  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.387& $0.695  \\pm  0.047$ & $0.101  \\pm  0.003$ & $0.614  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.820  \\pm  0.122$ & $0.494  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.388& $0.696  \\pm  0.047$ & $0.101  \\pm  0.003$ & $0.614  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.817  \\pm  0.122$ & $0.494  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.389& $0.696  \\pm  0.047$ & $0.101  \\pm  0.003$ & $0.613  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.815  \\pm  0.121$ & $0.494  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.390& $0.697  \\pm  0.047$ & $0.100  \\pm  0.003$ & $0.612  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.812  \\pm  0.121$ & $0.493  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.391& $0.698  \\pm  0.047$ & $0.100  \\pm  0.003$ & $0.611  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.809  \\pm  0.121$ & $0.493  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.392& $0.699  \\pm  0.047$ & $0.100  \\pm  0.003$ & $0.610  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.807  \\pm  0.120$ & $0.492  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.393& $0.699  \\pm  0.047$ & $0.100  \\pm  0.003$ & $0.609  \\pm  0.001$ & $0.984  \\pm  0.002$ & $1.804  \\pm  0.120$ & $0.492  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.394& $0.700  \\pm  0.047$ & $0.100  \\pm  0.003$ & $0.608  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.802  \\pm  0.119$ & $0.492  \\pm  0.077$ &0.005\\\\\\hline\r\n",
      "0.395& $0.701  \\pm  0.047$ & $0.099  \\pm  0.003$ & $0.607  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.799  \\pm  0.119$ & $0.491  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.396& $0.701  \\pm  0.047$ & $0.099  \\pm  0.003$ & $0.606  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.796  \\pm  0.119$ & $0.491  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.397& $0.702  \\pm  0.047$ & $0.099  \\pm  0.003$ & $0.605  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.794  \\pm  0.118$ & $0.490  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.398& $0.703  \\pm  0.047$ & $0.099  \\pm  0.003$ & $0.604  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.791  \\pm  0.118$ & $0.490  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.399& $0.704  \\pm  0.047$ & $0.099  \\pm  0.003$ & $0.603  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.788  \\pm  0.117$ & $0.490  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.400& $0.704  \\pm  0.047$ & $0.098  \\pm  0.003$ & $0.602  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.786  \\pm  0.117$ & $0.489  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.401& $0.705  \\pm  0.047$ & $0.098  \\pm  0.003$ & $0.601  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.783  \\pm  0.117$ & $0.489  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.402& $0.706  \\pm  0.046$ & $0.098  \\pm  0.003$ & $0.600  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.781  \\pm  0.116$ & $0.488  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.403& $0.706  \\pm  0.046$ & $0.098  \\pm  0.003$ & $0.599  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.778  \\pm  0.116$ & $0.488  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.404& $0.707  \\pm  0.046$ & $0.098  \\pm  0.003$ & $0.598  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.775  \\pm  0.116$ & $0.488  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.405& $0.708  \\pm  0.046$ & $0.097  \\pm  0.003$ & $0.598  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.773  \\pm  0.115$ & $0.487  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.406& $0.709  \\pm  0.046$ & $0.097  \\pm  0.003$ & $0.597  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.770  \\pm  0.115$ & $0.487  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.407& $0.709  \\pm  0.046$ & $0.097  \\pm  0.003$ & $0.596  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.767  \\pm  0.115$ & $0.487  \\pm  0.078$ &0.005\\\\\\hline\r\n",
      "0.408& $0.710  \\pm  0.046$ & $0.097  \\pm  0.003$ & $0.595  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.765  \\pm  0.114$ & $0.486  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.409& $0.711  \\pm  0.046$ & $0.097  \\pm  0.003$ & $0.594  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.762  \\pm  0.114$ & $0.486  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.410& $0.711  \\pm  0.046$ & $0.096  \\pm  0.003$ & $0.593  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.760  \\pm  0.113$ & $0.485  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.411& $0.712  \\pm  0.046$ & $0.096  \\pm  0.003$ & $0.592  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.757  \\pm  0.113$ & $0.485  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.412& $0.713  \\pm  0.046$ & $0.096  \\pm  0.003$ & $0.591  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.754  \\pm  0.113$ & $0.485  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.413& $0.714  \\pm  0.046$ & $0.096  \\pm  0.003$ & $0.590  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.752  \\pm  0.112$ & $0.484  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.414& $0.714  \\pm  0.046$ & $0.096  \\pm  0.003$ & $0.589  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.749  \\pm  0.112$ & $0.484  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.415& $0.715  \\pm  0.046$ & $0.095  \\pm  0.003$ & $0.588  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.746  \\pm  0.112$ & $0.483  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.416& $0.716  \\pm  0.046$ & $0.095  \\pm  0.003$ & $0.587  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.744  \\pm  0.111$ & $0.483  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.417& $0.717  \\pm  0.046$ & $0.095  \\pm  0.003$ & $0.586  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.741  \\pm  0.111$ & $0.483  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.418& $0.717  \\pm  0.046$ & $0.095  \\pm  0.003$ & $0.585  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.739  \\pm  0.111$ & $0.482  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.419& $0.718  \\pm  0.046$ & $0.095  \\pm  0.003$ & $0.584  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.736  \\pm  0.110$ & $0.482  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.420& $0.719  \\pm  0.046$ & $0.094  \\pm  0.003$ & $0.583  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.733  \\pm  0.110$ & $0.481  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.421& $0.719  \\pm  0.046$ & $0.094  \\pm  0.003$ & $0.582  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.731  \\pm  0.110$ & $0.481  \\pm  0.079$ &0.005\\\\\\hline\r\n",
      "0.422& $0.720  \\pm  0.046$ & $0.094  \\pm  0.003$ & $0.582  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.728  \\pm  0.109$ & $0.481  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.423& $0.721  \\pm  0.046$ & $0.094  \\pm  0.003$ & $0.581  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.726  \\pm  0.109$ & $0.480  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.424& $0.722  \\pm  0.046$ & $0.093  \\pm  0.003$ & $0.580  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.723  \\pm  0.108$ & $0.480  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.425& $0.722  \\pm  0.046$ & $0.093  \\pm  0.003$ & $0.579  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.720  \\pm  0.108$ & $0.480  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.426& $0.723  \\pm  0.046$ & $0.093  \\pm  0.003$ & $0.578  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.718  \\pm  0.108$ & $0.479  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.427& $0.724  \\pm  0.046$ & $0.093  \\pm  0.003$ & $0.577  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.715  \\pm  0.107$ & $0.479  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.428& $0.724  \\pm  0.046$ & $0.093  \\pm  0.003$ & $0.576  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.712  \\pm  0.107$ & $0.478  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.429& $0.725  \\pm  0.046$ & $0.092  \\pm  0.002$ & $0.575  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.710  \\pm  0.107$ & $0.478  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.430& $0.726  \\pm  0.045$ & $0.092  \\pm  0.002$ & $0.574  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.707  \\pm  0.106$ & $0.478  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.431& $0.727  \\pm  0.045$ & $0.092  \\pm  0.002$ & $0.573  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.705  \\pm  0.106$ & $0.477  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.432& $0.727  \\pm  0.045$ & $0.092  \\pm  0.002$ & $0.572  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.702  \\pm  0.106$ & $0.477  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.433& $0.728  \\pm  0.045$ & $0.092  \\pm  0.002$ & $0.571  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.699  \\pm  0.105$ & $0.476  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.434& $0.729  \\pm  0.045$ & $0.091  \\pm  0.002$ & $0.570  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.697  \\pm  0.105$ & $0.476  \\pm  0.080$ &0.005\\\\\\hline\r\n",
      "0.435& $0.729  \\pm  0.045$ & $0.091  \\pm  0.002$ & $0.569  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.694  \\pm  0.105$ & $0.476  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.436& $0.730  \\pm  0.045$ & $0.091  \\pm  0.002$ & $0.568  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.691  \\pm  0.104$ & $0.475  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.437& $0.731  \\pm  0.045$ & $0.091  \\pm  0.002$ & $0.567  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.689  \\pm  0.104$ & $0.475  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.438& $0.732  \\pm  0.045$ & $0.091  \\pm  0.002$ & $0.567  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.686  \\pm  0.104$ & $0.474  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.439& $0.732  \\pm  0.045$ & $0.090  \\pm  0.002$ & $0.566  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.684  \\pm  0.103$ & $0.474  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.440& $0.733  \\pm  0.045$ & $0.090  \\pm  0.002$ & $0.565  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.681  \\pm  0.103$ & $0.474  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.441& $0.734  \\pm  0.045$ & $0.090  \\pm  0.002$ & $0.564  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.678  \\pm  0.103$ & $0.473  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.442& $0.734  \\pm  0.045$ & $0.090  \\pm  0.002$ & $0.563  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.676  \\pm  0.102$ & $0.473  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.443& $0.735  \\pm  0.045$ & $0.090  \\pm  0.002$ & $0.562  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.673  \\pm  0.102$ & $0.473  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.444& $0.736  \\pm  0.045$ & $0.089  \\pm  0.002$ & $0.561  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.670  \\pm  0.102$ & $0.472  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.445& $0.737  \\pm  0.045$ & $0.089  \\pm  0.002$ & $0.560  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.668  \\pm  0.102$ & $0.472  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.446& $0.737  \\pm  0.045$ & $0.089  \\pm  0.002$ & $0.559  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.665  \\pm  0.101$ & $0.471  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.447& $0.738  \\pm  0.045$ & $0.089  \\pm  0.002$ & $0.558  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.663  \\pm  0.101$ & $0.471  \\pm  0.081$ &0.005\\\\\\hline\r\n",
      "0.448& $0.739  \\pm  0.045$ & $0.089  \\pm  0.002$ & $0.557  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.660  \\pm  0.101$ & $0.471  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.449& $0.739  \\pm  0.045$ & $0.088  \\pm  0.002$ & $0.556  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.657  \\pm  0.100$ & $0.470  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.450& $0.740  \\pm  0.045$ & $0.088  \\pm  0.002$ & $0.555  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.655  \\pm  0.100$ & $0.470  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.451& $0.741  \\pm  0.045$ & $0.088  \\pm  0.002$ & $0.554  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.652  \\pm  0.100$ & $0.469  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.452& $0.742  \\pm  0.045$ & $0.088  \\pm  0.002$ & $0.553  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.650  \\pm  0.099$ & $0.469  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.453& $0.742  \\pm  0.045$ & $0.088  \\pm  0.002$ & $0.552  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.647  \\pm  0.099$ & $0.469  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.454& $0.743  \\pm  0.045$ & $0.087  \\pm  0.002$ & $0.551  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.644  \\pm  0.099$ & $0.468  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.455& $0.744  \\pm  0.044$ & $0.087  \\pm  0.002$ & $0.551  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.642  \\pm  0.098$ & $0.468  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.456& $0.745  \\pm  0.044$ & $0.087  \\pm  0.002$ & $0.550  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.639  \\pm  0.098$ & $0.467  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.457& $0.745  \\pm  0.044$ & $0.087  \\pm  0.002$ & $0.549  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.636  \\pm  0.098$ & $0.467  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.458& $0.746  \\pm  0.044$ & $0.086  \\pm  0.002$ & $0.548  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.634  \\pm  0.097$ & $0.467  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.459& $0.747  \\pm  0.044$ & $0.086  \\pm  0.002$ & $0.547  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.631  \\pm  0.097$ & $0.466  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.460& $0.747  \\pm  0.044$ & $0.086  \\pm  0.002$ & $0.546  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.629  \\pm  0.097$ & $0.466  \\pm  0.082$ &0.005\\\\\\hline\r\n",
