region1_sim.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from seirsplus.models import *\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import math\n",
    "import json\n",
    "import  pickle\n",
    "from shapely.geometry import Polygon, Point, MultiPoint\n",
    "from scipy.spatial import ConvexHull\n",
    "from dateutil import parser\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = (15, 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Below section for creating graphs and monte carlo simul\n",
    "\n",
    "def monte(N, initI,theta_E, theta_I ,mf, checkpoints, G, sim=2):\n",
    "    beta = 0.185\n",
    "    sigma = 1/5.2\n",
    "    gamma = 1/15\n",
    "    mu_I = 0.004\n",
    "    p = 0.6\n",
    "    Q = None\n",
    "    beta_D = 0.155\n",
    "    sigma_D = 1/5.2\n",
    "    mu_D = 0.0004\n",
    "    theta_E = theta_E\n",
    "    theta_I = theta_I\n",
    "    phi_E = 0.4\n",
    "    phi_I = 0.8\n",
    "    initN = N\n",
    "    initI = initI\n",
    "    initE = initI*4\n",
    "    initD_E = 0.0\n",
    "    initD_I = 0\n",
    "    initR = 0\n",
    "    initF = 0\n",
    "    x_i = 0.001\n",
    "    psi_E = 0.04\n",
    "    psi_I = 1\n",
    "    q = 0.3\n",
    "    gamma_D = gamma\n",
    "\n",
    "    # Creating dataframe\n",
    "    time_index=pd.date_range(start='2020-04-01', periods=90)\n",
    "    df_I=pd.DataFrame(index=time_index)\n",
    "    df_DI=pd.DataFrame(index=time_index)\n",
    "    df_R = pd.DataFrame(index=time_index)\n",
    "\n",
    "    for i in range(1, sim+1):\n",
    "        model = SEIRSNetworkModel(G = G,Q = G_Quarantine, beta = beta, sigma = sigma, gamma =gamma, mu_I = mu_I, beta_D = beta_D, sigma_D = sigma_D, \n",
    "                          gamma_D = gamma_D, mu_D = mu_D, theta_E = theta_E, theta_I = theta_I, phi_E = phi_E, phi_I = phi_I,\n",
    "                          psi_E = psi_E, psi_I = psi_I, q = 0.3, initI = initI, initE = initE,initD_E = initD_E, \n",
    "                          initD_I = initD_I)\n",
    "\n",
    "\n",
    "\n",
    "        model.run(T=120, checkpoints=checkpoints,verbose = True)\n",
    "        time=pd.to_datetime(pd.Series(model.tseries),unit='d',origin='2020-04-01')\n",
    "\n",
    "        df_tempI=pd.DataFrame({'t':time, i:model.numI})\n",
    "        df_tempI.set_index('t',inplace=True)\n",
    "        df_tempI['t']=df_tempI.index.date\n",
    "        df_tempI.reset_index(drop=True,inplace=True)\n",
    "        df_tempI.set_index('t',inplace=True)\n",
    "        df_tempI.reset_index(inplace=True)\n",
    "        df_tempI = pd.pivot_table(df_tempI, index='t', aggfunc='mean')\n",
    "\n",
    "        df_I=df_I.merge(df_tempI, how='outer', right_index=True, left_index=True).fillna(np.NaN)\n",
    "\n",
    "\n",
    "        df_tempDI=pd.DataFrame({'t':time, i:model.numD_I})\n",
    "        df_tempDI.set_index('t',inplace=True)\n",
    "        df_tempDI['t']=df_tempDI.index.date\n",
    "        df_tempDI.reset_index(drop=True,inplace=True)\n",
    "        df_tempDI.set_index('t',inplace=True)\n",
    "        df_tempDI.reset_index(inplace=True)\n",
    "        df_tempDI= pd.pivot_table(df_tempDI, index='t', aggfunc='mean')\n",
    "        \n",
    "\n",
    "        df_DI=df_DI.merge(df_tempDI, how='outer', right_index=True, left_index=True).fillna(np.NaN)\n",
    "        \n",
    "        df_tempR=pd.DataFrame({'t':time, i:model.numR})\n",
    "        df_tempR.set_index('t',inplace=True)\n",
    "        df_tempR['t']=df_tempR.index.date\n",
    "        df_tempR.reset_index(drop=True,inplace=True)\n",
    "        df_tempR.set_index('t',inplace=True)\n",
    "        df_tempR.reset_index(inplace=True)\n",
    "        df_tempR= pd.pivot_table(df_tempR, index='t', aggfunc='mean')\n",
    "        \n",
    "\n",
    "        df_R=df_R.merge(df_tempR, how='outer', right_index=True, left_index=True).fillna(np.NaN)\n",
    "        \n",
    "        \n",
    "        df_I =df_I.interpolate(method='linear', limit_direction='forward', axis=0)\n",
    "        df_DI =df_DI.interpolate(method='linear', limit_direction='forward', axis=0)\n",
    "        df_R = df_R.interpolate(method='linear',limit_direction='forward',axis = 0)\n",
    "        \n",
    "        # Changes for looking at actual numbers\n",
    "        df_Iavg=pd.DataFrame.mean(df_I, axis=1)\n",
    "        df_Istd=pd.DataFrame.std(df_I, axis=1)/N\n",
    "        df_Iavg = df_Iavg/N\n",
    "        df_DIavg=pd.DataFrame.mean(df_DI, axis=1)\n",
    "        df_DIstd=pd.DataFrame.std(df_DI, axis=1)/N\n",
    "        df_DIavg = df_DIavg/N\n",
    "        df_Ravg = pd.DataFrame.mean(df_R, axis = 1)\n",
    "        df_Ravg = df_Ravg/N\n",
    "        \n",
    "        \n",
    "    return {'df_DI':df_DIavg, 'df_I': df_Iavg,'df_R': df_Ravg, 'df_DIstd':df_DIstd,'df_Istd':df_Istd}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_graphs(numNodes, coeff):\n",
    "    G_normal = nx.erdos_renyi_graph(n=numNodes, p = coeff*1.1*np.log(numNodes)/numNodes, seed=42, directed=False)\n",
    "    G_relaxed = nx.erdos_renyi_graph(n=numNodes, p = coeff*0.301*np.log(numNodes)/numNodes , seed=42, directed=False)\n",
    "    G_Quarantine = nx.erdos_renyi_graph(n=numNodes, p = coeff*0.006*np.log(numNodes)/numNodes , seed=42, directed=False)\n",
    "    \n",
    "    return G_normal, G_relaxed, G_Quarantine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('region_sim1.p','rb') as fp:\n",
    "    S5,S10,S20 = pickle.load(fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "date_length = len(S10['timeseries'][15:])\n",
    "S5_ts = np.array([float(j[1])/S5['total_pop'] for j in S5['timeseries'][15:]])-np.array([float(j[1])/S5['total_pop'] for j in S5['timeseries'][14:-1]])\n",
    "S10_ts = np.array([float(j[1])/S10['total_pop'] for j in S10['timeseries'][15:]])-np.array([float(j[1])/S10['total_pop'] for j in S10['timeseries'][14:-1]])\n",
    "S20_ts = np.array([float(j[1])/S20['total_pop'] for j in S20['timeseries'][15:]])-np.array([float(j[1])/S20['total_pop'] for j in S20['timeseries'][14:-1]])\n",
    "\n",
    "I = 14\n",
    "Et = [0.000, 0.00001,0.0002,0.0002]\n",
    "It = [0.00004, 0.00065, 0.0015, 0.004]\n",
    "sim = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t = 0.23\n",
      "\t S   = 5123.0\n",
      "\t E   = 57.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 5049.0\n",
      "\t E   = 48.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 28.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 4923.0\n",
      "\t E   = 67.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 79.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 4871.0\n",
      "\t E   = 23.0\n",
      "\t I   = 137.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 157.0\n",
      "\t F   = 4.0\n",
      "t = 40.04\n",
      "\t S   = 4871.0\n",
      "\t E   = 4.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 237.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 4870.0\n",
      "\t E   = 2.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 275.0\n",
      "\t F   = 10.0\n",
      "t = 90.56\n",
      "\t S   = 4870.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 310.0\n",
      "\t F   = 10.0\n",
      "t = 0.10\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.11\n",
      "\t S   = 5053.0\n",
      "\t E   = 43.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 27.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.09\n",
      "\t S   = 4945.0\n",
      "\t E   = 57.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 89.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.12\n",
      "\t S   = 4899.0\n",
      "\t E   = 30.0\n",
      "\t I   = 103.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 154.0\n",
      "\t F   = 7.0\n",
      "t = 40.00\n",
      "\t S   = 4896.0\n",
      "\t E   = 8.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 211.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 4896.0\n",
      "\t E   = 4.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 244.0\n",
      "\t F   = 16.0\n",
      "t = 60.68\n",
      "\t S   = 4896.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 264.0\n",
      "\t F   = 17.0\n",
      "t = 70.57\n",
      "\t S   = 4896.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 272.0\n",
      "\t F   = 18.0\n",
      "t = 90.29\n",
      "\t S   = 4896.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 279.0\n",
      "\t F   = 18.0\n",
      "t = 0.14\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.12\n",
      "\t S   = 5044.0\n",
      "\t E   = 45.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 35.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.11\n",
      "\t S   = 4937.0\n",
      "\t E   = 56.0\n",
      "\t I   = 95.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 95.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.13\n",
      "\t S   = 4902.0\n",
      "\t E   = 15.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 167.0\n",
      "\t F   = 16.0\n",
      "t = 40.47\n",
      "\t S   = 4901.0\n",
      "\t E   = 3.0\n",
      "\t I   = 59.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 212.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.59\n",
      "\t S   = 4900.0\n",
      "\t E   = 2.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 241.0\n",
      "\t F   = 23.0\n",
      "t = 60.35\n",
      "\t S   = 4900.0\n",
      "\t E   = 2.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 257.0\n",
      "\t F   = 24.0\n",
      "t = 70.35\n",
      "\t S   = 4900.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 264.0\n",
      "\t F   = 24.0\n",
      "t = 0.26\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 5077.0\n",
      "\t E   = 32.0\n",
      "\t I   = 53.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.06\n",
      "\t S   = 4989.0\n",
      "\t E   = 44.0\n",
      "\t I   = 90.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 67.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.27\n",
      "\t S   = 4958.0\n",
      "\t E   = 16.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 124.0\n",
      "\t F   = 7.0\n",
      "t = 40.15\n",
      "\t S   = 4957.0\n",
      "\t E   = 4.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 172.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.23\n",
      "\t S   = 4957.0\n",
      "\t E   = 0.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 202.0\n",
      "\t F   = 12.0\n",
      "t = 60.46\n",
      "\t S   = 4957.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 215.0\n",
      "\t F   = 14.0\n",
      "t = 0.03\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5043.0\n",
      "\t E   = 44.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 25.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4911.0\n",
      "\t E   = 63.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 92.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.09\n",
      "\t S   = 4855.0\n",
      "\t E   = 18.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 181.0\n",
      "\t F   = 8.0\n",
      "t = 40.07\n",
      "\t S   = 4853.0\n",
      "\t E   = 3.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 250.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.29\n",
      "\t S   = 4853.0\n",
      "\t E   = 1.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 290.0\n",
      "\t F   = 12.0\n",
      "t = 0.09\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5034.0\n",
      "\t E   = 52.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4912.0\n",
      "\t E   = 61.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 93.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 4832.0\n",
      "\t E   = 22.0\n",
      "\t I   = 149.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 183.0\n",
      "\t F   = 6.0\n",
      "t = 40.04\n",
      "\t S   = 4829.0\n",
      "\t E   = 1.0\n",
      "\t I   = 97.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 257.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 4828.0\n",
      "\t E   = 1.0\n",
      "\t I   = 48.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 302.0\n",
      "\t F   = 14.0\n",
      "t = 60.50\n",
      "\t S   = 4828.0\n",
      "\t E   = 0.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 320.0\n",
      "\t F   = 18.0\n",
      "t = 70.21\n",
      "\t S   = 4828.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 331.0\n",
      "\t F   = 18.0\n",
      "t = 90.61\n",
      "\t S   = 4828.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 343.0\n",
      "\t F   = 18.0\n",
      "t = 0.03\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 5041.0\n",
      "\t E   = 52.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 28.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4898.0\n",
      "\t E   = 68.0\n",
      "\t I   = 128.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 95.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4854.0\n",
      "\t E   = 25.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 180.0\n",
      "\t F   = 15.0\n",
      "t = 40.55\n",
      "\t S   = 4851.0\n",
      "\t E   = 5.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 248.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.20\n",