      "0.461& $0.748  \\pm  0.044$ & $0.086  \\pm  0.002$ & $0.545  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.626  \\pm  0.097$ & $0.466  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.462& $0.749  \\pm  0.044$ & $0.086  \\pm  0.002$ & $0.544  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.623  \\pm  0.096$ & $0.465  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.463& $0.750  \\pm  0.044$ & $0.085  \\pm  0.002$ & $0.543  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.621  \\pm  0.096$ & $0.465  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.464& $0.751  \\pm  0.044$ & $0.085  \\pm  0.002$ & $0.541  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.616  \\pm  0.096$ & $0.464  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.465& $0.752  \\pm  0.044$ & $0.085  \\pm  0.002$ & $0.540  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.614  \\pm  0.095$ & $0.463  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.466& $0.752  \\pm  0.044$ & $0.085  \\pm  0.002$ & $0.539  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.613  \\pm  0.095$ & $0.463  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.467& $0.753  \\pm  0.044$ & $0.084  \\pm  0.002$ & $0.538  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.611  \\pm  0.095$ & $0.463  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.468& $0.754  \\pm  0.044$ & $0.084  \\pm  0.002$ & $0.537  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.609  \\pm  0.094$ & $0.462  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.469& $0.754  \\pm  0.044$ & $0.084  \\pm  0.002$ & $0.537  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.607  \\pm  0.094$ & $0.462  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.470& $0.755  \\pm  0.044$ & $0.084  \\pm  0.002$ & $0.536  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.605  \\pm  0.094$ & $0.461  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.471& $0.756  \\pm  0.044$ & $0.084  \\pm  0.002$ & $0.535  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.604  \\pm  0.094$ & $0.461  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.472& $0.756  \\pm  0.044$ & $0.083  \\pm  0.002$ & $0.534  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.602  \\pm  0.093$ & $0.460  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.473& $0.757  \\pm  0.044$ & $0.083  \\pm  0.002$ & $0.533  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.600  \\pm  0.093$ & $0.460  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.474& $0.758  \\pm  0.044$ & $0.083  \\pm  0.002$ & $0.532  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.598  \\pm  0.093$ & $0.459  \\pm  0.083$ &0.005\\\\\\hline\r\n",
      "0.475& $0.758  \\pm  0.044$ & $0.083  \\pm  0.002$ & $0.531  \\pm  0.001$ & $0.985  \\pm  0.002$ & $1.596  \\pm  0.092$ & $0.459  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.476& $0.759  \\pm  0.044$ & $0.083  \\pm  0.002$ & $0.530  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.595  \\pm  0.092$ & $0.458  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.477& $0.760  \\pm  0.044$ & $0.082  \\pm  0.002$ & $0.529  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.593  \\pm  0.092$ & $0.458  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.478& $0.761  \\pm  0.043$ & $0.082  \\pm  0.002$ & $0.528  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.591  \\pm  0.092$ & $0.457  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.479& $0.761  \\pm  0.043$ & $0.082  \\pm  0.002$ & $0.527  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.589  \\pm  0.091$ & $0.457  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.480& $0.762  \\pm  0.043$ & $0.082  \\pm  0.002$ & $0.526  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.588  \\pm  0.091$ & $0.456  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.481& $0.763  \\pm  0.043$ & $0.082  \\pm  0.002$ & $0.525  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.586  \\pm  0.091$ & $0.456  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.482& $0.763  \\pm  0.043$ & $0.081  \\pm  0.002$ & $0.525  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.584  \\pm  0.090$ & $0.456  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.483& $0.764  \\pm  0.043$ & $0.081  \\pm  0.002$ & $0.524  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.582  \\pm  0.090$ & $0.455  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.484& $0.765  \\pm  0.043$ & $0.081  \\pm  0.002$ & $0.523  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.580  \\pm  0.090$ & $0.455  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.485& $0.765  \\pm  0.043$ & $0.081  \\pm  0.002$ & $0.522  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.579  \\pm  0.090$ & $0.454  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.486& $0.766  \\pm  0.043$ & $0.081  \\pm  0.002$ & $0.521  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.577  \\pm  0.089$ & $0.454  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.487& $0.767  \\pm  0.043$ & $0.080  \\pm  0.002$ & $0.520  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.575  \\pm  0.089$ & $0.453  \\pm  0.084$ &0.005\\\\\\hline\r\n",
      "0.488& $0.767  \\pm  0.043$ & $0.080  \\pm  0.002$ & $0.519  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.573  \\pm  0.089$ & $0.453  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.489& $0.768  \\pm  0.043$ & $0.080  \\pm  0.002$ & $0.518  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.571  \\pm  0.088$ & $0.452  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.490& $0.769  \\pm  0.043$ & $0.080  \\pm  0.002$ & $0.517  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.570  \\pm  0.088$ & $0.452  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.491& $0.769  \\pm  0.043$ & $0.080  \\pm  0.002$ & $0.516  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.568  \\pm  0.088$ & $0.451  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.492& $0.770  \\pm  0.043$ & $0.079  \\pm  0.002$ & $0.515  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.566  \\pm  0.088$ & $0.451  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.493& $0.771  \\pm  0.043$ & $0.079  \\pm  0.002$ & $0.514  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.564  \\pm  0.087$ & $0.450  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.494& $0.772  \\pm  0.043$ & $0.079  \\pm  0.002$ & $0.513  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.561  \\pm  0.087$ & $0.450  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.495& $0.773  \\pm  0.043$ & $0.079  \\pm  0.002$ & $0.512  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.559  \\pm  0.087$ & $0.449  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.496& $0.773  \\pm  0.043$ & $0.078  \\pm  0.002$ & $0.511  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.558  \\pm  0.086$ & $0.449  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.497& $0.774  \\pm  0.043$ & $0.078  \\pm  0.002$ & $0.510  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.557  \\pm  0.086$ & $0.448  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.498& $0.775  \\pm  0.043$ & $0.078  \\pm  0.002$ & $0.509  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.555  \\pm  0.086$ & $0.448  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.499& $0.775  \\pm  0.043$ & $0.078  \\pm  0.002$ & $0.508  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.554  \\pm  0.086$ & $0.447  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.500& $0.776  \\pm  0.042$ & $0.078  \\pm  0.002$ & $0.507  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.552  \\pm  0.085$ & $0.447  \\pm  0.085$ &0.005\\\\\\hline\r\n",
      "0.501& $0.776  \\pm  0.042$ & $0.077  \\pm  0.002$ & $0.506  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.551  \\pm  0.085$ & $0.446  \\pm  0.086$ &0.005\\\\\\hline\r\n",
      "0.502& $0.777  \\pm  0.042$ & $0.077  \\pm  0.002$ & $0.505  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.549  \\pm  0.085$ & $0.446  \\pm  0.086$ &0.005\\\\\\hline\r\n",
      "0.503& $0.778  \\pm  0.042$ & $0.077  \\pm  0.002$ & $0.504  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.548  \\pm  0.085$ & $0.445  \\pm  0.086$ &0.005\\\\\\hline\r\n",
      "0.504& $0.778  \\pm  0.042$ & $0.077  \\pm  0.002$ & $0.503  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.546  \\pm  0.084$ & $0.445  \\pm  0.086$ &0.005\\\\\\hline\r\n",
      "0.505& $0.779  \\pm  0.042$ & $0.076  \\pm  0.002$ & $0.502  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.545  \\pm  0.084$ & $0.444  \\pm  0.086$ &0.005\\\\\\hline\r\n",
      "0.506& $0.779  \\pm  0.042$ & $0.076  \\pm  0.002$ & $0.501  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.543  \\pm  0.084$ & $0.444  \\pm  0.086$ &0.005\\\\\\hline\r\n",
      "0.507& $0.780  \\pm  0.042$ & $0.076  \\pm  0.002$ & $0.500  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.542  \\pm  0.084$ & $0.443  \\pm  0.086$ &0.005\\\\\\hline\r\n",
      "0.508& $0.781  \\pm  0.042$ & $0.076  \\pm  0.002$ & $0.499  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.541  \\pm  0.083$ & $0.443  \\pm  0.086$ &0.005\\\\\\hline\r\n",
      "0.509& $0.781  \\pm  0.042$ & $0.076  \\pm  0.002$ & $0.498  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.539  \\pm  0.083$ & $0.443  \\pm  0.086$ &0.005\\\\\\hline\r\n",
      "0.510& $0.782  \\pm  0.042$ & $0.075  \\pm  0.002$ & $0.497  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.538  \\pm  0.083$ & $0.442  \\pm  0.086$ &0.005\\\\\\hline\r\n",
      "0.511& $0.783  \\pm  0.042$ & $0.075  \\pm  0.002$ & $0.496  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.536  \\pm  0.083$ & $0.442  \\pm  0.086$ &0.005\\\\\\hline\r\n",
      "0.512& $0.783  \\pm  0.042$ & $0.075  \\pm  0.002$ & $0.496  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.535  \\pm  0.082$ & $0.441  \\pm  0.087$ &0.005\\\\\\hline\r\n",
      "0.513& $0.784  \\pm  0.042$ & $0.075  \\pm  0.002$ & $0.495  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.533  \\pm  0.082$ & $0.441  \\pm  0.087$ &0.005\\\\\\hline\r\n",
      "0.514& $0.784  \\pm  0.042$ & $0.075  \\pm  0.002$ & $0.494  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.532  \\pm  0.082$ & $0.440  \\pm  0.087$ &0.005\\\\\\hline\r\n",
      "0.515& $0.785  \\pm  0.042$ & $0.074  \\pm  0.002$ & $0.493  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.530  \\pm  0.082$ & $0.440  \\pm  0.087$ &0.005\\\\\\hline\r\n",
      "0.516& $0.786  \\pm  0.042$ & $0.074  \\pm  0.002$ & $0.492  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.529  \\pm  0.081$ & $0.439  \\pm  0.087$ &0.005\\\\\\hline\r\n",
      "0.517& $0.786  \\pm  0.042$ & $0.074  \\pm  0.002$ & $0.491  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.527  \\pm  0.081$ & $0.439  \\pm  0.087$ &0.005\\\\\\hline\r\n",
      "0.518& $0.787  \\pm  0.042$ & $0.074  \\pm  0.002$ & $0.490  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.526  \\pm  0.081$ & $0.438  \\pm  0.087$ &0.005\\\\\\hline\r\n",
      "0.519& $0.787  \\pm  0.042$ & $0.074  \\pm  0.002$ & $0.489  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.525  \\pm  0.081$ & $0.438  \\pm  0.087$ &0.005\\\\\\hline\r\n",
      "0.520& $0.788  \\pm  0.042$ & $0.073  \\pm  0.002$ & $0.488  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.523  \\pm  0.080$ & $0.437  \\pm  0.087$ &0.005\\\\\\hline\r\n",
      "0.521& $0.789  \\pm  0.042$ & $0.073  \\pm  0.002$ & $0.487  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.522  \\pm  0.080$ & $0.437  \\pm  0.087$ &0.005\\\\\\hline\r\n",
      "0.522& $0.789  \\pm  0.042$ & $0.073  \\pm  0.002$ & $0.486  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.520  \\pm  0.080$ & $0.437  \\pm  0.087$ &0.005\\\\\\hline\r\n",
      "0.523& $0.790  \\pm  0.041$ & $0.073  \\pm  0.002$ & $0.485  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.519  \\pm  0.080$ & $0.436  \\pm  0.088$ &0.005\\\\\\hline\r\n",
      "0.524& $0.791  \\pm  0.041$ & $0.073  \\pm  0.002$ & $0.484  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.517  \\pm  0.080$ & $0.436  \\pm  0.088$ &0.005\\\\\\hline\r\n",
      "0.525& $0.791  \\pm  0.041$ & $0.072  \\pm  0.002$ & $0.483  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.516  \\pm  0.079$ & $0.435  \\pm  0.088$ &0.005\\\\\\hline\r\n",
      "0.526& $0.792  \\pm  0.041$ & $0.072  \\pm  0.002$ & $0.482  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.514  \\pm  0.079$ & $0.435  \\pm  0.088$ &0.005\\\\\\hline\r\n",
      "0.527& $0.792  \\pm  0.041$ & $0.072  \\pm  0.002$ & $0.481  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.513  \\pm  0.079$ & $0.434  \\pm  0.088$ &0.005\\\\\\hline\r\n",
      "0.528& $0.793  \\pm  0.041$ & $0.072  \\pm  0.002$ & $0.480  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.511  \\pm  0.079$ & $0.434  \\pm  0.088$ &0.005\\\\\\hline\r\n",
      "0.529& $0.794  \\pm  0.041$ & $0.072  \\pm  0.002$ & $0.479  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.510  \\pm  0.078$ & $0.433  \\pm  0.088$ &0.005\\\\\\hline\r\n",
      "0.530& $0.794  \\pm  0.041$ & $0.071  \\pm  0.002$ & $0.479  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.509  \\pm  0.078$ & $0.433  \\pm  0.088$ &0.005\\\\\\hline\r\n",
      "0.531& $0.795  \\pm  0.041$ & $0.071  \\pm  0.002$ & $0.478  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.507  \\pm  0.078$ & $0.432  \\pm  0.088$ &0.005\\\\\\hline\r\n",
      "0.532& $0.795  \\pm  0.041$ & $0.071  \\pm  0.002$ & $0.477  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.506  \\pm  0.078$ & $0.432  \\pm  0.088$ &0.005\\\\\\hline\r\n",
      "0.533& $0.796  \\pm  0.041$ & $0.071  \\pm  0.002$ & $0.476  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.504  \\pm  0.077$ & $0.431  \\pm  0.088$ &0.005\\\\\\hline\r\n",
      "0.534& $0.797  \\pm  0.041$ & $0.070  \\pm  0.002$ & $0.475  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.503  \\pm  0.077$ & $0.431  \\pm  0.089$ &0.005\\\\\\hline\r\n",
      "0.535& $0.797  \\pm  0.041$ & $0.070  \\pm  0.002$ & $0.474  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.501  \\pm  0.077$ & $0.430  \\pm  0.089$ &0.005\\\\\\hline\r\n",
      "0.536& $0.798  \\pm  0.041$ & $0.070  \\pm  0.002$ & $0.473  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.500  \\pm  0.077$ & $0.430  \\pm  0.089$ &0.005\\\\\\hline\r\n",
      "0.537& $0.798  \\pm  0.041$ & $0.070  \\pm  0.002$ & $0.472  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.498  \\pm  0.076$ & $0.430  \\pm  0.089$ &0.005\\\\\\hline\r\n",
      "0.538& $0.799  \\pm  0.041$ & $0.070  \\pm  0.002$ & $0.471  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.497  \\pm  0.076$ & $0.429  \\pm  0.089$ &0.005\\\\\\hline\r\n",
      "0.539& $0.800  \\pm  0.041$ & $0.069  \\pm  0.002$ & $0.470  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.495  \\pm  0.076$ & $0.429  \\pm  0.089$ &0.005\\\\\\hline\r\n",
      "0.540& $0.800  \\pm  0.041$ & $0.069  \\pm  0.002$ & $0.469  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.494  \\pm  0.076$ & $0.428  \\pm  0.089$ &0.005\\\\\\hline\r\n",
      "0.541& $0.801  \\pm  0.041$ & $0.069  \\pm  0.002$ & $0.468  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.493  \\pm  0.076$ & $0.428  \\pm  0.089$ &0.005\\\\\\hline\r\n",
      "0.542& $0.802  \\pm  0.041$ & $0.069  \\pm  0.002$ & $0.467  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.491  \\pm  0.075$ & $0.427  \\pm  0.089$ &0.005\\\\\\hline\r\n",
      "0.543& $0.802  \\pm  0.041$ & $0.069  \\pm  0.002$ & $0.466  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.490  \\pm  0.075$ & $0.427  \\pm  0.089$ &0.005\\\\\\hline\r\n",
      "0.544& $0.803  \\pm  0.041$ & $0.068  \\pm  0.002$ & $0.465  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.488  \\pm  0.075$ & $0.426  \\pm  0.089$ &0.005\\\\\\hline\r\n",
      "0.545& $0.803  \\pm  0.040$ & $0.068  \\pm  0.002$ & $0.464  \\pm  0.001$ & $0.986  \\pm  0.002$ & $1.487  \\pm  0.075$ & $0.426  \\pm  0.090$ &0.005\\\\\\hline\r\n",
      "0.546& $0.804  \\pm  0.040$ & $0.068  \\pm  0.002$ & $0.463  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.485  \\pm  0.074$ & $0.425  \\pm  0.090$ &0.005\\\\\\hline\r\n",
      "0.547& $0.805  \\pm  0.040$ & $0.068  \\pm  0.002$ & $0.462  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.484  \\pm  0.074$ & $0.425  \\pm  0.090$ &0.005\\\\\\hline\r\n",
      "0.548& $0.805  \\pm  0.040$ & $0.068  \\pm  0.002$ & $0.461  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.482  \\pm  0.074$ & $0.424  \\pm  0.090$ &0.005\\\\\\hline\r\n",
      "0.549& $0.806  \\pm  0.040$ & $0.067  \\pm  0.002$ & $0.461  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.481  \\pm  0.074$ & $0.424  \\pm  0.090$ &0.005\\\\\\hline\r\n",
      "0.550& $0.806  \\pm  0.040$ & $0.067  \\pm  0.002$ & $0.460  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.479  \\pm  0.074$ & $0.423  \\pm  0.090$ &0.005\\\\\\hline\r\n",
      "0.551& $0.807  \\pm  0.040$ & $0.067  \\pm  0.002$ & $0.459  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.478  \\pm  0.073$ & $0.423  \\pm  0.090$ &0.005\\\\\\hline\r\n",
      "0.552& $0.808  \\pm  0.040$ & $0.067  \\pm  0.002$ & $0.458  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.477  \\pm  0.073$ & $0.423  \\pm  0.090$ &0.005\\\\\\hline\r\n",
      "0.553& $0.808  \\pm  0.040$ & $0.067  \\pm  0.002$ & $0.457  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.475  \\pm  0.073$ & $0.422  \\pm  0.090$ &0.005\\\\\\hline\r\n",
      "0.554& $0.809  \\pm  0.040$ & $0.066  \\pm  0.002$ & $0.456  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.474  \\pm  0.073$ & $0.422  \\pm  0.090$ &0.005\\\\\\hline\r\n",
      "0.555& $0.809  \\pm  0.040$ & $0.066  \\pm  0.002$ & $0.455  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.472  \\pm  0.072$ & $0.421  \\pm  0.090$ &0.005\\\\\\hline\r\n",
      "0.556& $0.810  \\pm  0.040$ & $0.066  \\pm  0.002$ & $0.454  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.471  \\pm  0.072$ & $0.421  \\pm  0.091$ &0.005\\\\\\hline\r\n",
      "0.557& $0.811  \\pm  0.040$ & $0.066  \\pm  0.002$ & $0.453  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.469  \\pm  0.072$ & $0.420  \\pm  0.091$ &0.005\\\\\\hline\r\n",
      "0.558& $0.811  \\pm  0.040$ & $0.066  \\pm  0.002$ & $0.452  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.468  \\pm  0.072$ & $0.420  \\pm  0.091$ &0.005\\\\\\hline\r\n",
      "0.559& $0.812  \\pm  0.040$ & $0.065  \\pm  0.002$ & $0.451  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.466  \\pm  0.072$ & $0.419  \\pm  0.091$ &0.005\\\\\\hline\r\n",
      "0.560& $0.813  \\pm  0.040$ & $0.065  \\pm  0.002$ & $0.450  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.465  \\pm  0.071$ & $0.419  \\pm  0.091$ &0.005\\\\\\hline\r\n",
      "0.561& $0.813  \\pm  0.040$ & $0.065  \\pm  0.002$ & $0.449  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.463  \\pm  0.071$ & $0.418  \\pm  0.091$ &0.005\\\\\\hline\r\n",
      "0.562& $0.814  \\pm  0.040$ & $0.065  \\pm  0.002$ & $0.448  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.462  \\pm  0.071$ & $0.418  \\pm  0.091$ &0.005\\\\\\hline\r\n",
      "0.563& $0.814  \\pm  0.040$ & $0.065  \\pm  0.002$ & $0.447  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.461  \\pm  0.071$ & $0.417  \\pm  0.091$ &0.005\\\\\\hline\r\n",
      "0.564& $0.815  \\pm  0.040$ & $0.064  \\pm  0.002$ & $0.446  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.459  \\pm  0.070$ & $0.417  \\pm  0.091$ &0.005\\\\\\hline\r\n",
      "0.565& $0.816  \\pm  0.039$ & $0.064  \\pm  0.002$ & $0.445  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.458  \\pm  0.070$ & $0.417  \\pm  0.091$ &0.005\\\\\\hline\r\n",
      "0.566& $0.816  \\pm  0.039$ & $0.064  \\pm  0.001$ & $0.444  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.456  \\pm  0.070$ & $0.416  \\pm  0.091$ &0.005\\\\\\hline\r\n",
      "0.567& $0.817  \\pm  0.039$ & $0.064  \\pm  0.001$ & $0.444  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.455  \\pm  0.070$ & $0.416  \\pm  0.092$ &0.005\\\\\\hline\r\n",
      "0.568& $0.817  \\pm  0.039$ & $0.063  \\pm  0.001$ & $0.443  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.453  \\pm  0.070$ & $0.415  \\pm  0.092$ &0.005\\\\\\hline\r\n",
      "0.569& $0.818  \\pm  0.039$ & $0.063  \\pm  0.001$ & $0.442  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.452  \\pm  0.069$ & $0.415  \\pm  0.092$ &0.005\\\\\\hline\r\n",
      "0.570& $0.819  \\pm  0.039$ & $0.063  \\pm  0.001$ & $0.441  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.450  \\pm  0.069$ & $0.414  \\pm  0.092$ &0.005\\\\\\hline\r\n",
      "0.571& $0.819  \\pm  0.039$ & $0.063  \\pm  0.001$ & $0.440  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.449  \\pm  0.069$ & $0.414  \\pm  0.092$ &0.005\\\\\\hline\r\n",
      "0.572& $0.820  \\pm  0.039$ & $0.063  \\pm  0.001$ & $0.439  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.447  \\pm  0.069$ & $0.413  \\pm  0.092$ &0.005\\\\\\hline\r\n",
      "0.573& $0.820  \\pm  0.039$ & $0.062  \\pm  0.001$ & $0.438  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.446  \\pm  0.069$ & $0.413  \\pm  0.092$ &0.005\\\\\\hline\r\n",
      "0.574& $0.821  \\pm  0.039$ & $0.062  \\pm  0.001$ & $0.437  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.445  \\pm  0.068$ & $0.412  \\pm  0.092$ &0.005\\\\\\hline\r\n",
      "0.575& $0.822  \\pm  0.039$ & $0.062  \\pm  0.001$ & $0.436  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.443  \\pm  0.068$ & $0.412  \\pm  0.092$ &0.005\\\\\\hline\r\n",
      "0.576& $0.822  \\pm  0.039$ & $0.062  \\pm  0.001$ & $0.435  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.442  \\pm  0.068$ & $0.411  \\pm  0.092$ &0.005\\\\\\hline\r\n",
      "0.577& $0.823  \\pm  0.039$ & $0.062  \\pm  0.001$ & $0.434  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.440  \\pm  0.068$ & $0.411  \\pm  0.092$ &0.005\\\\\\hline\r\n",
      "0.578& $0.824  \\pm  0.039$ & $0.061  \\pm  0.001$ & $0.433  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.439  \\pm  0.067$ & $0.410  \\pm  0.093$ &0.005\\\\\\hline\r\n",
      "0.579& $0.824  \\pm  0.039$ & $0.061  \\pm  0.001$ & $0.432  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.437  \\pm  0.067$ & $0.410  \\pm  0.093$ &0.005\\\\\\hline\r\n",
      "0.580& $0.825  \\pm  0.039$ & $0.061  \\pm  0.001$ & $0.431  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.436  \\pm  0.067$ & $0.410  \\pm  0.093$ &0.005\\\\\\hline\r\n",
      "0.581& $0.825  \\pm  0.039$ & $0.061  \\pm  0.001$ & $0.430  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.434  \\pm  0.067$ & $0.409  \\pm  0.093$ &0.005\\\\\\hline\r\n",
      "0.582& $0.826  \\pm  0.039$ & $0.061  \\pm  0.001$ & $0.429  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.433  \\pm  0.067$ & $0.409  \\pm  0.093$ &0.005\\\\\\hline\r\n",
      "0.583& $0.827  \\pm  0.039$ & $0.060  \\pm  0.001$ & $0.428  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.431  \\pm  0.066$ & $0.408  \\pm  0.093$ &0.005\\\\\\hline\r\n",
      "0.584& $0.827  \\pm  0.038$ & $0.060  \\pm  0.001$ & $0.427  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.430  \\pm  0.066$ & $0.408  \\pm  0.093$ &0.005\\\\\\hline\r\n",
      "0.585& $0.828  \\pm  0.038$ & $0.060  \\pm  0.001$ & $0.427  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.429  \\pm  0.066$ & $0.407  \\pm  0.093$ &0.005\\\\\\hline\r\n",
      "0.586& $0.828  \\pm  0.038$ & $0.060  \\pm  0.001$ & $0.426  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.427  \\pm  0.066$ & $0.407  \\pm  0.093$ &0.005\\\\\\hline\r\n",
      "0.587& $0.829  \\pm  0.038$ & $0.060  \\pm  0.001$ & $0.425  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.426  \\pm  0.066$ & $0.406  \\pm  0.093$ &0.005\\\\\\hline\r\n",
      "0.588& $0.830  \\pm  0.038$ & $0.059  \\pm  0.001$ & $0.424  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.424  \\pm  0.065$ & $0.406  \\pm  0.093$ &0.005\\\\\\hline\r\n",
      "0.589& $0.830  \\pm  0.038$ & $0.059  \\pm  0.001$ & $0.423  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.423  \\pm  0.065$ & $0.405  \\pm  0.094$ &0.005\\\\\\hline\r\n",
      "0.590& $0.831  \\pm  0.038$ & $0.059  \\pm  0.001$ & $0.422  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.421  \\pm  0.065$ & $0.405  \\pm  0.094$ &0.005\\\\\\hline\r\n",
      "0.591& $0.831  \\pm  0.038$ & $0.059  \\pm  0.001$ & $0.421  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.420  \\pm  0.065$ & $0.404  \\pm  0.094$ &0.005\\\\\\hline\r\n",
      "0.592& $0.832  \\pm  0.038$ & $0.059  \\pm  0.001$ & $0.420  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.418  \\pm  0.065$ & $0.404  \\pm  0.094$ &0.005\\\\\\hline\r\n",
      "0.593& $0.833  \\pm  0.038$ & $0.058  \\pm  0.001$ & $0.419  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.417  \\pm  0.064$ & $0.403  \\pm  0.094$ &0.005\\\\\\hline\r\n",
      "0.594& $0.833  \\pm  0.038$ & $0.058  \\pm  0.001$ & $0.418  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.415  \\pm  0.064$ & $0.403  \\pm  0.094$ &0.005\\\\\\hline\r\n",
      "0.595& $0.834  \\pm  0.038$ & $0.058  \\pm  0.001$ & $0.417  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.414  \\pm  0.064$ & $0.403  \\pm  0.094$ &0.005\\\\\\hline\r\n",
      "0.596& $0.835  \\pm  0.038$ & $0.058  \\pm  0.001$ & $0.416  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.413  \\pm  0.064$ & $0.402  \\pm  0.094$ &0.005\\\\\\hline\r\n",
      "0.597& $0.835  \\pm  0.038$ & $0.057  \\pm  0.001$ & $0.415  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.411  \\pm  0.064$ & $0.402  \\pm  0.094$ &0.005\\\\\\hline\r\n",
      "0.598& $0.836  \\pm  0.038$ & $0.057  \\pm  0.001$ & $0.414  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.410  \\pm  0.063$ & $0.401  \\pm  0.094$ &0.005\\\\\\hline\r\n",
      "0.599& $0.836  \\pm  0.038$ & $0.057  \\pm  0.001$ & $0.413  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.408  \\pm  0.063$ & $0.401  \\pm  0.095$ &0.005\\\\\\hline\r\n",
      "0.600& $0.837  \\pm  0.038$ & $0.057  \\pm  0.001$ & $0.412  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.407  \\pm  0.063$ & $0.400  \\pm  0.095$ &0.005\\\\\\hline\r\n",
      "0.601& $0.838  \\pm  0.037$ & $0.057  \\pm  0.001$ & $0.411  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.405  \\pm  0.063$ & $0.400  \\pm  0.095$ &0.005\\\\\\hline\r\n",
      "0.602& $0.838  \\pm  0.037$ & $0.056  \\pm  0.001$ & $0.410  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.404  \\pm  0.063$ & $0.399  \\pm  0.095$ &0.005\\\\\\hline\r\n",
      "0.603& $0.839  \\pm  0.037$ & $0.056  \\pm  0.001$ & $0.409  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.402  \\pm  0.062$ & $0.399  \\pm  0.095$ &0.005\\\\\\hline\r\n",
      "0.604& $0.839  \\pm  0.037$ & $0.056  \\pm  0.001$ & $0.409  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.401  \\pm  0.062$ & $0.398  \\pm  0.095$ &0.005\\\\\\hline\r\n",
      "0.605& $0.840  \\pm  0.037$ & $0.056  \\pm  0.001$ & $0.408  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.399  \\pm  0.062$ & $0.398  \\pm  0.095$ &0.005\\\\\\hline\r\n",
      "0.606& $0.841  \\pm  0.037$ & $0.056  \\pm  0.001$ & $0.407  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.398  \\pm  0.062$ & $0.397  \\pm  0.095$ &0.005\\\\\\hline\r\n",
      "0.607& $0.841  \\pm  0.037$ & $0.055  \\pm  0.001$ & $0.406  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.397  \\pm  0.062$ & $0.397  \\pm  0.095$ &0.005\\\\\\hline\r\n",
      "0.608& $0.842  \\pm  0.037$ & $0.055  \\pm  0.001$ & $0.405  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.395  \\pm  0.061$ & $0.397  \\pm  0.095$ &0.005\\\\\\hline\r\n",
      "0.609& $0.843  \\pm  0.037$ & $0.055  \\pm  0.001$ & $0.404  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.394  \\pm  0.061$ & $0.396  \\pm  0.095$ &0.005\\\\\\hline\r\n",
      "0.610& $0.843  \\pm  0.037$ & $0.055  \\pm  0.001$ & $0.403  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.392  \\pm  0.061$ & $0.396  \\pm  0.096$ &0.005\\\\\\hline\r\n",
      "0.611& $0.844  \\pm  0.037$ & $0.055  \\pm  0.001$ & $0.402  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.391  \\pm  0.061$ & $0.395  \\pm  0.096$ &0.005\\\\\\hline\r\n",
      "0.612& $0.844  \\pm  0.037$ & $0.054  \\pm  0.001$ & $0.401  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.389  \\pm  0.061$ & $0.395  \\pm  0.096$ &0.005\\\\\\hline\r\n",
      "0.613& $0.845  \\pm  0.037$ & $0.054  \\pm  0.001$ & $0.400  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.388  \\pm  0.060$ & $0.394  \\pm  0.096$ &0.005\\\\\\hline\r\n",
      "0.614& $0.846  \\pm  0.037$ & $0.054  \\pm  0.001$ & $0.399  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.386  \\pm  0.060$ & $0.394  \\pm  0.096$ &0.005\\\\\\hline\r\n",