      "\t S   = 4850.0\n",
      "\t E   = 1.0\n",
      "\t I   = 36.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 283.0\n",
      "\t F   = 19.0\n",
      "t = 60.02\n",
      "\t S   = 4850.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 306.0\n",
      "\t F   = 19.0\n",
      "t = 0.06\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 5041.0\n",
      "\t E   = 48.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4908.0\n",
      "\t E   = 64.0\n",
      "\t I   = 112.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 106.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.14\n",
      "\t S   = 4855.0\n",
      "\t E   = 24.0\n",
      "\t I   = 124.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 180.0\n",
      "\t F   = 9.0\n",
      "t = 40.01\n",
      "\t S   = 4853.0\n",
      "\t E   = 5.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 243.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.33\n",
      "\t S   = 4851.0\n",
      "\t E   = 1.0\n",
      "\t I   = 44.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 282.0\n",
      "\t F   = 13.0\n",
      "t = 60.41\n",
      "\t S   = 4851.0\n",
      "\t E   = 1.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 306.0\n",
      "\t F   = 15.0\n",
      "t = 70.45\n",
      "\t S   = 4851.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 322.0\n",
      "\t F   = 15.0\n",
      "t = 0.07\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5036.0\n",
      "\t E   = 61.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 25.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4923.0\n",
      "\t E   = 53.0\n",
      "\t I   = 113.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 97.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.11\n",
      "\t S   = 4871.0\n",
      "\t E   = 21.0\n",
      "\t I   = 106.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 180.0\n",
      "\t F   = 15.0\n",
      "t = 40.32\n",
      "\t S   = 4871.0\n",
      "\t E   = 3.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 229.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 4871.0\n",
      "\t E   = 1.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 274.0\n",
      "\t F   = 19.0\n",
      "t = 0.07\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.06\n",
      "\t S   = 5037.0\n",
      "\t E   = 48.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 32.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4899.0\n",
      "\t E   = 64.0\n",
      "\t I   = 137.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 80.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4834.0\n",
      "\t E   = 30.0\n",
      "\t I   = 138.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 174.0\n",
      "\t F   = 10.0\n",
      "t = 40.18\n",
      "\t S   = 4833.0\n",
      "\t E   = 6.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 264.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.23\n",
      "\t S   = 4833.0\n",
      "\t E   = 1.0\n",
      "\t I   = 37.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 304.0\n",
      "\t F   = 15.0\n",
      "t = 60.58\n",
      "\t S   = 4833.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 328.0\n",
      "\t F   = 17.0\n",
      "t = 80.90\n",
      "\t S   = 4833.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 340.0\n",
      "\t F   = 17.0\n",
      "t = 0.11\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5056.0\n",
      "\t E   = 42.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4927.0\n",
      "\t E   = 62.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 81.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.13\n",
      "\t S   = 4878.0\n",
      "\t E   = 18.0\n",
      "\t I   = 125.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 160.0\n",
      "\t F   = 11.0\n",
      "t = 40.12\n",
      "\t S   = 4877.0\n",
      "\t E   = 4.0\n",
      "\t I   = 64.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 228.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 4877.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 262.0\n",
      "\t F   = 23.0\n",
      "t = 70.75\n",
      "\t S   = 4877.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 286.0\n",
      "\t F   = 24.0\n",
      "t = 90.60\n",
      "\t S   = 4877.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 291.0\n",
      "\t F   = 25.0\n",
      "t = 0.03\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.10\n",
      "\t S   = 5072.0\n",
      "\t E   = 43.0\n",
      "\t I   = 57.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 22.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 4951.0\n",
      "\t E   = 56.0\n",
      "\t I   = 108.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 77.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.13\n",
      "\t S   = 4890.0\n",
      "\t E   = 16.0\n",
      "\t I   = 132.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 149.0\n",
      "\t F   = 7.0\n",
      "t = 40.07\n",
      "\t S   = 4889.0\n",
      "\t E   = 2.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 222.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.76\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 254.0\n",
      "\t F   = 16.0\n",
      "t = 0.07\n",
      "\t S   = 5123.0\n",
      "\t E   = 57.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5057.0\n",
      "\t E   = 31.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 27.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.08\n",
      "\t S   = 4904.0\n",
      "\t E   = 55.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 100.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4838.0\n",
      "\t E   = 19.0\n",
      "\t I   = 134.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 192.0\n",
      "\t F   = 10.0\n",
      "t = 40.20\n",
      "\t S   = 4837.0\n",
      "\t E   = 3.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 264.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.30\n",
      "\t S   = 4837.0\n",
      "\t E   = 1.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 301.0\n",
      "\t F   = 16.0\n",
      "t = 70.91\n",
      "\t S   = 4837.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 332.0\n",
      "\t F   = 18.0\n",
      "t = 0.04\n",
      "\t S   = 5123.0\n",
      "\t E   = 57.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5018.0\n",
      "\t E   = 56.0\n",
      "\t I   = 80.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 39.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4901.0\n",
      "\t E   = 61.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 102.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4837.0\n",
      "\t E   = 31.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 190.0\n",
      "\t F   = 14.0\n",
      "t = 40.00\n",
      "\t S   = 4836.0\n",
      "\t E   = 4.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 250.0\n",
      "\t F   = 22.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.12\n",
      "\t S   = 4836.0\n",
      "\t E   = 1.0\n",
      "\t I   = 50.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 284.0\n",
      "\t F   = 23.0\n",
      "t = 60.15\n",
      "\t S   = 4836.0\n",
      "\t E   = 0.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 309.0\n",
      "\t F   = 24.0\n",
      "t = 140.23\n",
      "\t S   = 4836.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 332.0\n",
      "\t F   = 26.0\n",
      "t = 0.01\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5030.0\n",
      "\t E   = 58.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 37.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.06\n",
      "\t S   = 4902.0\n",
      "\t E   = 65.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 103.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 4849.0\n",
      "\t E   = 19.0\n",
      "\t I   = 130.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 185.0\n",
      "\t F   = 11.0\n",
      "t = 40.01\n",
      "\t S   = 4848.0\n",
      "\t E   = 4.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 257.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.18\n",
      "\t S   = 4847.0\n",
      "\t E   = 0.0\n",
      "\t I   = 41.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 285.0\n",
      "\t F   = 19.0\n",
      "t = 60.07\n",
      "\t S   = 4847.0\n",
      "\t E   = 0.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 303.0\n",
      "\t F   = 19.0\n",
      "t = 70.66\n",
      "\t S   = 4847.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 315.0\n",
      "\t F   = 20.0\n",
      "t = 90.94\n",
      "\t S   = 4847.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 324.0\n",
      "\t F   = 21.0\n",
      "t = 0.06\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.09\n",
      "\t S   = 5072.0\n",
      "\t E   = 44.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 24.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.07\n",
      "\t S   = 4983.0\n",
      "\t E   = 47.0\n",
      "\t I   = 90.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 69.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.08\n",
      "\t S   = 4952.0\n",
      "\t E   = 20.0\n",
      "\t I   = 87.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 125.0\n",
      "\t F   = 9.0\n",
      "t = 40.12\n",
      "\t S   = 4951.0\n",
      "\t E   = 7.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 168.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.88\n",
      "\t S   = 4951.0\n",
      "\t E   = 1.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 193.0\n",
      "\t F   = 15.0\n",
      "t = 60.17\n",
      "\t S   = 4951.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 208.0\n",
      "\t F   = 17.0\n",
      "t = 70.76\n",
      "\t S   = 4951.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 221.0\n",
      "\t F   = 17.0\n",
      "t = 0.01\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.06\n",
      "\t S   = 5050.0\n",
      "\t E   = 45.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.15\n",
      "\t S   = 4939.0\n",
      "\t E   = 51.0\n",
      "\t I   = 110.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 87.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 4889.0\n",
      "\t E   = 20.0\n",
      "\t I   = 100.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 170.0\n",
      "\t F   = 14.0\n",
      "t = 40.00\n",
      "\t S   = 4889.0\n",
      "\t E   = 1.0\n",
      "\t I   = 54.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 231.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.23\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 256.0\n",
      "\t F   = 18.0\n",
      "t = 60.61\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 269.0\n",
      "\t F   = 18.0\n",
      "t = 70.96\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 276.0\n",
      "\t F   = 18.0\n",
      "t = 90.89\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 283.0\n",
      "\t F   = 19.0\n",
      "t = 0.03\n",
      "\t S   = 5123.0\n",
      "\t E   = 57.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 5065.0\n",
      "\t E   = 32.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 29.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4969.0\n",
      "\t E   = 41.0\n",
      "\t I   = 91.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 87.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 4925.0\n",
      "\t E   = 15.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 152.0\n",
      "\t F   = 12.0\n",
      "t = 40.41\n",
      "\t S   = 4925.0\n",
      "\t E   = 4.0\n",
      "\t I   = 50.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 198.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.97\n",
      "\t S   = 4925.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 232.0\n",
      "\t F   = 16.0\n",
      "t = 70.46\n",
      "\t S   = 4925.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 244.0\n",
      "\t F   = 20.0\n",
      "t = 0.10\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.09\n",
      "\t S   = 5065.0\n",
      "\t E   = 38.0\n",
      "\t I   = 60.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4951.0\n",
      "\t E   = 51.0\n",
      "\t I   = 97.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 92.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.24\n",
      "\t S   = 4908.0\n",
      "\t E   = 18.0\n",
      "\t I   = 101.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 159.0\n",
      "\t F   = 8.0\n",
      "t = 40.18\n",
      "\t S   = 4908.0\n",
      "\t E   = 4.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 205.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.25\n",
      "\t S   = 4908.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 242.0\n",
      "\t F   = 12.0\n",
      "t = 60.08\n",
      "\t S   = 4908.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 255.0\n",
      "\t F   = 13.0\n",
      "t = 70.22\n",
      "\t S   = 4908.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 265.0\n",
      "\t F   = 14.0\n",
      "t = 0.03\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 5055.0\n",
      "\t E   = 47.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 4942.0\n",
      "\t E   = 63.0\n",
      "\t I   = 113.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 71.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.08\n",
      "\t S   = 4886.0\n",
      "\t E   = 22.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 151.0\n",
      "\t F   = 10.0\n",
      "t = 40.37\n",
      "\t S   = 4885.0\n",
      "\t E   = 4.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 211.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.10\n",
      "\t S   = 4885.0\n",
      "\t E   = 0.0\n",
      "\t I   = 43.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 246.0\n",
      "\t F   = 16.0\n",
      "t = 60.30\n",
      "\t S   = 4885.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 275.0\n",
      "\t F   = 16.0\n",
      "t = 80.90\n",
      "\t S   = 4885.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 286.0\n",
      "\t F   = 17.0\n",
      "t = 0.02\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.08\n",
      "\t S   = 5037.0\n",
      "\t E   = 53.0\n",
      "\t I   = 66.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4939.0\n",
      "\t E   = 44.0\n",
      "\t I   = 106.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 95.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 4890.0\n",
      "\t E   = 23.0\n",
      "\t I   = 101.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 166.0\n",
      "\t F   = 12.0\n",
      "t = 40.01\n",
      "\t S   = 4889.0\n",
      "\t E   = 6.0\n",
      "\t I   = 62.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 224.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 4888.0\n",
      "\t E   = 2.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 259.0\n",
      "\t F   = 14.0\n",
      "t = 70.79\n",
      "\t S   = 4888.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 280.0\n",
      "\t F   = 14.0\n",
      "t = 100.83\n",
      "\t S   = 4888.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 291.0\n",
      "\t F   = 14.0\n",
      "t = 0.08\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 5074.0\n",
      "\t E   = 35.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4990.0\n",
      "\t E   = 40.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 75.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.18\n",
      "\t S   = 4949.0\n",
      "\t E   = 19.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 133.0\n",
      "\t F   = 6.0\n",
      "t = 40.11\n",
      "\t S   = 4947.0\n",
      "\t E   = 4.0\n",
      "\t I   = 58.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 175.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 60.14\n",
      "\t S   = 4947.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 228.0\n",
      "\t F   = 11.0\n",
      "t = 0.02\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.07\n",
      "\t S   = 5042.0\n",
      "\t E   = 46.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 4915.0\n",
      "\t E   = 64.0\n",
      "\t I   = 122.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 87.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.08\n",
      "\t S   = 4861.0\n",
      "\t E   = 27.0\n",
      "\t I   = 122.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 175.0\n",
      "\t F   = 9.0\n",
      "t = 40.20\n",
      "\t S   = 4858.0\n",
      "\t E   = 4.0\n",
      "\t I   = 79.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 243.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.59\n",
      "\t S   = 4858.0\n",
      "\t E   = 1.0\n",
      "\t I   = 43.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 279.0\n",
      "\t F   = 12.0\n",
      "t = 60.47\n",
      "\t S   = 4858.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 305.0\n",
      "\t F   = 13.0\n",
      "t = 70.46\n",
      "\t S   = 4858.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 317.0\n",
      "\t F   = 13.0\n",
      "t = 120.45\n",
      "\t S   = 4858.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 322.0\n",
      "\t F   = 14.0\n",
      "t = 0.01\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 5029.0\n",
      "\t E   = 64.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 24.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4910.0\n",
      "\t E   = 78.0\n",
      "\t I   = 115.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 89.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 4851.0\n",
      "\t E   = 36.0\n",
      "\t I   = 125.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 169.0\n",
      "\t F   = 12.0\n",
      "t = 40.05\n",
      "\t S   = 4849.0\n",
      "\t E   = 7.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 245.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.10\n",
      "\t S   = 4849.0\n",
      "\t E   = 0.0\n",
      "\t I   = 46.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 279.0\n",
      "\t F   = 20.0\n",
      "t = 60.15\n",
      "\t S   = 4849.0\n",
      "\t E   = 0.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 297.0\n",
      "\t F   = 22.0\n",
      "t = 70.65\n",
      "\t S   = 4849.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 303.0\n",
      "\t F   = 22.0\n",
      "t = 0.07\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5039.0\n",
      "\t E   = 49.0\n",
      "\t I   = 79.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4906.0\n",
      "\t E   = 74.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 90.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 4858.0\n",
      "\t E   = 20.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 182.0\n",
      "\t F   = 11.0\n",
      "t = 40.75\n",
      "\t S   = 4857.0\n",
      "\t E   = 5.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 253.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.37\n",
      "\t S   = 4857.0\n",
      "\t E   = 0.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 286.0\n",
      "\t F   = 16.0\n",
      "t = 80.47\n",
      "\t S   = 4857.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 315.0\n",
      "\t F   = 17.0\n",
      "t = 140.45\n",
      "\t S   = 4857.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 320.0\n",
      "\t F   = 17.0\n",
      "t = 0.20\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 5043.0\n",
      "\t E   = 48.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 29.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4913.0\n",
      "\t E   = 60.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 92.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 4853.0\n",
      "\t E   = 20.0\n",
      "\t I   = 134.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 175.0\n",
      "\t F   = 12.0\n",
      "t = 40.07\n",
      "\t S   = 4852.0\n",
      "\t E   = 4.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 248.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.80\n",
      "\t S   = 4852.0\n",
      "\t E   = 1.0\n",
      "\t I   = 39.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 283.0\n",
      "\t F   = 18.0\n",
      "t = 60.41\n",
      "\t S   = 4852.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 305.0\n",
      "\t F   = 20.0\n",
      "t = 70.52\n",
      "\t S   = 4852.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 317.0\n",
      "\t F   = 22.0\n",
      "t = 0.01\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5040.0\n",
      "\t E   = 43.0\n",
      "\t I   = 71.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 37.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4896.0\n",
      "\t E   = 74.0\n",
      "\t I   = 112.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 107.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.20\n",
      "\t S   = 4833.0\n",
      "\t E   = 20.0\n",
      "\t I   = 135.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 197.0\n",
      "\t F   = 9.0\n",
      "t = 40.08\n",
      "\t S   = 4831.0\n",
      "\t E   = 6.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 271.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.98\n",
      "\t S   = 4831.0\n",
      "\t E   = 1.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 316.0\n",
      "\t F   = 11.0\n",
      "t = 0.01\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 5054.0\n",
      "\t E   = 40.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 37.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4964.0\n",
      "\t E   = 58.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 87.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4903.0\n",
      "\t E   = 21.0\n",
      "\t I   = 115.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 148.0\n",
      "\t F   = 7.0\n",
      "t = 40.03\n",
      "\t S   = 4902.0\n",
      "\t E   = 8.0\n",
      "\t I   = 56.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 214.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.13\n",
      "\t S   = 4902.0\n",
      "\t E   = 1.0\n",
      "\t I   = 30.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 244.0\n",
      "\t F   = 15.0\n",
      "t = 0.01\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 5065.0\n",
      "\t E   = 38.0\n",
      "\t I   = 62.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 27.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 4955.0\n",
      "\t E   = 61.0\n",
      "\t I   = 90.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 82.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 4905.0\n",
      "\t E   = 16.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 155.0\n",
      "\t F   = 10.0\n",
      "t = 40.05\n",
      "\t S   = 4903.0\n",
      "\t E   = 5.0\n",
      "\t I   = 60.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 208.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 60.37\n",
      "\t S   = 4903.0\n",
      "\t E   = 1.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 256.0\n",
      "\t F   = 16.0\n",
      "t = 70.09\n",
      "\t S   = 4903.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 264.0\n",
      "\t F   = 19.0\n",
      "t = 90.41\n",
      "\t S   = 4903.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 270.0\n",
      "\t F   = 20.0\n",
      "t = 0.09\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.10\n",
      "\t S   = 5058.0\n",
      "\t E   = 45.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 29.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 4939.0\n",
      "\t E   = 64.0\n",
      "\t I   = 110.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 76.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 4895.0\n",
      "\t E   = 21.0\n",
      "\t I   = 98.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 170.0\n",
      "\t F   = 9.0\n",
      "t = 40.07\n",
      "\t S   = 4892.0\n",
      "\t E   = 3.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 219.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 4892.0\n",
      "\t E   = 1.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 255.0\n",
      "\t F   = 18.0\n",
      "t = 60.75\n",
      "\t S   = 4892.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 271.0\n",
      "\t F   = 18.0\n",
      "t = 0.19\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5056.0\n",
      "\t E   = 47.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.14\n",
      "\t S   = 4938.0\n",
      "\t E   = 59.0\n",
      "\t I   = 109.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 84.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 4897.0\n",
      "\t E   = 17.0\n",
      "\t I   = 122.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 152.0\n",
      "\t F   = 6.0\n",
      "t = 40.05\n",
      "\t S   = 4895.0\n",
      "\t E   = 4.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 217.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.75\n",
      "\t S   = 4895.0\n",
      "\t E   = 1.0\n",
      "\t I   = 40.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 246.0\n",
      "\t F   = 11.0\n",
      "t = 60.63\n",
      "\t S   = 4895.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 267.0\n",
      "\t F   = 13.0\n",
      "t = 70.20\n",
      "\t S   = 4895.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 275.0\n",
      "\t F   = 13.0\n",
      "t = 0.05\n",
      "\t S   = 5123.0\n",
      "\t E   = 57.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 5063.0\n",
      "\t E   = 43.0\n",
      "\t I   = 66.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 21.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4967.0\n",
      "\t E   = 50.0\n",
      "\t I   = 89.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 82.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 4923.0\n",
      "\t E   = 18.0\n",
      "\t I   = 98.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 147.0\n",
      "\t F   = 8.0\n",
      "t = 40.03\n",
      "\t S   = 4921.0\n",
      "\t E   = 5.0\n",
      "\t I   = 62.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 196.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 4921.0\n",
      "\t E   = 0.0\n",
      "\t I   = 33.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 228.0\n",
      "\t F   = 11.0\n",
      "t = 70.45\n",
      "\t S   = 4921.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 254.0\n",