      "0.615& $0.846  \\pm  0.037$ & $0.054  \\pm  0.001$ & $0.398  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.385  \\pm  0.060$ & $0.393  \\pm  0.096$ &0.005\\\\\\hline\r\n",
      "0.616& $0.847  \\pm  0.037$ & $0.054  \\pm  0.001$ & $0.397  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.383  \\pm  0.060$ & $0.393  \\pm  0.096$ &0.005\\\\\\hline\r\n",
      "0.617& $0.847  \\pm  0.037$ & $0.053  \\pm  0.001$ & $0.396  \\pm  0.001$ & $0.987  \\pm  0.002$ & $1.382  \\pm  0.060$ & $0.392  \\pm  0.096$ &0.005\\\\\\hline\r\n",
      "0.618& $0.848  \\pm  0.036$ & $0.053  \\pm  0.001$ & $0.395  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.381  \\pm  0.059$ & $0.392  \\pm  0.096$ &0.005\\\\\\hline\r\n",
      "0.619& $0.849  \\pm  0.036$ & $0.053  \\pm  0.001$ & $0.394  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.379  \\pm  0.059$ & $0.391  \\pm  0.096$ &0.005\\\\\\hline\r\n",
      "0.620& $0.849  \\pm  0.036$ & $0.053  \\pm  0.001$ & $0.393  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.378  \\pm  0.059$ & $0.391  \\pm  0.096$ &0.005\\\\\\hline\r\n",
      "0.621& $0.850  \\pm  0.036$ & $0.053  \\pm  0.001$ & $0.392  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.376  \\pm  0.059$ & $0.390  \\pm  0.097$ &0.005\\\\\\hline\r\n",
      "0.622& $0.850  \\pm  0.036$ & $0.052  \\pm  0.001$ & $0.392  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.375  \\pm  0.059$ & $0.390  \\pm  0.097$ &0.005\\\\\\hline\r\n",
      "0.623& $0.851  \\pm  0.036$ & $0.052  \\pm  0.001$ & $0.391  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.373  \\pm  0.058$ & $0.390  \\pm  0.097$ &0.005\\\\\\hline\r\n",
      "0.624& $0.852  \\pm  0.036$ & $0.052  \\pm  0.001$ & $0.390  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.372  \\pm  0.058$ & $0.389  \\pm  0.097$ &0.005\\\\\\hline\r\n",
      "0.625& $0.852  \\pm  0.036$ & $0.052  \\pm  0.001$ & $0.389  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.370  \\pm  0.058$ & $0.389  \\pm  0.097$ &0.005\\\\\\hline\r\n",
      "0.626& $0.853  \\pm  0.036$ & $0.051  \\pm  0.001$ & $0.388  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.369  \\pm  0.058$ & $0.388  \\pm  0.097$ &0.005\\\\\\hline\r\n",
      "0.627& $0.854  \\pm  0.036$ & $0.051  \\pm  0.001$ & $0.387  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.367  \\pm  0.058$ & $0.388  \\pm  0.097$ &0.005\\\\\\hline\r\n",
      "0.628& $0.854  \\pm  0.036$ & $0.051  \\pm  0.001$ & $0.386  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.366  \\pm  0.057$ & $0.387  \\pm  0.097$ &0.005\\\\\\hline\r\n",
      "0.629& $0.855  \\pm  0.036$ & $0.051  \\pm  0.001$ & $0.385  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.365  \\pm  0.057$ & $0.387  \\pm  0.097$ &0.005\\\\\\hline\r\n",
      "0.630& $0.855  \\pm  0.036$ & $0.051  \\pm  0.001$ & $0.384  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.363  \\pm  0.057$ & $0.386  \\pm  0.097$ &0.005\\\\\\hline\r\n",
      "0.631& $0.856  \\pm  0.036$ & $0.050  \\pm  0.001$ & $0.383  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.362  \\pm  0.057$ & $0.386  \\pm  0.097$ &0.005\\\\\\hline\r\n",
      "0.632& $0.857  \\pm  0.036$ & $0.050  \\pm  0.001$ & $0.382  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.360  \\pm  0.057$ & $0.385  \\pm  0.098$ &0.005\\\\\\hline\r\n",
      "0.633& $0.857  \\pm  0.036$ & $0.050  \\pm  0.001$ & $0.381  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.359  \\pm  0.056$ & $0.385  \\pm  0.098$ &0.005\\\\\\hline\r\n",
      "0.634& $0.858  \\pm  0.035$ & $0.050  \\pm  0.001$ & $0.380  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.357  \\pm  0.056$ & $0.384  \\pm  0.098$ &0.005\\\\\\hline\r\n",
      "0.635& $0.858  \\pm  0.035$ & $0.050  \\pm  0.001$ & $0.379  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.356  \\pm  0.056$ & $0.384  \\pm  0.098$ &0.005\\\\\\hline\r\n",
      "0.636& $0.859  \\pm  0.035$ & $0.049  \\pm  0.001$ & $0.378  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.354  \\pm  0.056$ & $0.383  \\pm  0.098$ &0.005\\\\\\hline\r\n",
      "0.637& $0.860  \\pm  0.035$ & $0.049  \\pm  0.001$ & $0.377  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.353  \\pm  0.056$ & $0.383  \\pm  0.098$ &0.005\\\\\\hline\r\n",
      "0.638& $0.860  \\pm  0.035$ & $0.049  \\pm  0.001$ & $0.376  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.351  \\pm  0.055$ & $0.383  \\pm  0.098$ &0.005\\\\\\hline\r\n",
      "0.639& $0.861  \\pm  0.035$ & $0.049  \\pm  0.001$ & $0.375  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.350  \\pm  0.055$ & $0.382  \\pm  0.098$ &0.005\\\\\\hline\r\n",
      "0.640& $0.861  \\pm  0.035$ & $0.049  \\pm  0.001$ & $0.375  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.349  \\pm  0.055$ & $0.382  \\pm  0.098$ &0.005\\\\\\hline\r\n",
      "0.641& $0.862  \\pm  0.035$ & $0.048  \\pm  0.001$ & $0.374  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.347  \\pm  0.055$ & $0.381  \\pm  0.098$ &0.005\\\\\\hline\r\n",
      "0.642& $0.863  \\pm  0.035$ & $0.048  \\pm  0.001$ & $0.373  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.346  \\pm  0.055$ & $0.381  \\pm  0.098$ &0.005\\\\\\hline\r\n",
      "0.643& $0.863  \\pm  0.035$ & $0.048  \\pm  0.001$ & $0.372  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.344  \\pm  0.055$ & $0.380  \\pm  0.099$ &0.005\\\\\\hline\r\n",
      "0.644& $0.864  \\pm  0.035$ & $0.048  \\pm  0.001$ & $0.371  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.343  \\pm  0.054$ & $0.380  \\pm  0.099$ &0.005\\\\\\hline\r\n",
      "0.645& $0.865  \\pm  0.035$ & $0.048  \\pm  0.001$ & $0.370  \\pm  0.001$ & $0.988  \\pm  0.002$ & $1.341  \\pm  0.054$ & $0.379  \\pm  0.099$ &0.005\\\\\\hline\r\n",
      "0.646& $0.865  \\pm  0.035$ & $0.047  \\pm  0.001$ & $0.369  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.340  \\pm  0.054$ & $0.379  \\pm  0.099$ &0.005\\\\\\hline\r\n",
      "0.647& $0.866  \\pm  0.035$ & $0.047  \\pm  0.001$ & $0.367  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.337  \\pm  0.054$ & $0.378  \\pm  0.099$ &0.005\\\\\\hline\r\n",
      "0.648& $0.867  \\pm  0.034$ & $0.047  \\pm  0.001$ & $0.366  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.336  \\pm  0.054$ & $0.377  \\pm  0.099$ &0.005\\\\\\hline\r\n",
      "0.649& $0.867  \\pm  0.034$ & $0.047  \\pm  0.001$ & $0.365  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.335  \\pm  0.053$ & $0.377  \\pm  0.099$ &0.005\\\\\\hline\r\n",
      "0.650& $0.868  \\pm  0.034$ & $0.046  \\pm  0.001$ & $0.364  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.334  \\pm  0.053$ & $0.376  \\pm  0.099$ &0.005\\\\\\hline\r\n",
      "0.651& $0.868  \\pm  0.034$ & $0.046  \\pm  0.001$ & $0.363  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.333  \\pm  0.053$ & $0.376  \\pm  0.099$ &0.005\\\\\\hline\r\n",
      "0.652& $0.869  \\pm  0.034$ & $0.046  \\pm  0.001$ & $0.362  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.332  \\pm  0.053$ & $0.375  \\pm  0.099$ &0.005\\\\\\hline\r\n",
      "0.653& $0.869  \\pm  0.034$ & $0.046  \\pm  0.001$ & $0.361  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.331  \\pm  0.053$ & $0.375  \\pm  0.100$ &0.005\\\\\\hline\r\n",
      "0.654& $0.870  \\pm  0.034$ & $0.045  \\pm  0.001$ & $0.360  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.330  \\pm  0.052$ & $0.374  \\pm  0.100$ &0.005\\\\\\hline\r\n",
      "0.655& $0.870  \\pm  0.034$ & $0.045  \\pm  0.001$ & $0.359  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.329  \\pm  0.052$ & $0.374  \\pm  0.100$ &0.005\\\\\\hline\r\n",
      "0.656& $0.871  \\pm  0.034$ & $0.045  \\pm  0.001$ & $0.358  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.327  \\pm  0.052$ & $0.373  \\pm  0.100$ &0.005\\\\\\hline\r\n",
      "0.657& $0.871  \\pm  0.034$ & $0.045  \\pm  0.001$ & $0.357  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.326  \\pm  0.052$ & $0.373  \\pm  0.100$ &0.005\\\\\\hline\r\n",
      "0.658& $0.872  \\pm  0.034$ & $0.045  \\pm  0.001$ & $0.357  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.325  \\pm  0.052$ & $0.372  \\pm  0.100$ &0.005\\\\\\hline\r\n",
      "0.659& $0.872  \\pm  0.034$ & $0.044  \\pm  0.001$ & $0.356  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.324  \\pm  0.052$ & $0.372  \\pm  0.100$ &0.005\\\\\\hline\r\n",
      "0.660& $0.873  \\pm  0.034$ & $0.044  \\pm  0.001$ & $0.355  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.323  \\pm  0.052$ & $0.371  \\pm  0.100$ &0.005\\\\\\hline\r\n",
      "0.661& $0.873  \\pm  0.034$ & $0.044  \\pm  0.001$ & $0.354  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.322  \\pm  0.051$ & $0.371  \\pm  0.101$ &0.005\\\\\\hline\r\n",
      "0.662& $0.874  \\pm  0.034$ & $0.044  \\pm  0.001$ & $0.353  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.321  \\pm  0.051$ & $0.370  \\pm  0.101$ &0.005\\\\\\hline\r\n",
      "0.663& $0.874  \\pm  0.034$ & $0.044  \\pm  0.001$ & $0.352  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.320  \\pm  0.051$ & $0.370  \\pm  0.101$ &0.005\\\\\\hline\r\n",
      "0.664& $0.875  \\pm  0.034$ & $0.043  \\pm  0.001$ & $0.351  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.319  \\pm  0.051$ & $0.369  \\pm  0.101$ &0.005\\\\\\hline\r\n",
      "0.665& $0.875  \\pm  0.034$ & $0.043  \\pm  0.001$ & $0.350  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.318  \\pm  0.051$ & $0.369  \\pm  0.101$ &0.005\\\\\\hline\r\n",
      "0.666& $0.876  \\pm  0.033$ & $0.043  \\pm  0.001$ & $0.349  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.317  \\pm  0.051$ & $0.368  \\pm  0.101$ &0.005\\\\\\hline\r\n",
      "0.667& $0.876  \\pm  0.033$ & $0.043  \\pm  0.001$ & $0.348  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.315  \\pm  0.050$ & $0.368  \\pm  0.101$ &0.005\\\\\\hline\r\n",
      "0.668& $0.877  \\pm  0.033$ & $0.043  \\pm  0.001$ & $0.347  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.314  \\pm  0.050$ & $0.367  \\pm  0.101$ &0.005\\\\\\hline\r\n",
      "0.669& $0.877  \\pm  0.033$ & $0.042  \\pm  0.001$ & $0.346  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.313  \\pm  0.050$ & $0.367  \\pm  0.102$ &0.005\\\\\\hline\r\n",
      "0.670& $0.878  \\pm  0.033$ & $0.042  \\pm  0.001$ & $0.345  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.312  \\pm  0.050$ & $0.366  \\pm  0.102$ &0.005\\\\\\hline\r\n",
      "0.671& $0.878  \\pm  0.033$ & $0.042  \\pm  0.001$ & $0.344  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.311  \\pm  0.050$ & $0.366  \\pm  0.102$ &0.005\\\\\\hline\r\n",
      "0.672& $0.879  \\pm  0.033$ & $0.042  \\pm  0.001$ & $0.343  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.310  \\pm  0.050$ & $0.365  \\pm  0.102$ &0.005\\\\\\hline\r\n",
      "0.673& $0.879  \\pm  0.033$ & $0.042  \\pm  0.001$ & $0.342  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.309  \\pm  0.049$ & $0.365  \\pm  0.102$ &0.005\\\\\\hline\r\n",
      "0.674& $0.880  \\pm  0.033$ & $0.041  \\pm  0.001$ & $0.341  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.308  \\pm  0.049$ & $0.364  \\pm  0.102$ &0.005\\\\\\hline\r\n",
      "0.675& $0.880  \\pm  0.033$ & $0.041  \\pm  0.001$ & $0.340  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.307  \\pm  0.049$ & $0.364  \\pm  0.102$ &0.005\\\\\\hline\r\n",
      "0.676& $0.881  \\pm  0.033$ & $0.041  \\pm  0.001$ & $0.339  \\pm  0.001$ & $0.988  \\pm  0.003$ & $1.306  \\pm  0.049$ & $0.363  \\pm  0.103$ &0.005\\\\\\hline\r\n",
      "0.677& $0.881  \\pm  0.033$ & $0.041  \\pm  0.001$ & $0.339  \\pm  0.000$ & $0.988  \\pm  0.003$ & $1.305  \\pm  0.049$ & $0.363  \\pm  0.103$ &0.005\\\\\\hline\r\n",
      "0.678& $0.882  \\pm  0.033$ & $0.041  \\pm  0.001$ & $0.338  \\pm  0.000$ & $0.988  \\pm  0.003$ & $1.303  \\pm  0.049$ & $0.362  \\pm  0.103$ &0.005\\\\\\hline\r\n",
      "0.679& $0.882  \\pm  0.033$ & $0.040  \\pm  0.001$ & $0.337  \\pm  0.000$ & $0.988  \\pm  0.003$ & $1.302  \\pm  0.048$ & $0.362  \\pm  0.103$ &0.005\\\\\\hline\r\n",
      "0.680& $0.883  \\pm  0.033$ & $0.040  \\pm  0.001$ & $0.336  \\pm  0.000$ & $0.988  \\pm  0.003$ & $1.301  \\pm  0.048$ & $0.361  \\pm  0.103$ &0.005\\\\\\hline\r\n",
      "0.681& $0.883  \\pm  0.033$ & $0.040  \\pm  0.001$ & $0.335  \\pm  0.000$ & $0.988  \\pm  0.003$ & $1.300  \\pm  0.048$ & $0.361  \\pm  0.103$ &0.005\\\\\\hline\r\n",
      "0.682& $0.884  \\pm  0.033$ & $0.040  \\pm  0.001$ & $0.334  \\pm  0.000$ & $0.988  \\pm  0.003$ & $1.299  \\pm  0.048$ & $0.360  \\pm  0.103$ &0.005\\\\\\hline\r\n",
      "0.683& $0.884  \\pm  0.032$ & $0.040  \\pm  0.001$ & $0.333  \\pm  0.000$ & $0.988  \\pm  0.003$ & $1.298  \\pm  0.048$ & $0.360  \\pm  0.103$ &0.005\\\\\\hline\r\n",
      "0.684& $0.885  \\pm  0.032$ & $0.039  \\pm  0.001$ & $0.332  \\pm  0.000$ & $0.988  \\pm  0.003$ & $1.297  \\pm  0.048$ & $0.359  \\pm  0.104$ &0.005\\\\\\hline\r\n",
      "0.685& $0.885  \\pm  0.032$ & $0.039  \\pm  0.001$ & $0.331  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.296  \\pm  0.047$ & $0.359  \\pm  0.104$ &0.005\\\\\\hline\r\n",
      "0.686& $0.886  \\pm  0.032$ & $0.039  \\pm  0.001$ & $0.330  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.295  \\pm  0.047$ & $0.358  \\pm  0.104$ &0.005\\\\\\hline\r\n",
      "0.687& $0.886  \\pm  0.032$ & $0.039  \\pm  0.001$ & $0.329  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.294  \\pm  0.047$ & $0.358  \\pm  0.104$ &0.005\\\\\\hline\r\n",
      "0.688& $0.886  \\pm  0.032$ & $0.038  \\pm  0.001$ & $0.328  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.293  \\pm  0.047$ & $0.357  \\pm  0.104$ &0.005\\\\\\hline\r\n",
      "0.689& $0.887  \\pm  0.032$ & $0.038  \\pm  0.001$ & $0.327  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.291  \\pm  0.047$ & $0.357  \\pm  0.104$ &0.005\\\\\\hline\r\n",
      "0.690& $0.887  \\pm  0.032$ & $0.038  \\pm  0.001$ & $0.326  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.290  \\pm  0.047$ & $0.356  \\pm  0.104$ &0.005\\\\\\hline\r\n",
      "0.691& $0.888  \\pm  0.032$ & $0.038  \\pm  0.001$ & $0.325  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.289  \\pm  0.046$ & $0.356  \\pm  0.105$ &0.005\\\\\\hline\r\n",
      "0.692& $0.888  \\pm  0.032$ & $0.038  \\pm  0.001$ & $0.324  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.288  \\pm  0.046$ & $0.355  \\pm  0.105$ &0.005\\\\\\hline\r\n",
      "0.693& $0.889  \\pm  0.032$ & $0.037  \\pm  0.001$ & $0.323  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.287  \\pm  0.046$ & $0.355  \\pm  0.105$ &0.005\\\\\\hline\r\n",
      "0.694& $0.889  \\pm  0.032$ & $0.037  \\pm  0.001$ & $0.322  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.286  \\pm  0.046$ & $0.354  \\pm  0.105$ &0.005\\\\\\hline\r\n",
      "0.695& $0.890  \\pm  0.032$ & $0.037  \\pm  0.001$ & $0.322  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.285  \\pm  0.046$ & $0.354  \\pm  0.105$ &0.005\\\\\\hline\r\n",
      "0.696& $0.890  \\pm  0.032$ & $0.037  \\pm  0.001$ & $0.321  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.284  \\pm  0.046$ & $0.353  \\pm  0.105$ &0.005\\\\\\hline\r\n",
      "0.697& $0.891  \\pm  0.032$ & $0.037  \\pm  0.001$ & $0.320  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.283  \\pm  0.046$ & $0.353  \\pm  0.105$ &0.005\\\\\\hline\r\n",
      "0.698& $0.891  \\pm  0.032$ & $0.036  \\pm  0.001$ & $0.319  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.282  \\pm  0.045$ & $0.352  \\pm  0.106$ &0.005\\\\\\hline\r\n",
      "0.699& $0.892  \\pm  0.031$ & $0.036  \\pm  0.001$ & $0.318  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.280  \\pm  0.045$ & $0.352  \\pm  0.106$ &0.005\\\\\\hline\r\n",
      "0.700& $0.892  \\pm  0.031$ & $0.036  \\pm  0.001$ & $0.317  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.279  \\pm  0.045$ & $0.351  \\pm  0.106$ &0.005\\\\\\hline\r\n",
      "0.701& $0.893  \\pm  0.031$ & $0.036  \\pm  0.001$ & $0.316  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.278  \\pm  0.045$ & $0.351  \\pm  0.106$ &0.005\\\\\\hline\r\n",
      "0.702& $0.893  \\pm  0.031$ & $0.036  \\pm  0.001$ & $0.315  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.277  \\pm  0.045$ & $0.350  \\pm  0.106$ &0.005\\\\\\hline\r\n",
      "0.703& $0.894  \\pm  0.031$ & $0.035  \\pm  0.001$ & $0.314  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.276  \\pm  0.045$ & $0.350  \\pm  0.106$ &0.005\\\\\\hline\r\n",
      "0.704& $0.894  \\pm  0.031$ & $0.035  \\pm  0.001$ & $0.313  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.275  \\pm  0.044$ & $0.349  \\pm  0.106$ &0.005\\\\\\hline\r\n",
      "0.705& $0.895  \\pm  0.031$ & $0.035  \\pm  0.001$ & $0.312  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.274  \\pm  0.044$ & $0.349  \\pm  0.107$ &0.005\\\\\\hline\r\n",
      "0.706& $0.895  \\pm  0.031$ & $0.035  \\pm  0.001$ & $0.311  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.273  \\pm  0.044$ & $0.348  \\pm  0.107$ &0.005\\\\\\hline\r\n",
      "0.707& $0.896  \\pm  0.031$ & $0.035  \\pm  0.001$ & $0.310  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.272  \\pm  0.044$ & $0.348  \\pm  0.107$ &0.005\\\\\\hline\r\n",
      "0.708& $0.896  \\pm  0.031$ & $0.034  \\pm  0.001$ & $0.309  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.271  \\pm  0.044$ & $0.347  \\pm  0.107$ &0.005\\\\\\hline\r\n",
      "0.709& $0.897  \\pm  0.031$ & $0.034  \\pm  0.001$ & $0.308  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.270  \\pm  0.044$ & $0.347  \\pm  0.107$ &0.005\\\\\\hline\r\n",
      "0.710& $0.897  \\pm  0.031$ & $0.034  \\pm  0.001$ & $0.307  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.268  \\pm  0.043$ & $0.346  \\pm  0.107$ &0.005\\\\\\hline\r\n",
      "0.711& $0.898  \\pm  0.031$ & $0.034  \\pm  0.001$ & $0.306  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.267  \\pm  0.043$ & $0.346  \\pm  0.107$ &0.005\\\\\\hline\r\n",
      "0.712& $0.898  \\pm  0.031$ & $0.034  \\pm  0.001$ & $0.305  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.266  \\pm  0.043$ & $0.345  \\pm  0.107$ &0.005\\\\\\hline\r\n",
      "0.713& $0.899  \\pm  0.031$ & $0.033  \\pm  0.001$ & $0.304  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.265  \\pm  0.043$ & $0.345  \\pm  0.108$ &0.005\\\\\\hline\r\n",
      "0.714& $0.899  \\pm  0.030$ & $0.033  \\pm  0.001$ & $0.304  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.264  \\pm  0.043$ & $0.344  \\pm  0.108$ &0.005\\\\\\hline\r\n",
      "0.715& $0.900  \\pm  0.030$ & $0.033  \\pm  0.001$ & $0.303  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.263  \\pm  0.043$ & $0.344  \\pm  0.108$ &0.005\\\\\\hline\r\n",
      "0.716& $0.900  \\pm  0.030$ & $0.033  \\pm  0.001$ & $0.302  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.262  \\pm  0.043$ & $0.343  \\pm  0.108$ &0.005\\\\\\hline\r\n",
      "0.717& $0.901  \\pm  0.030$ & $0.033  \\pm  0.001$ & $0.301  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.261  \\pm  0.042$ & $0.343  \\pm  0.108$ &0.005\\\\\\hline\r\n",
      "0.718& $0.901  \\pm  0.030$ & $0.032  \\pm  0.001$ & $0.300  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.260  \\pm  0.042$ & $0.342  \\pm  0.108$ &0.005\\\\\\hline\r\n",
      "0.719& $0.902  \\pm  0.030$ & $0.032  \\pm  0.001$ & $0.299  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.259  \\pm  0.042$ & $0.342  \\pm  0.108$ &0.005\\\\\\hline\r\n",
      "0.720& $0.902  \\pm  0.030$ & $0.032  \\pm  0.001$ & $0.298  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.258  \\pm  0.042$ & $0.342  \\pm  0.109$ &0.005\\\\\\hline\r\n",
      "0.721& $0.903  \\pm  0.030$ & $0.032  \\pm  0.001$ & $0.297  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.256  \\pm  0.042$ & $0.341  \\pm  0.109$ &0.005\\\\\\hline\r\n",
      "0.722& $0.903  \\pm  0.030$ & $0.031  \\pm  0.001$ & $0.296  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.255  \\pm  0.042$ & $0.341  \\pm  0.109$ &0.005\\\\\\hline\r\n",
      "0.723& $0.904  \\pm  0.030$ & $0.031  \\pm  0.001$ & $0.295  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.254  \\pm  0.041$ & $0.340  \\pm  0.109$ &0.005\\\\\\hline\r\n",
      "0.724& $0.904  \\pm  0.030$ & $0.031  \\pm  0.001$ & $0.294  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.253  \\pm  0.041$ & $0.340  \\pm  0.109$ &0.005\\\\\\hline\r\n",
      "0.725& $0.905  \\pm  0.030$ & $0.031  \\pm  0.001$ & $0.293  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.252  \\pm  0.041$ & $0.339  \\pm  0.109$ &0.005\\\\\\hline\r\n",
      "0.726& $0.905  \\pm  0.030$ & $0.031  \\pm  0.001$ & $0.292  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.251  \\pm  0.041$ & $0.339  \\pm  0.109$ &0.005\\\\\\hline\r\n",
      "0.727& $0.906  \\pm  0.030$ & $0.030  \\pm  0.001$ & $0.291  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.250  \\pm  0.041$ & $0.338  \\pm  0.110$ &0.005\\\\\\hline\r\n",
      "0.728& $0.906  \\pm  0.029$ & $0.030  \\pm  0.001$ & $0.290  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.249  \\pm  0.041$ & $0.338  \\pm  0.110$ &0.005\\\\\\hline\r\n",
      "0.729& $0.907  \\pm  0.029$ & $0.030  \\pm  0.001$ & $0.289  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.248  \\pm  0.041$ & $0.337  \\pm  0.110$ &0.005\\\\\\hline\r\n",
      "0.730& $0.907  \\pm  0.029$ & $0.030  \\pm  0.001$ & $0.288  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.247  \\pm  0.040$ & $0.337  \\pm  0.110$ &0.005\\\\\\hline\r\n",
      "0.731& $0.908  \\pm  0.029$ & $0.030  \\pm  0.001$ & $0.287  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.246  \\pm  0.040$ & $0.336  \\pm  0.110$ &0.005\\\\\\hline\r\n",
      "0.732& $0.908  \\pm  0.029$ & $0.029  \\pm  0.001$ & $0.286  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.244  \\pm  0.040$ & $0.336  \\pm  0.110$ &0.005\\\\\\hline\r\n",
      "0.733& $0.909  \\pm  0.029$ & $0.029  \\pm  0.001$ & $0.286  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.243  \\pm  0.040$ & $0.335  \\pm  0.110$ &0.005\\\\\\hline\r\n",
      "0.734& $0.909  \\pm  0.029$ & $0.029  \\pm  0.001$ & $0.285  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.242  \\pm  0.040$ & $0.335  \\pm  0.111$ &0.005\\\\\\hline\r\n",
      "0.735& $0.910  \\pm  0.029$ & $0.029  \\pm  0.001$ & $0.284  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.241  \\pm  0.040$ & $0.334  \\pm  0.111$ &0.005\\\\\\hline\r\n",
      "0.736& $0.910  \\pm  0.029$ & $0.029  \\pm  0.001$ & $0.283  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.240  \\pm  0.039$ & $0.334  \\pm  0.111$ &0.005\\\\\\hline\r\n",
      "0.737& $0.911  \\pm  0.029$ & $0.028  \\pm  0.001$ & $0.282  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.239  \\pm  0.039$ & $0.333  \\pm  0.111$ &0.005\\\\\\hline\r\n",
      "0.738& $0.911  \\pm  0.029$ & $0.028  \\pm  0.001$ & $0.281  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.238  \\pm  0.039$ & $0.333  \\pm  0.111$ &0.005\\\\\\hline\r\n",
      "0.739& $0.912  \\pm  0.029$ & $0.028  \\pm  0.001$ & $0.280  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.237  \\pm  0.039$ & $0.332  \\pm  0.111$ &0.005\\\\\\hline\r\n",
      "0.740& $0.912  \\pm  0.029$ & $0.028  \\pm  0.001$ & $0.279  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.236  \\pm  0.039$ & $0.332  \\pm  0.111$ &0.005\\\\\\hline\r\n",
      "0.741& $0.913  \\pm  0.029$ & $0.028  \\pm  0.001$ & $0.278  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.235  \\pm  0.039$ & $0.331  \\pm  0.112$ &0.005\\\\\\hline\r\n",
      "0.742& $0.913  \\pm  0.028$ & $0.027  \\pm  0.001$ & $0.277  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.234  \\pm  0.039$ & $0.331  \\pm  0.112$ &0.005\\\\\\hline\r\n",
      "0.743& $0.914  \\pm  0.028$ & $0.027  \\pm  0.001$ & $0.276  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.232  \\pm  0.038$ & $0.330  \\pm  0.112$ &0.005\\\\\\hline\r\n",
      "0.744& $0.914  \\pm  0.028$ & $0.027  \\pm  0.001$ & $0.275  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.231  \\pm  0.038$ & $0.330  \\pm  0.112$ &0.005\\\\\\hline\r\n",
      "0.745& $0.915  \\pm  0.028$ & $0.027  \\pm  0.001$ & $0.274  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.230  \\pm  0.038$ & $0.329  \\pm  0.112$ &0.005\\\\\\hline\r\n",
      "0.746& $0.915  \\pm  0.028$ & $0.027  \\pm  0.001$ & $0.273  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.229  \\pm  0.038$ & $0.329  \\pm  0.112$ &0.005\\\\\\hline\r\n",
      "0.747& $0.916  \\pm  0.028$ & $0.026  \\pm  0.001$ & $0.272  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.228  \\pm  0.038$ & $0.328  \\pm  0.113$ &0.005\\\\\\hline\r\n",
      "0.748& $0.916  \\pm  0.028$ & $0.026  \\pm  0.001$ & $0.271  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.227  \\pm  0.038$ & $0.328  \\pm  0.113$ &0.005\\\\\\hline\r\n",
      "0.749& $0.917  \\pm  0.028$ & $0.026  \\pm  0.001$ & $0.270  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.226  \\pm  0.037$ & $0.327  \\pm  0.113$ &0.005\\\\\\hline\r\n",
      "0.750& $0.917  \\pm  0.028$ & $0.026  \\pm  0.001$ & $0.269  \\pm  0.000$ & $0.989  \\pm  0.003$ & $1.225  \\pm  0.037$ & $0.327  \\pm  0.113$ &0.005\\\\\\hline\r\n",
      "0.751& $0.918  \\pm  0.028$ & $0.025  \\pm  0.001$ & $0.268  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.224  \\pm  0.037$ & $0.326  \\pm  0.113$ &0.005\\\\\\hline\r\n",
      "0.752& $0.918  \\pm  0.028$ & $0.025  \\pm  0.001$ & $0.268  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.223  \\pm  0.037$ & $0.326  \\pm  0.113$ &0.005\\\\\\hline\r\n",
      "0.753& $0.919  \\pm  0.028$ & $0.025  \\pm  0.001$ & $0.267  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.221  \\pm  0.037$ & $0.325  \\pm  0.113$ &0.005\\\\\\hline\r\n",
      "0.754& $0.919  \\pm  0.028$ & $0.025  \\pm  0.001$ & $0.266  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.220  \\pm  0.037$ & $0.325  \\pm  0.114$ &0.005\\\\\\hline\r\n",
      "0.755& $0.920  \\pm  0.027$ & $0.025  \\pm  0.001$ & $0.265  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.219  \\pm  0.037$ & $0.324  \\pm  0.114$ &0.005\\\\\\hline\r\n",
      "0.756& $0.920  \\pm  0.027$ & $0.024  \\pm  0.001$ & $0.264  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.218  \\pm  0.036$ & $0.324  \\pm  0.114$ &0.005\\\\\\hline\r\n",
      "0.757& $0.921  \\pm  0.027$ & $0.024  \\pm  0.001$ & $0.263  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.217  \\pm  0.036$ & $0.323  \\pm  0.114$ &0.005\\\\\\hline\r\n",
      "0.758& $0.921  \\pm  0.027$ & $0.024  \\pm  0.001$ & $0.262  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.216  \\pm  0.036$ & $0.323  \\pm  0.114$ &0.005\\\\\\hline\r\n",
      "0.759& $0.922  \\pm  0.027$ & $0.024  \\pm  0.001$ & $0.261  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.215  \\pm  0.036$ & $0.322  \\pm  0.114$ &0.005\\\\\\hline\r\n",
      "0.760& $0.922  \\pm  0.027$ & $0.024  \\pm  0.001$ & $0.260  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.214  \\pm  0.036$ & $0.322  \\pm  0.114$ &0.005\\\\\\hline\r\n",
      "0.761& $0.923  \\pm  0.027$ & $0.023  \\pm  0.001$ & $0.259  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.213  \\pm  0.036$ & $0.321  \\pm  0.115$ &0.005\\\\\\hline\r\n",
      "0.762& $0.923  \\pm  0.027$ & $0.023  \\pm  0.001$ & $0.258  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.212  \\pm  0.035$ & $0.321  \\pm  0.115$ &0.005\\\\\\hline\r\n",
      "0.763& $0.924  \\pm  0.027$ & $0.023  \\pm  0.001$ & $0.256  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.210  \\pm  0.035$ & $0.319  \\pm  0.114$ &0.005\\\\\\hline\r\n",
      "0.764& $0.924  \\pm  0.027$ & $0.023  \\pm  0.001$ & $0.255  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.209  \\pm  0.035$ & $0.318  \\pm  0.115$ &0.005\\\\\\hline\r\n",
      "0.765& $0.925  \\pm  0.027$ & $0.022  \\pm  0.001$ & $0.254  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.208  \\pm  0.035$ & $0.317  \\pm  0.115$ &0.005\\\\\\hline\r\n",
      "0.766& $0.925  \\pm  0.027$ & $0.022  \\pm  0.001$ & $0.253  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.207  \\pm  0.035$ & $0.317  \\pm  0.115$ &0.005\\\\\\hline\r\n",
      "0.767& $0.926  \\pm  0.026$ & $0.022  \\pm  0.001$ & $0.252  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.206  \\pm  0.035$ & $0.316  \\pm  0.115$ &0.005\\\\\\hline\r\n",
      "0.768& $0.926  \\pm  0.026$ & $0.022  \\pm  0.001$ & $0.252  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.205  \\pm  0.034$ & $0.315  \\pm  0.115$ &0.005\\\\\\hline\r\n",
      "0.769& $0.927  \\pm  0.026$ & $0.022  \\pm  0.001$ & $0.251  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.204  \\pm  0.034$ & $0.314  \\pm  0.115$ &0.005\\\\\\hline\r\n",
      "0.770& $0.927  \\pm  0.026$ & $0.021  \\pm  0.000$ & $0.250  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.204  \\pm  0.034$ & $0.313  \\pm  0.116$ &0.005\\\\\\hline\r\n",