      "\t F   = 11.0\n",
      "t = 0.20\n",
      "\t S   = 5123.0\n",
      "\t E   = 57.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.09\n",
      "\t S   = 5038.0\n",
      "\t E   = 55.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 27.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4899.0\n",
      "\t E   = 64.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 104.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 4820.0\n",
      "\t E   = 30.0\n",
      "\t I   = 136.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 197.0\n",
      "\t F   = 10.0\n",
      "t = 40.07\n",
      "\t S   = 4817.0\n",
      "\t E   = 7.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 265.0\n",
      "\t F   = 21.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 4817.0\n",
      "\t E   = 2.0\n",
      "\t I   = 41.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 306.0\n",
      "\t F   = 22.0\n",
      "t = 60.18\n",
      "\t S   = 4817.0\n",
      "\t E   = 1.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 329.0\n",
      "\t F   = 24.0\n",
      "t = 70.53\n",
      "\t S   = 4817.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 344.0\n",
      "\t F   = 24.0\n",
      "t = 90.62\n",
      "\t S   = 4817.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 353.0\n",
      "\t F   = 24.0\n",
      "t = 0.07\n",
      "\t S   = 5124.0\n",
      "\t E   = 56.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5050.0\n",
      "\t E   = 38.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 42.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4937.0\n",
      "\t E   = 50.0\n",
      "\t I   = 111.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 88.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.28\n",
      "\t S   = 4878.0\n",
      "\t E   = 22.0\n",
      "\t I   = 127.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 154.0\n",
      "\t F   = 13.0\n",
      "t = 40.18\n",
      "\t S   = 4875.0\n",
      "\t E   = 5.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 222.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.66\n",
      "\t S   = 4875.0\n",
      "\t E   = 0.0\n",
      "\t I   = 46.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 255.0\n",
      "\t F   = 18.0\n",
      "t = 60.75\n",
      "\t S   = 4875.0\n",
      "\t E   = 0.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 270.0\n",
      "\t F   = 21.0\n",
      "t = 70.44\n",
      "\t S   = 4875.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 284.0\n",
      "\t F   = 21.0\n",
      "t = 90.27\n",
      "\t S   = 4875.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 296.0\n",
      "\t F   = 21.0\n",
      "t = 0.11\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 5052.0\n",
      "\t E   = 40.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 24.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4939.0\n",
      "\t E   = 61.0\n",
      "\t I   = 112.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 75.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4869.0\n",
      "\t E   = 34.0\n",
      "\t I   = 124.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 156.0\n",
      "\t F   = 10.0\n",
      "t = 40.28\n",
      "\t S   = 4868.0\n",
      "\t E   = 7.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 228.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.20\n",
      "\t S   = 4867.0\n",
      "\t E   = 2.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 268.0\n",
      "\t F   = 20.0\n",
      "t = 60.74\n",
      "\t S   = 4867.0\n",
      "\t E   = 1.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 278.0\n",
      "\t F   = 21.0\n",
      "t = 70.66\n",
      "\t S   = 4867.0\n",
      "\t E   = 1.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 291.0\n",
      "\t F   = 22.0\n",
      "t = 100.34\n",
      "\t S   = 4867.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 304.0\n",
      "\t F   = 23.0\n",
      "t = 0.11\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.20\n",
      "\t S   = 5038.0\n",
      "\t E   = 52.0\n",
      "\t I   = 71.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.08\n",
      "\t S   = 4918.0\n",
      "\t E   = 55.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 101.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.16\n",
      "\t S   = 4868.0\n",
      "\t E   = 20.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 174.0\n",
      "\t F   = 8.0\n",
      "t = 40.03\n",
      "\t S   = 4865.0\n",
      "\t E   = 4.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 247.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.22\n",
      "\t S   = 4865.0\n",
      "\t E   = 1.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 275.0\n",
      "\t F   = 15.0\n",
      "t = 60.04\n",
      "\t S   = 4864.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 299.0\n",
      "\t F   = 17.0\n",
      "t = 0.01\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.10\n",
      "\t S   = 5055.0\n",
      "\t E   = 47.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 21.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.07\n",
      "\t S   = 4921.0\n",
      "\t E   = 63.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 87.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 4858.0\n",
      "\t E   = 21.0\n",
      "\t I   = 126.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 182.0\n",
      "\t F   = 7.0\n",
      "t = 40.04\n",
      "\t S   = 4854.0\n",
      "\t E   = 6.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 246.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.31\n",
      "\t S   = 4853.0\n",
      "\t E   = 1.0\n",
      "\t I   = 44.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 279.0\n",
      "\t F   = 15.0\n",
      "t = 60.30\n",
      "\t S   = 4853.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 297.0\n",
      "\t F   = 16.0\n",
      "t = 70.78\n",
      "\t S   = 4853.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 310.0\n",
      "\t F   = 17.0\n",
      "t = 0.00\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.09\n",
      "\t S   = 5041.0\n",
      "\t E   = 48.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 4910.0\n",
      "\t E   = 63.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 101.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 4864.0\n",
      "\t E   = 20.0\n",
      "\t I   = 111.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 188.0\n",
      "\t F   = 10.0\n",
      "t = 40.00\n",
      "\t S   = 4859.0\n",
      "\t E   = 7.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 243.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 4859.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 281.0\n",
      "\t F   = 14.0\n",
      "t = 60.44\n",
      "\t S   = 4859.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 302.0\n",
      "\t F   = 14.0\n",
      "t = 80.03\n",
      "\t S   = 4859.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 313.0\n",
      "\t F   = 14.0\n",
      "t = 0.02\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 5056.0\n",
      "\t E   = 42.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 24.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4923.0\n",
      "\t E   = 63.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 85.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 4866.0\n",
      "\t E   = 14.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 195.0\n",
      "\t F   = 11.0\n",
      "t = 40.20\n",
      "\t S   = 4865.0\n",
      "\t E   = 1.0\n",
      "\t I   = 64.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 246.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.37\n",
      "\t S   = 4865.0\n",
      "\t E   = 0.0\n",
      "\t I   = 30.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 280.0\n",
      "\t F   = 18.0\n",
      "t = 80.49\n",
      "\t S   = 4865.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 299.0\n",
      "\t F   = 22.0\n",
      "t = 0.06\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5033.0\n",
      "\t E   = 50.0\n",
      "\t I   = 80.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.08\n",
      "\t S   = 4903.0\n",
      "\t E   = 55.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 99.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.19\n",
      "\t S   = 4847.0\n",
      "\t E   = 26.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 190.0\n",
      "\t F   = 12.0\n",
      "t = 40.28\n",
      "\t S   = 4845.0\n",
      "\t E   = 4.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 249.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.25\n",
      "\t S   = 4845.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 292.0\n",
      "\t F   = 19.0\n",
      "t = 60.05\n",
      "\t S   = 4845.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 311.0\n",
      "\t F   = 20.0\n",
      "t = 0.07\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.07\n",
      "\t S   = 5042.0\n",
      "\t E   = 48.0\n",
      "\t I   = 71.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.12\n",
      "\t S   = 4901.0\n",
      "\t E   = 78.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 91.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 4849.0\n",
      "\t E   = 21.0\n",
      "\t I   = 150.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 163.0\n",
      "\t F   = 9.0\n",
      "t = 40.02\n",
      "\t S   = 4848.0\n",
      "\t E   = 6.0\n",
      "\t I   = 79.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 248.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.19\n",
      "\t S   = 4848.0\n",
      "\t E   = 2.0\n",
      "\t I   = 40.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 289.0\n",
      "\t F   = 13.0\n",
      "t = 60.46\n",
      "\t S   = 4847.0\n",
      "\t E   = 0.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 307.0\n",
      "\t F   = 13.0\n",
      "t = 70.57\n",
      "\t S   = 4847.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 321.0\n",
      "\t F   = 13.0\n",
      "t = 90.42\n",
      "\t S   = 4847.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 330.0\n",
      "\t F   = 13.0\n",
      "t = 100.07\n",
      "\t S   = 4847.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 332.0\n",
      "\t F   = 13.0\n",
      "t = 0.02\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 5039.0\n",
      "\t E   = 62.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 28.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4935.0\n",
      "\t E   = 58.0\n",
      "\t I   = 103.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 92.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 4893.0\n",
      "\t E   = 23.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 172.0\n",
      "\t F   = 11.0\n",
      "t = 40.15\n",
      "\t S   = 4891.0\n",
      "\t E   = 3.0\n",
      "\t I   = 59.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 227.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.21\n",
      "\t S   = 4890.0\n",
      "\t E   = 0.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 257.0\n",
      "\t F   = 15.0\n",
      "t = 60.46\n",
      "\t S   = 4890.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 278.0\n",
      "\t F   = 16.0\n",
      "t = 70.64\n",
      "\t S   = 4890.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 286.0\n",
      "\t F   = 16.0\n",
      "t = 0.00\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.06\n",
      "\t S   = 5056.0\n",
      "\t E   = 47.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 25.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 4955.0\n",
      "\t E   = 52.0\n",
      "\t I   = 101.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 78.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 4900.0\n",
      "\t E   = 24.0\n",
      "\t I   = 103.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 158.0\n",
      "\t F   = 9.0\n",
      "t = 40.07\n",
      "\t S   = 4898.0\n",
      "\t E   = 5.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 217.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.16\n",
      "\t S   = 4898.0\n",
      "\t E   = 0.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 251.0\n",
      "\t F   = 14.0\n",
      "t = 60.92\n",
      "\t S   = 4898.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 268.0\n",
      "\t F   = 15.0\n",
      "t = 0.29\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.23\n",
      "\t S   = 5053.0\n",
      "\t E   = 43.0\n",
      "\t I   = 59.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 37.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 4938.0\n",
      "\t E   = 65.0\n",
      "\t I   = 102.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 85.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 4877.0\n",
      "\t E   = 35.0\n",
      "\t I   = 95.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 180.0\n",
      "\t F   = 7.0\n",
      "t = 40.08\n",
      "\t S   = 4875.0\n",
      "\t E   = 6.0\n",
      "\t I   = 64.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 238.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.11\n",
      "\t S   = 4875.0\n",