      "0.771& $0.928  \\pm  0.026$ & $0.021  \\pm  0.000$ & $0.249  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.203  \\pm  0.034$ & $0.312  \\pm  0.116$ &0.005\\\\\\hline\r\n",
      "0.772& $0.928  \\pm  0.026$ & $0.021  \\pm  0.000$ & $0.248  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.202  \\pm  0.034$ & $0.311  \\pm  0.116$ &0.005\\\\\\hline\r\n",
      "0.773& $0.929  \\pm  0.026$ & $0.021  \\pm  0.000$ & $0.247  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.201  \\pm  0.034$ & $0.310  \\pm  0.116$ &0.005\\\\\\hline\r\n",
      "0.774& $0.929  \\pm  0.026$ & $0.021  \\pm  0.000$ & $0.246  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.200  \\pm  0.034$ & $0.310  \\pm  0.116$ &0.005\\\\\\hline\r\n",
      "0.775& $0.930  \\pm  0.026$ & $0.020  \\pm  0.000$ & $0.245  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.199  \\pm  0.033$ & $0.309  \\pm  0.116$ &0.005\\\\\\hline\r\n",
      "0.776& $0.930  \\pm  0.026$ & $0.020  \\pm  0.000$ & $0.244  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.198  \\pm  0.033$ & $0.308  \\pm  0.117$ &0.005\\\\\\hline\r\n",
      "0.777& $0.931  \\pm  0.026$ & $0.020  \\pm  0.000$ & $0.243  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.197  \\pm  0.033$ & $0.307  \\pm  0.117$ &0.005\\\\\\hline\r\n",
      "0.778& $0.931  \\pm  0.026$ & $0.020  \\pm  0.000$ & $0.242  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.197  \\pm  0.033$ & $0.306  \\pm  0.117$ &0.005\\\\\\hline\r\n",
      "0.779& $0.932  \\pm  0.025$ & $0.020  \\pm  0.000$ & $0.241  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.196  \\pm  0.033$ & $0.305  \\pm  0.117$ &0.005\\\\\\hline\r\n",
      "0.780& $0.932  \\pm  0.025$ & $0.019  \\pm  0.000$ & $0.240  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.195  \\pm  0.033$ & $0.304  \\pm  0.117$ &0.005\\\\\\hline\r\n",
      "0.781& $0.932  \\pm  0.025$ & $0.019  \\pm  0.000$ & $0.239  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.194  \\pm  0.033$ & $0.303  \\pm  0.117$ &0.005\\\\\\hline\r\n",
      "0.782& $0.933  \\pm  0.025$ & $0.019  \\pm  0.000$ & $0.238  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.193  \\pm  0.032$ & $0.303  \\pm  0.117$ &0.005\\\\\\hline\r\n",
      "0.783& $0.933  \\pm  0.025$ & $0.019  \\pm  0.000$ & $0.237  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.192  \\pm  0.032$ & $0.302  \\pm  0.118$ &0.005\\\\\\hline\r\n",
      "0.784& $0.934  \\pm  0.025$ & $0.019  \\pm  0.000$ & $0.237  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.191  \\pm  0.032$ & $0.301  \\pm  0.118$ &0.005\\\\\\hline\r\n",
      "0.785& $0.934  \\pm  0.025$ & $0.018  \\pm  0.000$ & $0.236  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.190  \\pm  0.032$ & $0.300  \\pm  0.118$ &0.005\\\\\\hline\r\n",
      "0.786& $0.935  \\pm  0.025$ & $0.018  \\pm  0.000$ & $0.235  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.190  \\pm  0.032$ & $0.299  \\pm  0.118$ &0.005\\\\\\hline\r\n",
      "0.787& $0.935  \\pm  0.025$ & $0.018  \\pm  0.000$ & $0.234  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.189  \\pm  0.032$ & $0.298  \\pm  0.118$ &0.005\\\\\\hline\r\n",
      "0.788& $0.936  \\pm  0.025$ & $0.018  \\pm  0.000$ & $0.233  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.188  \\pm  0.031$ & $0.297  \\pm  0.118$ &0.005\\\\\\hline\r\n",
      "0.789& $0.936  \\pm  0.025$ & $0.018  \\pm  0.000$ & $0.232  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.187  \\pm  0.031$ & $0.296  \\pm  0.118$ &0.005\\\\\\hline\r\n",
      "0.790& $0.937  \\pm  0.025$ & $0.017  \\pm  0.000$ & $0.231  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.186  \\pm  0.031$ & $0.296  \\pm  0.119$ &0.005\\\\\\hline\r\n",
      "0.791& $0.937  \\pm  0.024$ & $0.017  \\pm  0.000$ & $0.230  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.185  \\pm  0.031$ & $0.295  \\pm  0.119$ &0.005\\\\\\hline\r\n",
      "0.792& $0.938  \\pm  0.024$ & $0.017  \\pm  0.000$ & $0.229  \\pm  0.000$ & $0.990  \\pm  0.003$ & $1.184  \\pm  0.031$ & $0.294  \\pm  0.119$ &0.005\\\\\\hline\r\n",
      "0.793& $0.938  \\pm  0.024$ & $0.017  \\pm  0.000$ & $0.228  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.184  \\pm  0.031$ & $0.293  \\pm  0.119$ &0.005\\\\\\hline\r\n",
      "0.794& $0.939  \\pm  0.024$ & $0.016  \\pm  0.000$ & $0.227  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.183  \\pm  0.031$ & $0.292  \\pm  0.119$ &0.005\\\\\\hline\r\n",
      "0.795& $0.939  \\pm  0.024$ & $0.016  \\pm  0.000$ & $0.226  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.182  \\pm  0.030$ & $0.291  \\pm  0.119$ &0.005\\\\\\hline\r\n",
      "0.796& $0.940  \\pm  0.024$ & $0.016  \\pm  0.000$ & $0.225  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.181  \\pm  0.030$ & $0.290  \\pm  0.120$ &0.005\\\\\\hline\r\n",
      "0.797& $0.940  \\pm  0.024$ & $0.016  \\pm  0.000$ & $0.224  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.180  \\pm  0.030$ & $0.290  \\pm  0.120$ &0.005\\\\\\hline\r\n",
      "0.798& $0.940  \\pm  0.024$ & $0.016  \\pm  0.000$ & $0.223  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.179  \\pm  0.030$ & $0.289  \\pm  0.120$ &0.005\\\\\\hline\r\n",
      "0.799& $0.941  \\pm  0.024$ & $0.015  \\pm  0.000$ & $0.222  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.178  \\pm  0.030$ & $0.288  \\pm  0.120$ &0.005\\\\\\hline\r\n",
      "0.800& $0.941  \\pm  0.024$ & $0.015  \\pm  0.000$ & $0.222  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.177  \\pm  0.030$ & $0.287  \\pm  0.120$ &0.005\\\\\\hline\r\n",
      "0.801& $0.942  \\pm  0.024$ & $0.015  \\pm  0.000$ & $0.221  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.177  \\pm  0.029$ & $0.286  \\pm  0.120$ &0.005\\\\\\hline\r\n",
      "0.802& $0.942  \\pm  0.023$ & $0.015  \\pm  0.000$ & $0.220  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.176  \\pm  0.029$ & $0.285  \\pm  0.120$ &0.005\\\\\\hline\r\n",
      "0.803& $0.943  \\pm  0.023$ & $0.015  \\pm  0.000$ & $0.219  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.175  \\pm  0.029$ & $0.284  \\pm  0.121$ &0.005\\\\\\hline\r\n",
      "0.804& $0.943  \\pm  0.023$ & $0.014  \\pm  0.000$ & $0.218  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.174  \\pm  0.029$ & $0.283  \\pm  0.121$ &0.005\\\\\\hline\r\n",
      "0.805& $0.944  \\pm  0.023$ & $0.014  \\pm  0.000$ & $0.217  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.173  \\pm  0.029$ & $0.283  \\pm  0.121$ &0.005\\\\\\hline\r\n",
      "0.806& $0.944  \\pm  0.023$ & $0.014  \\pm  0.000$ & $0.216  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.172  \\pm  0.029$ & $0.282  \\pm  0.121$ &0.005\\\\\\hline\r\n",
      "0.807& $0.945  \\pm  0.023$ & $0.014  \\pm  0.000$ & $0.215  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.171  \\pm  0.029$ & $0.281  \\pm  0.121$ &0.005\\\\\\hline\r\n",
      "0.808& $0.945  \\pm  0.023$ & $0.014  \\pm  0.000$ & $0.214  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.170  \\pm  0.028$ & $0.280  \\pm  0.121$ &0.005\\\\\\hline\r\n",
      "0.809& $0.946  \\pm  0.023$ & $0.013  \\pm  0.000$ & $0.213  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.170  \\pm  0.028$ & $0.279  \\pm  0.121$ &0.005\\\\\\hline\r\n",
      "0.810& $0.946  \\pm  0.023$ & $0.013  \\pm  0.000$ & $0.212  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.169  \\pm  0.028$ & $0.278  \\pm  0.121$ &0.005\\\\\\hline\r\n",
      "0.811& $0.947  \\pm  0.023$ & $0.013  \\pm  0.000$ & $0.211  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.168  \\pm  0.028$ & $0.277  \\pm  0.122$ &0.005\\\\\\hline\r\n",
      "0.812& $0.947  \\pm  0.022$ & $0.013  \\pm  0.000$ & $0.210  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.167  \\pm  0.028$ & $0.276  \\pm  0.122$ &0.005\\\\\\hline\r\n",
      "0.813& $0.948  \\pm  0.022$ & $0.013  \\pm  0.000$ & $0.209  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.166  \\pm  0.028$ & $0.276  \\pm  0.122$ &0.005\\\\\\hline\r\n",
      "0.814& $0.948  \\pm  0.022$ & $0.012  \\pm  0.000$ & $0.208  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.165  \\pm  0.027$ & $0.275  \\pm  0.122$ &0.005\\\\\\hline\r\n",
      "0.815& $0.949  \\pm  0.022$ & $0.012  \\pm  0.000$ & $0.207  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.164  \\pm  0.027$ & $0.274  \\pm  0.122$ &0.005\\\\\\hline\r\n",
      "0.816& $0.949  \\pm  0.022$ & $0.012  \\pm  0.000$ & $0.207  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.163  \\pm  0.027$ & $0.273  \\pm  0.122$ &0.005\\\\\\hline\r\n",
      "0.817& $0.949  \\pm  0.022$ & $0.012  \\pm  0.000$ & $0.206  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.163  \\pm  0.027$ & $0.272  \\pm  0.122$ &0.005\\\\\\hline\r\n",
      "0.818& $0.950  \\pm  0.022$ & $0.012  \\pm  0.000$ & $0.205  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.162  \\pm  0.027$ & $0.271  \\pm  0.123$ &0.005\\\\\\hline\r\n",
      "0.819& $0.950  \\pm  0.022$ & $0.011  \\pm  0.000$ & $0.204  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.161  \\pm  0.027$ & $0.270  \\pm  0.123$ &0.005\\\\\\hline\r\n",
      "0.820& $0.951  \\pm  0.022$ & $0.011  \\pm  0.000$ & $0.202  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.159  \\pm  0.026$ & $0.269  \\pm  0.122$ &0.005\\\\\\hline\r\n",
      "0.821& $0.952  \\pm  0.022$ & $0.011  \\pm  0.000$ & $0.201  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.158  \\pm  0.026$ & $0.268  \\pm  0.123$ &0.005\\\\\\hline\r\n",
      "0.822& $0.952  \\pm  0.021$ & $0.011  \\pm  0.000$ & $0.200  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.158  \\pm  0.026$ & $0.267  \\pm  0.123$ &0.005\\\\\\hline\r\n",
      "0.823& $0.952  \\pm  0.021$ & $0.010  \\pm  0.000$ & $0.199  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.157  \\pm  0.026$ & $0.266  \\pm  0.123$ &0.005\\\\\\hline\r\n",
      "0.824& $0.953  \\pm  0.021$ & $0.010  \\pm  0.000$ & $0.199  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.156  \\pm  0.026$ & $0.265  \\pm  0.123$ &0.005\\\\\\hline\r\n",
      "0.825& $0.953  \\pm  0.021$ & $0.010  \\pm  0.000$ & $0.198  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.155  \\pm  0.026$ & $0.265  \\pm  0.123$ &0.005\\\\\\hline\r\n",
      "0.826& $0.954  \\pm  0.021$ & $0.010  \\pm  0.000$ & $0.197  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.154  \\pm  0.026$ & $0.264  \\pm  0.124$ &0.005\\\\\\hline\r\n",
      "0.827& $0.954  \\pm  0.021$ & $0.010  \\pm  0.000$ & $0.195  \\pm  0.000$ & $0.991  \\pm  0.003$ & $1.153  \\pm  0.025$ & $0.261  \\pm  0.123$ &0.005\\\\\\hline\r\n",
      "0.828& $0.955  \\pm  0.021$ & $0.010  \\pm  0.000$ & $0.194  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.152  \\pm  0.025$ & $0.260  \\pm  0.124$ &0.005\\\\\\hline\r\n",
      "0.829& $0.955  \\pm  0.021$ & $0.009  \\pm  0.000$ & $0.193  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.151  \\pm  0.025$ & $0.258  \\pm  0.124$ &0.005\\\\\\hline\r\n",
      "0.830& $0.955  \\pm  0.021$ & $0.009  \\pm  0.000$ & $0.192  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.150  \\pm  0.025$ & $0.257  \\pm  0.124$ &0.005\\\\\\hline\r\n",
      "0.831& $0.956  \\pm  0.021$ & $0.009  \\pm  0.000$ & $0.191  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.149  \\pm  0.025$ & $0.255  \\pm  0.124$ &0.005\\\\\\hline\r\n",
      "0.832& $0.956  \\pm  0.021$ & $0.009  \\pm  0.000$ & $0.190  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.149  \\pm  0.025$ & $0.254  \\pm  0.125$ &0.005\\\\\\hline\r\n",
      "0.833& $0.956  \\pm  0.020$ & $0.009  \\pm  0.000$ & $0.189  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.148  \\pm  0.025$ & $0.252  \\pm  0.125$ &0.005\\\\\\hline\r\n",
      "0.834& $0.957  \\pm  0.020$ & $0.009  \\pm  0.000$ & $0.188  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.147  \\pm  0.025$ & $0.251  \\pm  0.125$ &0.005\\\\\\hline\r\n",
      "0.835& $0.957  \\pm  0.020$ & $0.009  \\pm  0.000$ & $0.187  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.146  \\pm  0.024$ & $0.249  \\pm  0.125$ &0.005\\\\\\hline\r\n",
      "0.836& $0.957  \\pm  0.020$ & $0.009  \\pm  0.000$ & $0.187  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.145  \\pm  0.024$ & $0.248  \\pm  0.126$ &0.005\\\\\\hline\r\n",
      "0.837& $0.958  \\pm  0.020$ & $0.009  \\pm  0.000$ & $0.186  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.144  \\pm  0.024$ & $0.246  \\pm  0.126$ &0.005\\\\\\hline\r\n",
      "0.838& $0.958  \\pm  0.020$ & $0.009  \\pm  0.000$ & $0.185  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.144  \\pm  0.024$ & $0.245  \\pm  0.126$ &0.005\\\\\\hline\r\n",
      "0.839& $0.959  \\pm  0.020$ & $0.009  \\pm  0.000$ & $0.184  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.143  \\pm  0.024$ & $0.243  \\pm  0.126$ &0.005\\\\\\hline\r\n",
      "0.840& $0.959  \\pm  0.020$ & $0.008  \\pm  0.000$ & $0.183  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.142  \\pm  0.024$ & $0.242  \\pm  0.127$ &0.005\\\\\\hline\r\n",
      "0.841& $0.959  \\pm  0.020$ & $0.008  \\pm  0.000$ & $0.182  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.141  \\pm  0.024$ & $0.240  \\pm  0.127$ &0.005\\\\\\hline\r\n",
      "0.842& $0.960  \\pm  0.020$ & $0.008  \\pm  0.000$ & $0.181  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.140  \\pm  0.023$ & $0.239  \\pm  0.127$ &0.005\\\\\\hline\r\n",
      "0.843& $0.960  \\pm  0.020$ & $0.008  \\pm  0.000$ & $0.180  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.139  \\pm  0.023$ & $0.237  \\pm  0.128$ &0.005\\\\\\hline\r\n",
      "0.844& $0.960  \\pm  0.020$ & $0.008  \\pm  0.000$ & $0.179  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.139  \\pm  0.023$ & $0.236  \\pm  0.128$ &0.005\\\\\\hline\r\n",
      "0.845& $0.961  \\pm  0.019$ & $0.008  \\pm  0.000$ & $0.178  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.138  \\pm  0.023$ & $0.234  \\pm  0.128$ &0.005\\\\\\hline\r\n",
      "0.846& $0.961  \\pm  0.019$ & $0.008  \\pm  0.000$ & $0.177  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.137  \\pm  0.023$ & $0.233  \\pm  0.128$ &0.005\\\\\\hline\r\n",
      "0.847& $0.961  \\pm  0.019$ & $0.008  \\pm  0.000$ & $0.176  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.136  \\pm  0.023$ & $0.231  \\pm  0.129$ &0.005\\\\\\hline\r\n",
      "0.848& $0.962  \\pm  0.019$ & $0.008  \\pm  0.000$ & $0.175  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.135  \\pm  0.023$ & $0.230  \\pm  0.129$ &0.005\\\\\\hline\r\n",