      "\t E   = 2.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 271.0\n",
      "\t F   = 9.0\n",
      "t = 70.10\n",
      "\t S   = 4874.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 301.0\n",
      "\t F   = 9.0\n",
      "t = 0.06\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 5060.0\n",
      "\t E   = 36.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4951.0\n",
      "\t E   = 47.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 81.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 4907.0\n",
      "\t E   = 16.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 155.0\n",
      "\t F   = 10.0\n",
      "t = 40.63\n",
      "\t S   = 4906.0\n",
      "\t E   = 3.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 208.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.80\n",
      "\t S   = 4906.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 239.0\n",
      "\t F   = 18.0\n",
      "t = 60.24\n",
      "\t S   = 4906.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 259.0\n",
      "\t F   = 19.0\n",
      "t = 80.95\n",
      "\t S   = 4906.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 268.0\n",
      "\t F   = 19.0\n",
      "t = 0.04\n",
      "\t S   = 5123.0\n",
      "\t E   = 57.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.07\n",
      "\t S   = 5057.0\n",
      "\t E   = 42.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 37.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4963.0\n",
      "\t E   = 55.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 88.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.12\n",
      "\t S   = 4931.0\n",
      "\t E   = 15.0\n",
      "\t I   = 95.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 142.0\n",
      "\t F   = 11.0\n",
      "t = 40.19\n",
      "\t S   = 4931.0\n",
      "\t E   = 2.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 196.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.17\n",
      "\t S   = 4931.0\n",
      "\t E   = 0.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 221.0\n",
      "\t F   = 16.0\n",
      "t = 60.28\n",
      "\t S   = 4931.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 238.0\n",
      "\t F   = 17.0\n",
      "t = 0.13\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 5033.0\n",
      "\t E   = 56.0\n",
      "\t I   = 75.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.07\n",
      "\t S   = 4910.0\n",
      "\t E   = 64.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 92.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 4842.0\n",
      "\t E   = 28.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 191.0\n",
      "\t F   = 11.0\n",
      "t = 40.05\n",
      "\t S   = 4838.0\n",
      "\t E   = 6.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 257.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.16\n",
      "\t S   = 4838.0\n",
      "\t E   = 1.0\n",
      "\t I   = 36.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 299.0\n",
      "\t F   = 18.0\n",
      "t = 60.77\n",
      "\t S   = 4838.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 323.0\n",
      "\t F   = 19.0\n",
      "t = 100.99\n",
      "\t S   = 4838.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 335.0\n",
      "\t F   = 20.0\n",
      "t = 0.22\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5047.0\n",
      "\t E   = 47.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4935.0\n",
      "\t E   = 50.0\n",
      "\t I   = 110.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 92.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.18\n",
      "\t S   = 4874.0\n",
      "\t E   = 22.0\n",
      "\t I   = 108.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 177.0\n",
      "\t F   = 13.0\n",
      "t = 40.00\n",
      "\t S   = 4873.0\n",
      "\t E   = 6.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 224.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.24\n",
      "\t S   = 4873.0\n",
      "\t E   = 0.0\n",
      "\t I   = 39.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 263.0\n",
      "\t F   = 19.0\n",
      "t = 60.20\n",
      "\t S   = 4873.0\n",
      "\t E   = 0.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 278.0\n",
      "\t F   = 22.0\n",
      "t = 70.41\n",
      "\t S   = 4873.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 290.0\n",
      "\t F   = 22.0\n",
      "t = 0.03\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5056.0\n",
      "\t E   = 43.0\n",
      "\t I   = 66.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4943.0\n",
      "\t E   = 60.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 83.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 4892.0\n",
      "\t E   = 23.0\n",
      "\t I   = 100.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 165.0\n",
      "\t F   = 13.0\n",
      "t = 40.02\n",
      "\t S   = 4889.0\n",
      "\t E   = 9.0\n",
      "\t I   = 59.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 219.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.45\n",
      "\t S   = 4889.0\n",
      "\t E   = 1.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 262.0\n",
      "\t F   = 19.0\n",
      "t = 60.15\n",
      "\t S   = 4889.0\n",
      "\t E   = 1.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 273.0\n",
      "\t F   = 19.0\n",
      "t = 70.71\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 280.0\n",
      "\t F   = 19.0\n",
      "t = 0.05\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5045.0\n",
      "\t E   = 42.0\n",
      "\t I   = 79.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 27.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4906.0\n",
      "\t E   = 71.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 92.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 4846.0\n",
      "\t E   = 25.0\n",
      "\t I   = 125.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 189.0\n",
      "\t F   = 9.0\n",
      "t = 40.16\n",
      "\t S   = 4844.0\n",
      "\t E   = 6.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 241.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.05\n",
      "\t S   = 4844.0\n",
      "\t E   = 2.0\n",
      "\t I   = 43.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 290.0\n",
      "\t F   = 15.0\n",
      "t = 60.17\n",
      "\t S   = 4844.0\n",
      "\t E   = 1.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 309.0\n",
      "\t F   = 15.0\n",
      "t = 70.57\n",
      "\t S   = 4844.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 320.0\n",
      "\t F   = 18.0\n",
      "t = 90.97\n",
      "\t S   = 4844.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 328.0\n",
      "\t F   = 18.0\n",
      "t = 0.04\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 5038.0\n",
      "\t E   = 50.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 28.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.09\n",
      "\t S   = 4916.0\n",
      "\t E   = 65.0\n",
      "\t I   = 113.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 95.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 4878.0\n",
      "\t E   = 18.0\n",
      "\t I   = 97.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 191.0\n",
      "\t F   = 9.0\n",
      "t = 40.28\n",
      "\t S   = 4876.0\n",
      "\t E   = 5.0\n",
      "\t I   = 53.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 245.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 4876.0\n",
      "\t E   = 0.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 270.0\n",
      "\t F   = 14.0\n",
      "t = 60.07\n",
      "\t S   = 4876.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 285.0\n",
      "\t F   = 16.0\n",
      "t = 70.50\n",
      "\t S   = 4876.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 295.0\n",
      "\t F   = 17.0\n",
      "t = 210.91\n",
      "\t S   = 4876.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 301.0\n",
      "\t F   = 17.0\n",
      "t = 0.14\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 5074.0\n",
      "\t E   = 36.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 28.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 4984.0\n",
      "\t E   = 41.0\n",
      "\t I   = 86.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 79.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 4939.0\n",
      "\t E   = 15.0\n",
      "\t I   = 89.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 139.0\n",
      "\t F   = 9.0\n",
      "t = 40.08\n",
      "\t S   = 4939.0\n",
      "\t E   = 2.0\n",
      "\t I   = 48.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 194.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 4939.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 224.0\n",
      "\t F   = 10.0\n",
      "t = 0.03\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5051.0\n",
      "\t E   = 46.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 32.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4955.0\n",
      "\t E   = 55.0\n",
      "\t I   = 89.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 89.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4913.0\n",
      "\t E   = 17.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 157.0\n",
      "\t F   = 12.0\n",
      "t = 40.66\n",
      "\t S   = 4913.0\n",
      "\t E   = 2.0\n",
      "\t I   = 56.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 204.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.17\n",
      "\t S   = 4913.0\n",
      "\t E   = 0.0\n",
      "\t I   = 30.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 232.0\n",
      "\t F   = 18.0\n",
      "t = 60.04\n",
      "\t S   = 4913.0\n",
      "\t E   = 0.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 238.0\n",
      "\t F   = 18.0\n",
      "t = 70.35\n",
      "\t S   = 4913.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 250.0\n",
      "\t F   = 18.0\n",
      "t = 80.50\n",
      "\t S   = 4913.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 253.0\n",
      "\t F   = 18.0\n",
      "t = 0.03\n",
      "\t S   = 5123.0\n",
      "\t E   = 57.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5050.0\n",
      "\t E   = 42.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 27.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.07\n",
      "\t S   = 4950.0\n",
      "\t E   = 42.0\n",
      "\t I   = 109.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 89.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.20\n",
      "\t S   = 4890.0\n",
      "\t E   = 25.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 168.0\n",
      "\t F   = 11.0\n",
      "t = 40.30\n",
      "\t S   = 4888.0\n",
      "\t E   = 5.0\n",
      "\t I   = 58.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 222.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.30\n",
      "\t S   = 4888.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 253.0\n",
      "\t F   = 16.0\n",
      "t = 60.81\n",
      "\t S   = 4888.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 276.0\n",
      "\t F   = 17.0\n",
      "t = 0.04\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 5062.0\n",
      "\t E   = 38.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 4977.0\n",
      "\t E   = 51.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 82.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 4933.0\n",
      "\t E   = 16.0\n",
      "\t I   = 87.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 154.0\n",
      "\t F   = 4.0\n",
      "t = 40.08\n",
      "\t S   = 4930.0\n",
      "\t E   = 5.0\n",
      "\t I   = 57.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 196.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.43\n",
      "\t S   = 4930.0\n",
      "\t E   = 1.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 223.0\n",
      "\t F   = 7.0\n",
      "t = 70.70\n",
      "\t S   = 4930.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 248.0\n",
      "\t F   = 10.0\n",
      "t = 0.05\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 5044.0\n",
      "\t E   = 39.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 36.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.16\n",
      "\t S   = 4925.0\n",
      "\t E   = 58.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 90.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 4878.0\n",
      "\t E   = 17.0\n",
      "\t I   = 112.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 180.0\n",
      "\t F   = 5.0\n",
      "t = 40.11\n",
      "\t S   = 4876.0\n",
      "\t E   = 3.0\n",
      "\t I   = 64.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 241.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.26\n",
      "\t S   = 4876.0\n",
      "\t E   = 1.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 274.0\n",
      "\t F   = 7.0\n",
      "t = 60.19\n",
      "\t S   = 4876.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 295.0\n",
      "\t F   = 8.0\n",
      "t = 70.18\n",
      "\t S   = 4876.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 302.0\n",
      "\t F   = 8.0\n",
      "t = 0.03\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.09\n",
      "\t S   = 5041.0\n",
      "\t E   = 46.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 38.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4931.0\n",
      "\t E   = 58.0\n",
      "\t I   = 116.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 86.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 4874.0\n",
      "\t E   = 27.0\n",
      "\t I   = 125.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 159.0\n",
      "\t F   = 8.0\n",
      "t = 40.02\n",
      "\t S   = 4873.0\n",
      "\t E   = 5.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 230.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.11\n",
      "\t S   = 4873.0\n",
      "\t E   = 0.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 273.0\n",
      "\t F   = 16.0\n",
      "t = 60.11\n",
      "\t S   = 4872.0\n",
      "\t E   = 1.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 286.0\n",
      "\t F   = 16.0\n",
      "t = 0.02\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 5046.0\n",
      "\t E   = 52.0\n",
      "\t I   = 75.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 19.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4921.0\n",
      "\t E   = 65.0\n",
      "\t I   = 113.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 87.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.29\n",
      "\t S   = 4870.0\n",
      "\t E   = 26.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 179.0\n",
      "\t F   = 12.0\n",
      "t = 40.03\n",
      "\t S   = 4870.0\n",
      "\t E   = 3.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 230.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.43\n",
      "\t S   = 4870.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 271.0\n",
      "\t F   = 15.0\n",
      "t = 60.47\n",
      "\t S   = 4870.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 291.0\n",
      "\t F   = 18.0\n",
      "t = 70.85\n",
      "\t S   = 4870.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 298.0\n",
      "\t F   = 19.0\n",
      "t = 0.20\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 5058.0\n",
      "\t E   = 43.0\n",
      "\t I   = 62.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4938.0\n",
      "\t E   = 59.0\n",
      "\t I   = 100.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 89.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 4891.0\n",
      "\t E   = 28.0\n",
      "\t I   = 105.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 157.0\n",
      "\t F   = 11.0\n",
      "t = 40.13\n",
      "\t S   = 4889.0\n",
      "\t E   = 5.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 214.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 42.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 246.0\n",
      "\t F   = 15.0\n",
      "t = 60.18\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 271.0\n",
      "\t F   = 16.0\n",
      "t = 80.14\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 285.0\n",
      "\t F   = 16.0\n",
      "t = 0.05\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.10\n",
      "\t S   = 5046.0\n",
      "\t E   = 48.0\n",
      "\t I   = 71.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 27.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4904.0\n",
      "\t E   = 69.0\n",
      "\t I   = 134.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 79.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.10\n",
      "\t S   = 4848.0\n",
      "\t E   = 19.0\n",
      "\t I   = 128.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 183.0\n",
      "\t F   = 10.0\n",
      "t = 40.07\n",
      "\t S   = 4843.0\n",
      "\t E   = 4.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 263.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.40\n",
      "\t S   = 4843.0\n",
      "\t E   = 1.0\n",
      "\t I   = 36.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 293.0\n",
      "\t F   = 16.0\n",
      "t = 70.28\n",
      "\t S   = 4843.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 325.0\n",
      "\t F   = 17.0\n",
      "t = 100.02\n",
      "\t S   = 4843.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 332.0\n",
      "\t F   = 18.0\n",
      "t = 0.02\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 5044.0\n",
      "\t E   = 43.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4908.0\n",
      "\t E   = 64.0\n",
      "\t I   = 111.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 104.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 4855.0\n",
      "\t E   = 31.0\n",
      "\t I   = 95.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 201.0\n",
      "\t F   = 9.0\n",
      "t = 40.45\n",
      "\t S   = 4854.0\n",
      "\t E   = 3.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 265.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.50\n",
      "\t S   = 4853.0\n",
      "\t E   = 2.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 298.0\n",
      "\t F   = 12.0\n",
      "t = 80.87\n",
      "\t S   = 4853.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 322.0\n",
      "\t F   = 14.0\n",
      "t = 0.10\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 5055.0\n",
      "\t E   = 39.0\n",
      "\t I   = 66.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4948.0\n",
      "\t E   = 51.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 85.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 4883.0\n",
      "\t E   = 19.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 169.0\n",
      "\t F   = 8.0\n",
      "t = 40.13\n",
      "\t S   = 4881.0\n",
      "\t E   = 3.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 217.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.11\n",
      "\t S   = 4881.0\n",
      "\t E   = 1.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 254.0\n",
      "\t F   = 18.0\n",
      "t = 60.58\n",
      "\t S   = 4881.0\n",
      "\t E   = 0.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 274.0\n",
      "\t F   = 18.0\n",
      "t = 70.45\n",
      "\t S   = 4881.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 283.0\n",
      "\t F   = 20.0\n",
      "t = 0.11\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 5064.0\n",
      "\t E   = 38.0\n",
      "\t I   = 64.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 27.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 4974.0\n",
      "\t E   = 44.0\n",
      "\t I   = 91.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 81.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 4937.0\n",
      "\t E   = 11.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 148.0\n",
      "\t F   = 10.0\n",
      "t = 40.67\n",
      "\t S   = 4934.0\n",
      "\t E   = 3.0\n",
      "\t I   = 59.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 185.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.34\n",
      "\t S   = 4934.0\n",
      "\t E   = 0.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 220.0\n",
      "\t F   = 12.0\n",
      "t = 120.20\n",
      "\t S   = 4934.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 248.0\n",
      "\t F   = 12.0\n",
      "t = 0.10\n",
      "\t S   = 5124.0\n",
      "\t E   = 56.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.21\n",
      "\t S   = 5053.0\n",
      "\t E   = 49.0\n",
      "\t I   = 60.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4968.0\n",
      "\t E   = 46.0\n",
      "\t I   = 90.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 80.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4929.0\n",
      "\t E   = 24.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 135.0\n",
      "\t F   = 12.0\n",
      "t = 40.13\n",
      "\t S   = 4928.0\n",
      "\t E   = 4.0\n",
      "\t I   = 56.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 192.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.21\n",
      "\t S   = 4927.0\n",
      "\t E   = 1.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 218.0\n",
      "\t F   = 16.0\n",
      "t = 60.54\n",
      "\t S   = 4927.0\n",
      "\t E   = 1.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 233.0\n",
      "\t F   = 17.0\n",
      "t = 70.21\n",
      "\t S   = 4926.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 241.0\n",
      "\t F   = 17.0\n",
      "t = 80.33\n",
      "\t S   = 4925.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 248.0\n",
      "\t F   = 17.0\n",
      "t = 0.07\n",
      "\t S   = 5124.0\n",
      "\t E   = 56.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.08\n",
      "\t S   = 5039.0\n",
      "\t E   = 49.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4912.0\n",
      "\t E   = 64.0\n",
      "\t I   = 102.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 111.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 4844.0\n",
      "\t E   = 23.0\n",
      "\t I   = 122.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 196.0\n",
      "\t F   = 9.0\n",
      "t = 40.10\n",
      "\t S   = 4843.0\n",
      "\t E   = 4.0\n",
      "\t I   = 66.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 265.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.12\n",
      "\t S   = 4843.0\n",
      "\t E   = 0.0\n",
      "\t I   = 36.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 298.0\n",
      "\t F   = 16.0\n",
      "t = 60.12\n",
      "\t S   = 4843.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 315.0\n",
      "\t F   = 16.0\n",
      "t = 70.17\n",
      "\t S   = 4843.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 328.0\n",
      "\t F   = 16.0\n",
      "t = 0.02\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 5055.0\n",
      "\t E   = 41.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 35.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 4973.0\n",
      "\t E   = 50.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 87.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 4922.0\n",
      "\t E   = 13.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 153.0\n",
      "\t F   = 9.0\n",
      "t = 40.21\n",
      "\t S   = 4921.0\n",
      "\t E   = 0.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 190.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 60.05\n",
      "\t S   = 4921.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 241.0\n",
      "\t F   = 16.0\n",
      "t = 80.12\n",
      "\t S   = 4921.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 248.0\n",
      "\t F   = 18.0\n",
      "t = 130.56\n",
      "\t S   = 4921.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 254.0\n",
      "\t F   = 18.0\n",
      "t = 0.01\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.12\n",
      "\t S   = 5042.0\n",
      "\t E   = 47.0\n",
      "\t I   = 71.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 32.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4919.0\n",
      "\t E   = 68.0\n",
      "\t I   = 109.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 93.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.11\n",
      "\t S   = 4866.0\n",
      "\t E   = 24.0\n",
      "\t I   = 112.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 184.0\n",
      "\t F   = 8.0\n",
      "t = 40.19\n",
      "\t S   = 4866.0\n",
      "\t E   = 3.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 240.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.11\n",
      "\t S   = 4866.0\n",
      "\t E   = 0.0\n",
      "\t I   = 37.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 280.0\n",
      "\t F   = 11.0\n",
      "t = 70.27\n",
      "\t S   = 4866.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 308.0\n",
      "\t F   = 11.0\n",
      "t = 110.04\n",
      "\t S   = 4866.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 317.0\n",
      "\t F   = 11.0\n",
      "t = 0.00\n",
      "\t S   = 5124.0\n",
      "\t E   = 56.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5054.0\n",
      "\t E   = 41.0\n",
      "\t I   = 57.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 40.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4966.0\n",
      "\t E   = 45.0\n",
      "\t I   = 95.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 81.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 4928.0\n",
      "\t E   = 18.0\n",
      "\t I   = 90.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 146.0\n",
      "\t F   = 12.0\n",
      "t = 40.11\n",
      "\t S   = 4927.0\n",
      "\t E   = 4.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 201.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.07\n",
      "\t S   = 4927.0\n",
      "\t E   = 1.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 222.0\n",
      "\t F   = 17.0\n",
      "t = 60.76\n",
      "\t S   = 4927.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 235.0\n",
      "\t F   = 17.0\n",
      "t = 70.21\n",
      "\t S   = 4927.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 241.0\n",
      "\t F   = 17.0\n",
      "t = 0.13\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 5075.0\n",
      "\t E   = 36.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4990.0\n",
      "\t E   = 48.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 69.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.50\n",
      "\t S   = 4957.0\n",
      "\t E   = 18.0\n",