      "0.849& $0.962  \\pm  0.019$ & $0.008  \\pm  0.000$ & $0.174  \\pm  0.000$ & $0.992  \\pm  0.003$ & $1.134  \\pm  0.023$ & $0.228  \\pm  0.129$ &0.005\\\\\\hline\r\n",
      "0.850& $0.962  \\pm  0.019$ & $0.008  \\pm  0.000$ & $0.173  \\pm  0.000$ & $0.993  \\pm  0.003$ & $1.134  \\pm  0.022$ & $0.227  \\pm  0.129$ &0.005\\\\\\hline\r\n",
      "0.851& $0.963  \\pm  0.019$ & $0.007  \\pm  0.000$ & $0.172  \\pm  0.000$ & $0.993  \\pm  0.003$ & $1.133  \\pm  0.022$ & $0.225  \\pm  0.130$ &0.005\\\\\\hline\r\n",
      "0.852& $0.963  \\pm  0.019$ & $0.007  \\pm  0.000$ & $0.171  \\pm  0.000$ & $0.993  \\pm  0.003$ & $1.132  \\pm  0.022$ & $0.224  \\pm  0.130$ &0.005\\\\\\hline\r\n",
      "0.853& $0.964  \\pm  0.019$ & $0.007  \\pm  0.000$ & $0.170  \\pm  0.000$ & $0.993  \\pm  0.003$ & $1.131  \\pm  0.022$ & $0.222  \\pm  0.130$ &0.005\\\\\\hline\r\n",
      "0.854& $0.964  \\pm  0.019$ & $0.007  \\pm  0.000$ & $0.169  \\pm  0.000$ & $0.993  \\pm  0.003$ & $1.130  \\pm  0.022$ & $0.221  \\pm  0.130$ &0.005\\\\\\hline\r\n",
      "0.855& $0.964  \\pm  0.019$ & $0.007  \\pm  0.000$ & $0.169  \\pm  0.000$ & $0.993  \\pm  0.003$ & $1.129  \\pm  0.022$ & $0.219  \\pm  0.131$ &0.005\\\\\\hline\r\n",
      "0.856& $0.965  \\pm  0.018$ & $0.007  \\pm  0.000$ & $0.168  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.129  \\pm  0.022$ & $0.218  \\pm  0.131$ &0.005\\\\\\hline\r\n",
      "0.857& $0.965  \\pm  0.018$ & $0.007  \\pm  0.000$ & $0.167  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.128  \\pm  0.021$ & $0.216  \\pm  0.131$ &0.005\\\\\\hline\r\n",
      "0.858& $0.965  \\pm  0.018$ & $0.007  \\pm  0.000$ & $0.166  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.127  \\pm  0.021$ & $0.215  \\pm  0.132$ &0.005\\\\\\hline\r\n",
      "0.859& $0.966  \\pm  0.018$ & $0.007  \\pm  0.000$ & $0.165  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.126  \\pm  0.021$ & $0.213  \\pm  0.132$ &0.005\\\\\\hline\r\n",
      "0.860& $0.966  \\pm  0.018$ & $0.007  \\pm  0.000$ & $0.164  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.125  \\pm  0.021$ & $0.212  \\pm  0.132$ &0.005\\\\\\hline\r\n",
      "0.861& $0.966  \\pm  0.018$ & $0.006  \\pm  0.000$ & $0.163  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.124  \\pm  0.021$ & $0.210  \\pm  0.132$ &0.005\\\\\\hline\r\n",
      "0.862& $0.967  \\pm  0.018$ & $0.006  \\pm  0.000$ & $0.162  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.123  \\pm  0.021$ & $0.209  \\pm  0.133$ &0.005\\\\\\hline\r\n",
      "0.863& $0.967  \\pm  0.018$ & $0.006  \\pm  0.000$ & $0.161  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.123  \\pm  0.021$ & $0.207  \\pm  0.133$ &0.005\\\\\\hline\r\n",
      "0.864& $0.967  \\pm  0.018$ & $0.006  \\pm  0.000$ & $0.160  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.122  \\pm  0.021$ & $0.206  \\pm  0.133$ &0.005\\\\\\hline\r\n",
      "0.865& $0.968  \\pm  0.018$ & $0.006  \\pm  0.000$ & $0.159  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.121  \\pm  0.020$ & $0.204  \\pm  0.133$ &0.005\\\\\\hline\r\n",
      "0.866& $0.968  \\pm  0.017$ & $0.006  \\pm  0.000$ & $0.158  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.120  \\pm  0.020$ & $0.203  \\pm  0.134$ &0.005\\\\\\hline\r\n",
      "0.867& $0.969  \\pm  0.017$ & $0.006  \\pm  0.000$ & $0.157  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.119  \\pm  0.020$ & $0.201  \\pm  0.134$ &0.005\\\\\\hline\r\n",
      "0.868& $0.969  \\pm  0.017$ & $0.006  \\pm  0.000$ & $0.156  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.118  \\pm  0.020$ & $0.200  \\pm  0.134$ &0.005\\\\\\hline\r\n",
      "0.869& $0.969  \\pm  0.017$ & $0.006  \\pm  0.000$ & $0.155  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.118  \\pm  0.020$ & $0.198  \\pm  0.134$ &0.005\\\\\\hline\r\n",
      "0.870& $0.970  \\pm  0.017$ & $0.006  \\pm  0.000$ & $0.154  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.117  \\pm  0.020$ & $0.197  \\pm  0.135$ &0.005\\\\\\hline\r\n",
      "0.871& $0.970  \\pm  0.017$ & $0.006  \\pm  0.000$ & $0.153  \\pm  0.000$ & $0.993  \\pm  0.004$ & $1.116  \\pm  0.020$ & $0.195  \\pm  0.135$ &0.005\\\\\\hline\r\n",
      "0.872& $0.970  \\pm  0.017$ & $0.005  \\pm  0.000$ & $0.152  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.115  \\pm  0.019$ & $0.194  \\pm  0.135$ &0.005\\\\\\hline\r\n",
      "0.873& $0.971  \\pm  0.017$ & $0.005  \\pm  0.000$ & $0.151  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.114  \\pm  0.019$ & $0.192  \\pm  0.135$ &0.005\\\\\\hline\r\n",
      "0.874& $0.971  \\pm  0.017$ & $0.005  \\pm  0.000$ & $0.151  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.113  \\pm  0.019$ & $0.190  \\pm  0.136$ &0.005\\\\\\hline\r\n",
      "0.875& $0.971  \\pm  0.017$ & $0.005  \\pm  0.000$ & $0.150  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.113  \\pm  0.019$ & $0.189  \\pm  0.136$ &0.005\\\\\\hline\r\n",
      "0.876& $0.972  \\pm  0.016$ & $0.005  \\pm  0.000$ & $0.149  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.112  \\pm  0.019$ & $0.187  \\pm  0.136$ &0.005\\\\\\hline\r\n",
      "0.877& $0.972  \\pm  0.016$ & $0.005  \\pm  0.000$ & $0.148  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.111  \\pm  0.019$ & $0.186  \\pm  0.136$ &0.005\\\\\\hline\r\n",
      "0.878& $0.972  \\pm  0.016$ & $0.005  \\pm  0.000$ & $0.147  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.110  \\pm  0.019$ & $0.184  \\pm  0.137$ &0.005\\\\\\hline\r\n",
      "0.879& $0.973  \\pm  0.016$ & $0.005  \\pm  0.000$ & $0.146  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.109  \\pm  0.018$ & $0.183  \\pm  0.137$ &0.005\\\\\\hline\r\n",
      "0.880& $0.973  \\pm  0.016$ & $0.005  \\pm  0.000$ & $0.145  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.108  \\pm  0.018$ & $0.181  \\pm  0.137$ &0.005\\\\\\hline\r\n",
      "0.881& $0.973  \\pm  0.016$ & $0.005  \\pm  0.000$ & $0.144  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.108  \\pm  0.018$ & $0.180  \\pm  0.137$ &0.005\\\\\\hline\r\n",
      "0.882& $0.974  \\pm  0.016$ & $0.005  \\pm  0.000$ & $0.143  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.107  \\pm  0.018$ & $0.178  \\pm  0.138$ &0.005\\\\\\hline\r\n",
      "0.883& $0.974  \\pm  0.016$ & $0.004  \\pm  0.000$ & $0.142  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.106  \\pm  0.018$ & $0.177  \\pm  0.138$ &0.005\\\\\\hline\r\n",
      "0.884& $0.975  \\pm  0.016$ & $0.004  \\pm  0.000$ & $0.141  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.105  \\pm  0.018$ & $0.175  \\pm  0.138$ &0.005\\\\\\hline\r\n",
      "0.885& $0.975  \\pm  0.015$ & $0.004  \\pm  0.000$ & $0.140  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.104  \\pm  0.018$ & $0.174  \\pm  0.138$ &0.005\\\\\\hline\r\n",
      "0.886& $0.975  \\pm  0.015$ & $0.004  \\pm  0.000$ & $0.139  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.103  \\pm  0.017$ & $0.172  \\pm  0.139$ &0.005\\\\\\hline\r\n",
      "0.887& $0.976  \\pm  0.015$ & $0.004  \\pm  0.000$ & $0.138  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.103  \\pm  0.017$ & $0.171  \\pm  0.139$ &0.005\\\\\\hline\r\n",
      "0.888& $0.976  \\pm  0.015$ & $0.004  \\pm  0.000$ & $0.137  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.102  \\pm  0.017$ & $0.169  \\pm  0.139$ &0.005\\\\\\hline\r\n",
      "0.889& $0.976  \\pm  0.015$ & $0.004  \\pm  0.000$ & $0.136  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.101  \\pm  0.017$ & $0.168  \\pm  0.139$ &0.005\\\\\\hline\r\n",
      "0.890& $0.977  \\pm  0.015$ & $0.004  \\pm  0.000$ & $0.135  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.100  \\pm  0.017$ & $0.166  \\pm  0.139$ &0.005\\\\\\hline\r\n",
      "0.891& $0.977  \\pm  0.015$ & $0.004  \\pm  0.000$ & $0.134  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.099  \\pm  0.017$ & $0.165  \\pm  0.140$ &0.005\\\\\\hline\r\n",
      "0.892& $0.977  \\pm  0.015$ & $0.004  \\pm  0.000$ & $0.133  \\pm  0.000$ & $0.994  \\pm  0.004$ & $1.098  \\pm  0.016$ & $0.163  \\pm  0.140$ &0.005\\\\\\hline\r\n",
      "0.893& $0.978  \\pm  0.015$ & $0.004  \\pm  0.000$ & $0.133  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.098  \\pm  0.016$ & $0.162  \\pm  0.140$ &0.005\\\\\\hline\r\n",
      "0.894& $0.978  \\pm  0.014$ & $0.003  \\pm  0.000$ & $0.132  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.097  \\pm  0.016$ & $0.160  \\pm  0.140$ &0.005\\\\\\hline\r\n",
      "0.895& $0.978  \\pm  0.014$ & $0.003  \\pm  0.000$ & $0.131  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.096  \\pm  0.016$ & $0.159  \\pm  0.140$ &0.005\\\\\\hline\r\n",
      "0.896& $0.979  \\pm  0.014$ & $0.003  \\pm  0.000$ & $0.130  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.095  \\pm  0.016$ & $0.157  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.897& $0.979  \\pm  0.014$ & $0.003  \\pm  0.000$ & $0.129  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.094  \\pm  0.016$ & $0.156  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.898& $0.980  \\pm  0.014$ & $0.003  \\pm  0.000$ & $0.128  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.093  \\pm  0.016$ & $0.154  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.899& $0.980  \\pm  0.014$ & $0.003  \\pm  0.000$ & $0.127  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.093  \\pm  0.015$ & $0.153  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.900& $0.980  \\pm  0.014$ & $0.003  \\pm  0.000$ & $0.126  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.092  \\pm  0.015$ & $0.151  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.901& $0.981  \\pm  0.014$ & $0.003  \\pm  0.000$ & $0.125  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.091  \\pm  0.015$ & $0.150  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.902& $0.981  \\pm  0.013$ & $0.003  \\pm  0.000$ & $0.124  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.090  \\pm  0.015$ & $0.148  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.903& $0.981  \\pm  0.013$ & $0.003  \\pm  0.000$ & $0.123  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.089  \\pm  0.015$ & $0.147  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.904& $0.982  \\pm  0.013$ & $0.003  \\pm  0.000$ & $0.122  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.088  \\pm  0.015$ & $0.145  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.905& $0.982  \\pm  0.013$ & $0.002  \\pm  0.000$ & $0.121  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.087  \\pm  0.014$ & $0.144  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.906& $0.982  \\pm  0.013$ & $0.002  \\pm  0.000$ & $0.120  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.087  \\pm  0.014$ & $0.142  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.907& $0.983  \\pm  0.013$ & $0.002  \\pm  0.000$ & $0.119  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.086  \\pm  0.014$ & $0.141  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.908& $0.983  \\pm  0.013$ & $0.002  \\pm  0.000$ & $0.118  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.085  \\pm  0.014$ & $0.139  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.909& $0.983  \\pm  0.012$ & $0.002  \\pm  0.000$ & $0.117  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.084  \\pm  0.014$ & $0.138  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.910& $0.984  \\pm  0.012$ & $0.002  \\pm  0.000$ & $0.116  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.083  \\pm  0.014$ & $0.136  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.911& $0.984  \\pm  0.012$ & $0.002  \\pm  0.000$ & $0.115  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.082  \\pm  0.013$ & $0.135  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.912& $0.985  \\pm  0.012$ & $0.002  \\pm  0.000$ & $0.115  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.082  \\pm  0.013$ & $0.133  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.913& $0.985  \\pm  0.012$ & $0.002  \\pm  0.000$ & $0.114  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.081  \\pm  0.013$ & $0.132  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.914& $0.985  \\pm  0.012$ & $0.002  \\pm  0.000$ & $0.113  \\pm  0.000$ & $0.995  \\pm  0.004$ & $1.080  \\pm  0.013$ & $0.130  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.915& $0.986  \\pm  0.012$ & $0.002  \\pm  0.000$ & $0.112  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.079  \\pm  0.013$ & $0.129  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.916& $0.986  \\pm  0.011$ & $0.001  \\pm  0.000$ & $0.111  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.078  \\pm  0.013$ & $0.127  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.917& $0.986  \\pm  0.011$ & $0.001  \\pm  0.000$ & $0.110  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.077  \\pm  0.012$ & $0.126  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.918& $0.987  \\pm  0.011$ & $0.001  \\pm  0.000$ & $0.109  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.077  \\pm  0.012$ & $0.124  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.919& $0.987  \\pm  0.011$ & $0.001  \\pm  0.000$ & $0.108  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.076  \\pm  0.012$ & $0.123  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.920& $0.987  \\pm  0.011$ & $0.001  \\pm  0.000$ & $0.107  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.075  \\pm  0.012$ & $0.121  \\pm  0.141$ &0.005\\\\\\hline\r\n",
      "0.921& $0.988  \\pm  0.011$ & $0.001  \\pm  0.000$ & $0.106  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.074  \\pm  0.012$ & $0.120  \\pm  0.140$ &0.005\\\\\\hline\r\n",
      "0.922& $0.988  \\pm  0.010$ & $0.001  \\pm  0.000$ & $0.105  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.073  \\pm  0.011$ & $0.118  \\pm  0.140$ &0.005\\\\\\hline\r\n",
      "0.923& $0.988  \\pm  0.010$ & $0.001  \\pm  0.000$ & $0.104  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.072  \\pm  0.011$ & $0.117  \\pm  0.140$ &0.005\\\\\\hline\r\n",
      "0.924& $0.989  \\pm  0.010$ & $0.001  \\pm  0.000$ & $0.103  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.072  \\pm  0.011$ & $0.115  \\pm  0.139$ &0.005\\\\\\hline\r\n",
      "0.925& $0.989  \\pm  0.010$ & $0.001  \\pm  0.000$ & $0.102  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.071  \\pm  0.011$ & $0.114  \\pm  0.138$ &0.005\\\\\\hline\r\n",