      "\t I   = 90.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 126.0\n",
      "\t F   = 1.0\n",
      "t = 40.30\n",
      "\t S   = 4956.0\n",
      "\t E   = 1.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 169.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.03\n",
      "\t S   = 4956.0\n",
      "\t E   = 0.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 199.0\n",
      "\t F   = 3.0\n",
      "t = 60.71\n",
      "\t S   = 4956.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 221.0\n",
      "\t F   = 4.0\n",
      "t = 70.44\n",
      "\t S   = 4956.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 226.0\n",
      "\t F   = 4.0\n",
      "t = 0.01\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5044.0\n",
      "\t E   = 50.0\n",
      "\t I   = 75.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 25.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.07\n",
      "\t S   = 4928.0\n",
      "\t E   = 50.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 88.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4864.0\n",
      "\t E   = 24.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 170.0\n",
      "\t F   = 11.0\n",
      "t = 40.40\n",
      "\t S   = 4862.0\n",
      "\t E   = 4.0\n",
      "\t I   = 64.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 247.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.50\n",
      "\t S   = 4862.0\n",
      "\t E   = 0.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 284.0\n",
      "\t F   = 13.0\n",
      "t = 60.16\n",
      "\t S   = 4862.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 301.0\n",
      "\t F   = 15.0\n",
      "t = 70.10\n",
      "\t S   = 4862.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 310.0\n",
      "\t F   = 16.0\n",
      "t = 80.81\n",
      "\t S   = 4862.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 314.0\n",
      "\t F   = 16.0\n",
      "t = 0.27\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.06\n",
      "\t S   = 5054.0\n",
      "\t E   = 42.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.07\n",
      "\t S   = 4937.0\n",
      "\t E   = 52.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 81.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4875.0\n",
      "\t E   = 19.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 172.0\n",
      "\t F   = 13.0\n",
      "t = 40.07\n",
      "\t S   = 4875.0\n",
      "\t E   = 3.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 244.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.26\n",
      "\t S   = 4875.0\n",
      "\t E   = 0.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 270.0\n",
      "\t F   = 16.0\n",
      "t = 60.94\n",
      "\t S   = 4875.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 283.0\n",
      "\t F   = 18.0\n",
      "t = 100.08\n",
      "\t S   = 4875.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 298.0\n",
      "\t F   = 19.0\n",
      "t = 0.05\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 5053.0\n",
      "\t E   = 45.0\n",
      "\t I   = 62.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4933.0\n",
      "\t E   = 59.0\n",
      "\t I   = 111.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 86.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 4881.0\n",
      "\t E   = 22.0\n",
      "\t I   = 111.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 170.0\n",
      "\t F   = 10.0\n",
      "t = 40.04\n",
      "\t S   = 4879.0\n",
      "\t E   = 2.0\n",
      "\t I   = 62.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 232.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.60\n",
      "\t S   = 4879.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 270.0\n",
      "\t F   = 19.0\n",
      "t = 60.75\n",
      "\t S   = 4879.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 283.0\n",
      "\t F   = 20.0\n",
      "t = 0.06\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 5052.0\n",
      "\t E   = 44.0\n",
      "\t I   = 56.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 40.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4943.0\n",
      "\t E   = 61.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 96.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 4896.0\n",
      "\t E   = 22.0\n",
      "\t I   = 116.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 156.0\n",
      "\t F   = 4.0\n",
      "t = 40.15\n",
      "\t S   = 4894.0\n",
      "\t E   = 4.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 216.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 4894.0\n",
      "\t E   = 1.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 256.0\n",
      "\t F   = 9.0\n",
      "t = 60.34\n",
      "\t S   = 4894.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 274.0\n",
      "\t F   = 10.0\n",
      "t = 70.79\n",
      "\t S   = 4894.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 279.0\n",
      "\t F   = 11.0\n",
      "t = 80.69\n",
      "\t S   = 4894.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 283.0\n",
      "\t F   = 12.0\n",
      "t = 0.03\n",
      "\t S   = 5124.0\n",
      "\t E   = 56.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.12\n",
      "\t S   = 5053.0\n",
      "\t E   = 38.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 29.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4902.0\n",
      "\t E   = 63.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 105.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 4847.0\n",
      "\t E   = 25.0\n",
      "\t I   = 113.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 198.0\n",
      "\t F   = 11.0\n",
      "t = 40.13\n",
      "\t S   = 4845.0\n",
      "\t E   = 5.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 257.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.20\n",
      "\t S   = 4845.0\n",
      "\t E   = 0.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 302.0\n",
      "\t F   = 14.0\n",
      "t = 60.03\n",
      "\t S   = 4845.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 321.0\n",
      "\t F   = 16.0\n",
      "t = 0.24\n",
      "\t S   = 5124.0\n",
      "\t E   = 56.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5026.0\n",
      "\t E   = 46.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4882.0\n",
      "\t E   = 65.0\n",
      "\t I   = 142.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 97.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 4806.0\n",
      "\t E   = 38.0\n",
      "\t I   = 150.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 184.0\n",
      "\t F   = 14.0\n",
      "t = 40.02\n",
      "\t S   = 4804.0\n",
      "\t E   = 5.0\n",
      "\t I   = 101.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 261.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.10\n",
      "\t S   = 4803.0\n",
      "\t E   = 3.0\n",
      "\t I   = 54.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 306.0\n",
      "\t F   = 24.0\n",
      "t = 60.25\n",
      "\t S   = 4803.0\n",
      "\t E   = 1.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 340.0\n",
      "\t F   = 26.0\n",
      "t = 70.21\n",
      "\t S   = 4803.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 352.0\n",
      "\t F   = 26.0\n",
      "t = 0.07\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.08\n",
      "\t S   = 5048.0\n",
      "\t E   = 46.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 35.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4956.0\n",
      "\t E   = 53.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 96.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 4902.0\n",
      "\t E   = 26.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 146.0\n",
      "\t F   = 11.0\n",
      "t = 40.22\n",
      "\t S   = 4900.0\n",
      "\t E   = 4.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 207.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.22\n",
      "\t S   = 4899.0\n",
      "\t E   = 1.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 244.0\n",
      "\t F   = 15.0\n",
      "t = 60.93\n",
      "\t S   = 4899.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 260.0\n",
      "\t F   = 17.0\n",
      "t = 70.73\n",
      "\t S   = 4899.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 267.0\n",
      "\t F   = 19.0\n",
      "t = 0.20\n",
      "\t S   = 5124.0\n",
      "\t E   = 56.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 5064.0\n",
      "\t E   = 41.0\n",
      "\t I   = 58.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 28.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.07\n",
      "\t S   = 4967.0\n",
      "\t E   = 50.0\n",
      "\t I   = 97.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 73.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 4916.0\n",
      "\t E   = 18.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 143.0\n",
      "\t F   = 12.0\n",
      "t = 40.03\n",
      "\t S   = 4914.0\n",
      "\t E   = 3.0\n",
      "\t I   = 60.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 197.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.05\n",
      "\t S   = 4913.0\n",
      "\t E   = 0.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 230.0\n",
      "\t F   = 19.0\n",
      "t = 60.88\n",
      "\t S   = 4913.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 245.0\n",
      "\t F   = 20.0\n",
      "t = 70.65\n",
      "\t S   = 4913.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 250.0\n",
      "\t F   = 22.0\n",
      "t = 0.04\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.07\n",
      "\t S   = 5027.0\n",
      "\t E   = 53.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4903.0\n",
      "\t E   = 65.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 98.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 4843.0\n",
      "\t E   = 25.0\n",
      "\t I   = 130.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 183.0\n",
      "\t F   = 11.0\n",
      "t = 40.51\n",
      "\t S   = 4842.0\n",
      "\t E   = 5.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 247.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.47\n",
      "\t S   = 4841.0\n",
      "\t E   = 2.0\n",
      "\t I   = 43.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 285.0\n",
      "\t F   = 19.0\n",
      "t = 60.08\n",
      "\t S   = 4841.0\n",
      "\t E   = 1.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 302.0\n",
      "\t F   = 20.0\n",
      "t = 80.24\n",
      "\t S   = 4841.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 323.0\n",
      "\t F   = 21.0\n",
      "t = 90.34\n",
      "\t S   = 4841.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 326.0\n",
      "\t F   = 21.0\n",
      "t = 100.43\n",
      "\t S   = 4841.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 328.0\n",
      "\t F   = 22.0\n",
      "t = 0.22\n",
      "\t S   = 5124.0\n",
      "\t E   = 56.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 5054.0\n",
      "\t E   = 39.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4931.0\n",
      "\t E   = 60.0\n",
      "\t I   = 108.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 88.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 4850.0\n",
      "\t E   = 30.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 176.0\n",
      "\t F   = 14.0\n",
      "t = 40.64\n",
      "\t S   = 4848.0\n",
      "\t E   = 3.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 251.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.07\n",
      "\t S   = 4846.0\n",
      "\t E   = 0.0\n",
      "\t I   = 49.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 280.0\n",
      "\t F   = 19.0\n",
      "t = 60.58\n",
      "\t S   = 4846.0\n",
      "\t E   = 0.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 307.0\n",
      "\t F   = 20.0\n",
      "t = 80.86\n",
      "\t S   = 4846.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 324.0\n",
      "\t F   = 21.0\n",
      "t = 0.06\n",
      "\t S   = 5123.0\n",
      "\t E   = 57.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 5064.0\n",
      "\t E   = 34.0\n",
      "\t I   = 56.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 39.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4968.0\n",
      "\t E   = 42.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 86.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 4925.0\n",
      "\t E   = 18.0\n",
      "\t I   = 106.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 136.0\n",
      "\t F   = 8.0\n",
      "t = 40.05\n",
      "\t S   = 4922.0\n",
      "\t E   = 5.0\n",
      "\t I   = 59.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 199.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 60.18\n",
      "\t S   = 4922.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 245.0\n",
      "\t F   = 11.0\n",
      "t = 0.04\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.08\n",
      "\t S   = 5079.0\n",
      "\t E   = 35.0\n",
      "\t I   = 50.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 25.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.09\n",
      "\t S   = 5011.0\n",
      "\t E   = 36.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 60.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 4980.0\n",