      "0.926& $0.990  \\pm  0.010$ & $0.001  \\pm  0.000$ & $0.101  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.070  \\pm  0.011$ & $0.112  \\pm  0.136$ &0.005\\\\\\hline\r\n",
      "0.927& $0.990  \\pm  0.010$ & $0.000  \\pm  0.000$ & $0.100  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.069  \\pm  0.010$ & $0.110  \\pm  0.135$ &0.005\\\\\\hline\r\n",
      "0.928& $0.990  \\pm  0.009$ & $0.000  \\pm  0.000$ & $0.099  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.068  \\pm  0.010$ & $0.109  \\pm  0.133$ &0.005\\\\\\hline\r\n",
      "0.929& $0.991  \\pm  0.009$ & $0.000  \\pm  0.000$ & $0.098  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.067  \\pm  0.010$ & $0.107  \\pm  0.131$ &0.005\\\\\\hline\r\n",
      "0.930& $0.991  \\pm  0.009$ & $0.000  \\pm  0.000$ & $0.097  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.067  \\pm  0.010$ & $0.106  \\pm  0.129$ &0.005\\\\\\hline\r\n",
      "0.931& $0.991  \\pm  0.009$ & $0.000  \\pm  0.000$ & $0.096  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.066  \\pm  0.009$ & $0.104  \\pm  0.126$ &0.005\\\\\\hline\r\n",
      "0.932& $0.992  \\pm  0.009$ & $0.000  \\pm  0.000$ & $0.096  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.065  \\pm  0.009$ & $0.103  \\pm  0.124$ &0.005\\\\\\hline\r\n",
      "0.933& $0.992  \\pm  0.008$ & $0.000  \\pm  0.000$ & $0.095  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.064  \\pm  0.009$ & $0.101  \\pm  0.122$ &0.005\\\\\\hline\r\n",
      "0.934& $0.992  \\pm  0.008$ & $0.000  \\pm  0.000$ & $0.094  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.063  \\pm  0.009$ & $0.100  \\pm  0.119$ &0.005\\\\\\hline\r\n",
      "0.935& $0.993  \\pm  0.008$ & $0.000  \\pm  0.000$ & $0.093  \\pm  0.000$ & $0.996  \\pm  0.004$ & $1.062  \\pm  0.009$ & $0.098  \\pm  0.117$ &0.005\\\\\\hline\r\n",
      "0.936& $0.993  \\pm  0.008$ & $9.204  \\pm  0.000$ & $0.092  \\pm  0.000$ & $0.996  \\pm  0.003$ & $1.062  \\pm  0.008$ & $0.097  \\pm  0.114$ &0.005\\\\\\hline\r\n",
      "0.937& $0.994  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.090  \\pm  0.000$ & $0.997  \\pm  0.003$ & $1.060  \\pm  0.008$ & $0.094  \\pm  0.110$ &0.005\\\\\\hline\r\n",
      "0.938& $0.994  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.089  \\pm  0.000$ & $0.997  \\pm  0.003$ & $1.059  \\pm  0.008$ & $0.092  \\pm  0.111$ &0.005\\\\\\hline\r\n",
      "0.939& $0.994  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.088  \\pm  0.000$ & $0.997  \\pm  0.003$ & $1.058  \\pm  0.008$ & $0.091  \\pm  0.111$ &0.005\\\\\\hline\r\n",
      "0.940& $0.994  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.087  \\pm  0.000$ & $0.997  \\pm  0.003$ & $1.057  \\pm  0.008$ & $0.089  \\pm  0.112$ &0.005\\\\\\hline\r\n",
      "0.941& $0.994  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.086  \\pm  0.000$ & $0.997  \\pm  0.004$ & $1.056  \\pm  0.008$ & $0.088  \\pm  0.112$ &0.005\\\\\\hline\r\n",
      "0.942& $0.994  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.085  \\pm  0.000$ & $0.997  \\pm  0.004$ & $1.055  \\pm  0.008$ & $0.086  \\pm  0.113$ &0.005\\\\\\hline\r\n",
      "0.943& $0.994  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.084  \\pm  0.000$ & $0.997  \\pm  0.004$ & $1.054  \\pm  0.008$ & $0.085  \\pm  0.113$ &0.005\\\\\\hline\r\n",
      "0.944& $0.994  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.083  \\pm  0.000$ & $0.997  \\pm  0.004$ & $1.053  \\pm  0.007$ & $0.083  \\pm  0.114$ &0.005\\\\\\hline\r\n",
      "0.945& $0.994  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.082  \\pm  0.000$ & $0.997  \\pm  0.004$ & $1.052  \\pm  0.007$ & $0.082  \\pm  0.115$ &0.005\\\\\\hline\r\n",
      "0.946& $0.994  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.081  \\pm  0.000$ & $0.997  \\pm  0.004$ & $1.051  \\pm  0.007$ & $0.080  \\pm  0.115$ &0.005\\\\\\hline\r\n",
      "0.947& $0.994  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.080  \\pm  0.000$ & $0.997  \\pm  0.004$ & $1.050  \\pm  0.007$ & $0.079  \\pm  0.116$ &0.005\\\\\\hline\r\n",
      "0.948& $0.995  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.079  \\pm  0.000$ & $0.997  \\pm  0.004$ & $1.049  \\pm  0.007$ & $0.077  \\pm  0.117$ &0.005\\\\\\hline\r\n",
      "0.949& $0.995  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.078  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.048  \\pm  0.007$ & $0.076  \\pm  0.117$ &0.005\\\\\\hline\r\n",
      "0.950& $0.995  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.077  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.047  \\pm  0.007$ & $0.074  \\pm  0.118$ &0.005\\\\\\hline\r\n",
      "0.951& $0.995  \\pm  0.007$ & $0.0  \\pm  0.000$ & $0.076  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.046  \\pm  0.007$ & $0.073  \\pm  0.119$ &0.005\\\\\\hline\r\n",
      "0.952& $0.995  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.075  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.045  \\pm  0.007$ & $0.071  \\pm  0.119$ &0.005\\\\\\hline\r\n",
      "0.953& $0.995  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.075  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.044  \\pm  0.007$ & $0.070  \\pm  0.120$ &0.005\\\\\\hline\r\n",
      "0.954& $0.995  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.074  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.043  \\pm  0.007$ & $0.068  \\pm  0.121$ &0.005\\\\\\hline\r\n",
      "0.955& $0.995  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.073  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.043  \\pm  0.007$ & $0.067  \\pm  0.122$ &0.005\\\\\\hline\r\n",
      "0.956& $0.995  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.072  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.042  \\pm  0.006$ & $0.065  \\pm  0.123$ &0.005\\\\\\hline\r\n",
      "0.957& $0.995  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.071  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.041  \\pm  0.006$ & $0.064  \\pm  0.123$ &0.005\\\\\\hline\r\n",
      "0.958& $0.996  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.070  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.040  \\pm  0.006$ & $0.062  \\pm  0.124$ &0.005\\\\\\hline\r\n",
      "0.959& $0.996  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.069  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.039  \\pm  0.006$ & $0.061  \\pm  0.125$ &0.005\\\\\\hline\r\n",
      "0.960& $0.996  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.068  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.038  \\pm  0.006$ & $0.059  \\pm  0.126$ &0.005\\\\\\hline\r\n",
      "0.961& $0.996  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.067  \\pm  0.000$ & $0.998  \\pm  0.004$ & $1.037  \\pm  0.006$ & $0.058  \\pm  0.127$ &0.005\\\\\\hline\r\n",
      "0.962& $0.996  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.066  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.036  \\pm  0.006$ & $0.056  \\pm  0.128$ &0.005\\\\\\hline\r\n",
      "0.963& $0.996  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.065  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.035  \\pm  0.006$ & $0.055  \\pm  0.129$ &0.005\\\\\\hline\r\n",
      "0.964& $0.996  \\pm  0.006$ & $0.0  \\pm  0.000$ & $0.064  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.034  \\pm  0.006$ & $0.053  \\pm  0.131$ &0.005\\\\\\hline\r\n",
      "0.965& $0.996  \\pm  0.005$ & $0.0  \\pm  0.000$ & $0.063  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.033  \\pm  0.006$ & $0.052  \\pm  0.132$ &0.005\\\\\\hline\r\n",
      "0.966& $0.996  \\pm  0.005$ & $0.0  \\pm  0.000$ & $0.062  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.032  \\pm  0.006$ & $0.050  \\pm  0.133$ &0.005\\\\\\hline\r\n",
      "0.967& $0.996  \\pm  0.005$ & $0.0  \\pm  0.000$ & $0.061  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.031  \\pm  0.005$ & $0.049  \\pm  0.134$ &0.005\\\\\\hline\r\n",
      "0.968& $0.996  \\pm  0.005$ & $0.0  \\pm  0.000$ & $0.060  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.030  \\pm  0.005$ & $0.047  \\pm  0.136$ &0.005\\\\\\hline\r\n",
      "0.969& $0.997  \\pm  0.005$ & $0.0  \\pm  0.000$ & $0.059  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.029  \\pm  0.005$ & $0.046  \\pm  0.137$ &0.005\\\\\\hline\r\n",
      "0.970& $0.997  \\pm  0.005$ & $0.0  \\pm  0.000$ & $0.058  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.028  \\pm  0.005$ & $0.044  \\pm  0.139$ &0.005\\\\\\hline\r\n",
      "0.971& $0.997  \\pm  0.005$ & $0.0  \\pm  0.000$ & $0.057  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.027  \\pm  0.005$ & $0.043  \\pm  0.140$ &0.005\\\\\\hline\r\n",
      "0.972& $0.997  \\pm  0.005$ & $0.0  \\pm  0.000$ & $0.056  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.026  \\pm  0.005$ & $0.041  \\pm  0.142$ &0.005\\\\\\hline\r\n",
      "0.973& $0.997  \\pm  0.005$ & $0.0  \\pm  0.000$ & $0.055  \\pm  0.000$ & $0.999  \\pm  0.005$ & $1.025  \\pm  0.005$ & $0.040  \\pm  0.144$ &0.005\\\\\\hline\r\n",
      "0.974& $0.997  \\pm  0.005$ & $0.0  \\pm  0.000$ & $0.054  \\pm  0.000$ & $0.999  \\pm  0.006$ & $1.024  \\pm  0.005$ & $0.038  \\pm  0.145$ &0.005\\\\\\hline\r\n",
      "0.975& $0.997  \\pm  0.005$ & $0.0  \\pm  0.000$ & $0.053  \\pm  0.000$ & $1.000  \\pm  0.006$ & $1.023  \\pm  0.005$ & $0.037  \\pm  0.147$ &0.005\\\\\\hline\r\n",
      "0.976& $0.997  \\pm  0.004$ & $0.0  \\pm  0.000$ & $0.052  \\pm  0.000$ & $1.000  \\pm  0.006$ & $1.022  \\pm  0.005$ & $0.035  \\pm  0.149$ &0.005\\\\\\hline\r\n",
      "0.977& $0.997  \\pm  0.004$ & $0.0  \\pm  0.000$ & $0.052  \\pm  0.000$ & $1.000  \\pm  0.006$ & $1.021  \\pm  0.004$ & $0.034  \\pm  0.152$ &0.005\\\\\\hline\r\n",
      "0.978& $0.997  \\pm  0.004$ & $0.0  \\pm  0.000$ & $0.051  \\pm  0.000$ & $1.000  \\pm  0.006$ & $1.021  \\pm  0.004$ & $0.032  \\pm  0.154$ &0.005\\\\\\hline\r\n",
      "0.979& $0.998  \\pm  0.004$ & $0.0  \\pm  0.000$ & $0.050  \\pm  0.000$ & $1.000  \\pm  0.006$ & $1.020  \\pm  0.004$ & $0.031  \\pm  0.157$ &0.005\\\\\\hline\r\n",
      "0.980& $0.998  \\pm  0.004$ & $0.0  \\pm  0.000$ & $0.049  \\pm  0.000$ & $1.000  \\pm  0.006$ & $1.019  \\pm  0.004$ & $0.029  \\pm  0.159$ &0.005\\\\\\hline\r\n",
      "0.981& $0.998  \\pm  0.004$ & $0.0  \\pm  0.000$ & $0.048  \\pm  0.000$ & $1.000  \\pm  0.007$ & $1.018  \\pm  0.004$ & $0.028  \\pm  0.162$ &0.005\\\\\\hline\r\n",
      "0.982& $0.998  \\pm  0.004$ & $0.0  \\pm  0.000$ & $0.047  \\pm  0.000$ & $1.000  \\pm  0.007$ & $1.017  \\pm  0.004$ & $0.026  \\pm  0.165$ &0.005\\\\\\hline\r\n",
      "0.983& $0.998  \\pm  0.004$ & $0.0  \\pm  0.000$ & $0.046  \\pm  0.000$ & $1.000  \\pm  0.007$ & $1.016  \\pm  0.004$ & $0.025  \\pm  0.169$ &0.005\\\\\\hline\r\n",
      "0.984& $0.998  \\pm  0.004$ & $0.0  \\pm  0.000$ & $0.045  \\pm  0.000$ & $1.000  \\pm  0.007$ & $1.015  \\pm  0.004$ & $0.023  \\pm  0.173$ &0.005\\\\\\hline\r\n",
      "0.985& $0.998  \\pm  0.003$ & $0.0  \\pm  0.000$ & $0.044  \\pm  0.000$ & $1.000  \\pm  0.007$ & $1.014  \\pm  0.003$ & $0.022  \\pm  0.177$ &0.005\\\\\\hline\r\n",
      "0.986& $0.998  \\pm  0.003$ & $0.0  \\pm  0.000$ & $0.043  \\pm  0.000$ & $1.000  \\pm  0.008$ & $1.013  \\pm  0.003$ & $0.020  \\pm  0.181$ &0.005\\\\\\hline\r\n",
      "0.987& $0.998  \\pm  0.003$ & $0.0  \\pm  0.000$ & $0.042  \\pm  0.000$ & $1.000  \\pm  0.008$ & $1.012  \\pm  0.003$ & $0.019  \\pm  0.186$ &0.005\\\\\\hline\r\n",
      "0.988& $0.998  \\pm  0.003$ & $0.0  \\pm  0.000$ & $0.041  \\pm  0.000$ & $1.001  \\pm  0.008$ & $1.011  \\pm  0.003$ & $0.017  \\pm  0.192$ &0.005\\\\\\hline\r\n",
      "0.989& $0.998  \\pm  0.003$ & $0.0  \\pm  9.798$ & $0.040  \\pm  9.996$ & $1.001  \\pm  0.009$ & $1.010  \\pm  0.003$ & $0.016  \\pm  0.198$ &0.005\\\\\\hline\r\n",
      "0.990& $0.999  \\pm  0.003$ & $0.0  \\pm  9.333$ & $0.039  \\pm  9.531$ & $1.001  \\pm  0.009$ & $1.009  \\pm  0.003$ & $0.014  \\pm  0.206$ &0.005\\\\\\hline\r\n",
      "0.991& $0.999  \\pm  0.003$ & $0.0  \\pm  8.846$ & $0.038  \\pm  9.042$ & $1.001  \\pm  0.010$ & $1.008  \\pm  0.003$ & $0.013  \\pm  0.214$ &0.005\\\\\\hline\r\n",
      "0.992& $0.999  \\pm  0.002$ & $0.0  \\pm  8.333$ & $0.037  \\pm  8.526$ & $1.001  \\pm  0.010$ & $1.007  \\pm  0.002$ & $0.011  \\pm  0.225$ &0.005\\\\\\hline\r\n",
      "0.993& $0.999  \\pm  0.002$ & $0.0  \\pm  7.788$ & $0.036  \\pm  7.975$ & $1.001  \\pm  0.011$ & $1.006  \\pm  0.002$ & $0.010  \\pm  0.237$ &0.005\\\\\\hline\r\n",
      "0.994& $0.999  \\pm  0.002$ & $0.0  \\pm  7.203$ & $0.035  \\pm  7.384$ & $1.001  \\pm  0.012$ & $1.005  \\pm  0.002$ & $0.008  \\pm  0.252$ &0.005\\\\\\hline\r\n",
      "0.995& $0.999  \\pm  0.002$ & $0.0  \\pm  6.570$ & $0.034  \\pm  6.741$ & $1.001  \\pm  0.013$ & $1.004  \\pm  0.002$ & $0.007  \\pm  0.272$ &0.005\\\\\\hline\r\n",
      "0.996& $0.999  \\pm  0.002$ & $0.0  \\pm  5.871$ & $0.033  \\pm  6.029$ & $1.001  \\pm  0.015$ & $1.003  \\pm  0.002$ & $0.005  \\pm  0.298$ &0.005\\\\\\hline\r\n",
      "0.997& $0.999  \\pm  0.001$ & $0.0  \\pm  5.080$ & $0.032  \\pm  5.222$ & $1.001  \\pm  0.017$ & $1.002  \\pm  0.001$ & $0.004  \\pm  0.337$ &0.005\\\\\\hline\r\n",
      "0.998& $0.999  \\pm  0.001$ & $0.0  \\pm  4.144$ & $0.031  \\pm  4.264$ & $1.001  \\pm  0.021$ & $1.001  \\pm  0.001$ & $0.002  \\pm  0.402$ &0.005\\\\\\hline\r\n",
      "0.999& $0.999  \\pm  0.001$ & $0.0  \\pm  0.000$ & $0.030  \\pm  3.015$ & $1.001  \\pm  0.030$ & $1.000  \\pm  0.001$ & $0.001  \\pm  0.550$ &0.005\\\\\\hline\r\n",
      "1.000& $1.0  \\pm  0.0$ & $0.0  \\pm  0.0$ & $0.03  \\pm  0.0$ & $1.001  \\pm  0.007$ & $1.0  \\pm  0.0$ & $0.0  \\pm  0.136$ &0.005\\\\\\hline\r\n",
      "\\hline\\end{tabular}\r\n"
     ]
    }
   ],
   "source": [
    "! cat tmp.tex\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19.5"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(39/40)*20\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.975"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "39/40\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "109.66666666666667"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "987/9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "197.0"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1379/7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "66.63636363636364"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "733/11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.9230769230769231"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100/52"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}