      "\t E   = 13.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 120.0\n",
      "\t F   = 12.0\n",
      "t = 40.37\n",
      "\t S   = 4980.0\n",
      "\t E   = 0.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 167.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.33\n",
      "\t S   = 4980.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 181.0\n",
      "\t F   = 12.0\n",
      "t = 60.64\n",
      "\t S   = 4980.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 195.0\n",
      "\t F   = 12.0\n",
      "t = 70.15\n",
      "\t S   = 4980.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 199.0\n",
      "\t F   = 12.0\n",
      "t = 0.18\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 5060.0\n",
      "\t E   = 39.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4931.0\n",
      "\t E   = 59.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 80.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 4884.0\n",
      "\t E   = 16.0\n",
      "\t I   = 113.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 164.0\n",
      "\t F   = 10.0\n",
      "t = 40.77\n",
      "\t S   = 4883.0\n",
      "\t E   = 3.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 224.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.29\n",
      "\t S   = 4883.0\n",
      "\t E   = 1.0\n",
      "\t I   = 36.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 258.0\n",
      "\t F   = 14.0\n",
      "t = 70.51\n",
      "\t S   = 4883.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 289.0\n",
      "\t F   = 15.0\n",
      "t = 0.07\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5053.0\n",
      "\t E   = 45.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 29.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4946.0\n",
      "\t E   = 56.0\n",
      "\t I   = 97.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 89.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 4898.0\n",
      "\t E   = 24.0\n",
      "\t I   = 95.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 169.0\n",
      "\t F   = 8.0\n",
      "t = 40.40\n",
      "\t S   = 4898.0\n",
      "\t E   = 4.0\n",
      "\t I   = 66.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 216.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.66\n",
      "\t S   = 4897.0\n",
      "\t E   = 0.0\n",
      "\t I   = 40.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 245.0\n",
      "\t F   = 12.0\n",
      "t = 70.11\n",
      "\t S   = 4897.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 271.0\n",
      "\t F   = 14.0\n",
      "t = 0.32\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 5047.0\n",
      "\t E   = 53.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 18.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.06\n",
      "\t S   = 4913.0\n",
      "\t E   = 53.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 97.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.14\n",
      "\t S   = 4871.0\n",
      "\t E   = 12.0\n",
      "\t I   = 113.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 182.0\n",
      "\t F   = 13.0\n",
      "t = 40.23\n",
      "\t S   = 4871.0\n",
      "\t E   = 2.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 242.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 4871.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 267.0\n",
      "\t F   = 16.0\n",
      "t = 60.38\n",
      "\t S   = 4871.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 291.0\n",
      "\t F   = 16.0\n",
      "t = 0.07\n",
      "\t S   = 5123.0\n",
      "\t E   = 57.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.06\n",
      "\t S   = 5048.0\n",
      "\t E   = 47.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4927.0\n",
      "\t E   = 51.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 90.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 4876.0\n",
      "\t E   = 31.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 164.0\n",
      "\t F   = 13.0\n",
      "t = 40.04\n",
      "\t S   = 4875.0\n",
      "\t E   = 5.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 221.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.32\n",
      "\t S   = 4875.0\n",
      "\t E   = 1.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 260.0\n",
      "\t F   = 18.0\n",
      "t = 60.09\n",
      "\t S   = 4875.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 283.0\n",
      "\t F   = 19.0\n",
      "t = 110.42\n",
      "\t S   = 4875.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 300.0\n",
      "\t F   = 19.0\n",
      "t = 0.06\n",
      "\t S   = 5124.0\n",
      "\t E   = 56.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 5067.0\n",
      "\t E   = 42.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 23.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 4948.0\n",
      "\t E   = 59.0\n",
      "\t I   = 90.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 94.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 4890.0\n",
      "\t E   = 19.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 171.0\n",
      "\t F   = 6.0\n",
      "t = 40.02\n",
      "\t S   = 4889.0\n",
      "\t E   = 4.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 219.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.16\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 256.0\n",
      "\t F   = 12.0\n",
      "t = 90.05\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 289.0\n",
      "\t F   = 13.0\n",
      "t = 100.01\n",
      "\t S   = 4889.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 291.0\n",
      "\t F   = 14.0\n",
      "t = 0.12\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.11\n",
      "\t S   = 5068.0\n",
      "\t E   = 32.0\n",
      "\t I   = 62.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 4959.0\n",
      "\t E   = 52.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 94.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 4934.0\n",
      "\t E   = 14.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 159.0\n",
      "\t F   = 12.0\n",
      "t = 40.23\n",
      "\t S   = 4933.0\n",
      "\t E   = 1.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 205.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 4933.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 229.0\n",
      "\t F   = 17.0\n",
      "t = 60.45\n",
      "\t S   = 4933.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 236.0\n",
      "\t F   = 17.0\n",
      "t = 80.74\n",
      "\t S   = 4933.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 242.0\n",
      "\t F   = 18.0\n",
      "t = 0.12\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5044.0\n",
      "\t E   = 44.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4920.0\n",
      "\t E   = 53.0\n",
      "\t I   = 124.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 92.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.12\n",
      "\t S   = 4875.0\n",
      "\t E   = 23.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 189.0\n",
      "\t F   = 11.0\n",
      "t = 40.61\n",
      "\t S   = 4875.0\n",
      "\t E   = 2.0\n",
      "\t I   = 58.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 243.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.28\n",
      "\t S   = 4875.0\n",
      "\t E   = 0.0\n",
      "\t I   = 33.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 269.0\n",
      "\t F   = 16.0\n",
      "t = 60.14\n",
      "\t S   = 4875.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 283.0\n",
      "\t F   = 17.0\n",
      "t = 0.00\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.28\n",
      "\t S   = 5057.0\n",
      "\t E   = 45.0\n",
      "\t I   = 57.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4980.0\n",
      "\t E   = 44.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 88.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 4945.0\n",
      "\t E   = 14.0\n",
      "\t I   = 80.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 144.0\n",
      "\t F   = 9.0\n",
      "t = 40.18\n",
      "\t S   = 4944.0\n",
      "\t E   = 1.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 185.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 60.06\n",
      "\t S   = 4943.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 221.0\n",
      "\t F   = 12.0\n",
      "t = 70.45\n",
      "\t S   = 4943.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 233.0\n",
      "\t F   = 12.0\n",
      "t = 80.06\n",
      "\t S   = 4943.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 237.0\n",
      "\t F   = 12.0\n",
      "t = 0.04\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.08\n",
      "\t S   = 5071.0\n",
      "\t E   = 31.0\n",
      "\t I   = 60.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4977.0\n",
      "\t E   = 48.0\n",
      "\t I   = 87.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 76.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4932.0\n",
      "\t E   = 18.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 142.0\n",
      "\t F   = 8.0\n",
      "t = 40.17\n",
      "\t S   = 4932.0\n",
      "\t E   = 2.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 195.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 4931.0\n",
      "\t E   = 1.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 221.0\n",
      "\t F   = 13.0\n",
      "t = 60.01\n",
      "\t S   = 4931.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 239.0\n",
      "\t F   = 13.0\n",
      "t = 70.79\n",
      "\t S   = 4931.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 243.0\n",
      "\t F   = 14.0\n",
      "t = 80.92\n",
      "\t S   = 4931.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 247.0\n",
      "\t F   = 14.0\n",
      "t = 0.04\n",
      "\t S   = 5123.0\n",
      "\t E   = 57.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5036.0\n",
      "\t E   = 53.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 4909.0\n",
      "\t E   = 70.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 91.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 4842.0\n",
      "\t E   = 23.0\n",
      "\t I   = 127.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 185.0\n",
      "\t F   = 16.0\n",
      "t = 40.03\n",
      "\t S   = 4842.0\n",
      "\t E   = 1.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 246.0\n",
      "\t F   = 20.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.35\n",
      "\t S   = 4841.0\n",
      "\t E   = 0.0\n",
      "\t I   = 50.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 278.0\n",
      "\t F   = 24.0\n",
      "t = 60.09\n",
      "\t S   = 4841.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 303.0\n",
      "\t F   = 25.0\n",
      "t = 80.12\n",
      "\t S   = 4841.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 319.0\n",
      "\t F   = 27.0\n",
      "t = 0.03\n",
      "\t S   = 5124.0\n",
      "\t E   = 56.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 5040.0\n",
      "\t E   = 52.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 23.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.09\n",
      "\t S   = 4895.0\n",
      "\t E   = 68.0\n",
      "\t I   = 135.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 86.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4827.0\n",
      "\t E   = 24.0\n",
      "\t I   = 147.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 181.0\n",
      "\t F   = 14.0\n",
      "t = 40.08\n",
      "\t S   = 4824.0\n",
      "\t E   = 4.0\n",
      "\t I   = 84.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 262.0\n",
      "\t F   = 20.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.33\n",
      "\t S   = 4824.0\n",
      "\t E   = 1.0\n",
      "\t I   = 42.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 305.0\n",
      "\t F   = 21.0\n",
      "t = 60.73\n",
      "\t S   = 4824.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 336.0\n",
      "\t F   = 21.0\n",
      "t = 0.16\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.09\n",
      "\t S   = 5060.0\n",
      "\t E   = 31.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 4962.0\n",
      "\t E   = 50.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 87.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 4911.0\n",
      "\t E   = 28.0\n",
      "\t I   = 97.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 152.0\n",
      "\t F   = 6.0\n",
      "t = 40.07\n",
      "\t S   = 4911.0\n",
      "\t E   = 4.0\n",
      "\t I   = 66.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 204.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.10\n",
      "\t S   = 4910.0\n",
      "\t E   = 1.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 242.0\n",
      "\t F   = 8.0\n",
      "t = 60.11\n",
      "\t S   = 4910.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 257.0\n",
      "\t F   = 10.0\n",
      "t = 70.67\n",
      "\t S   = 4910.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 267.0\n",
      "\t F   = 10.0\n",
      "t = 80.89\n",
      "\t S   = 4910.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 271.0\n",
      "\t F   = 10.0\n",
      "t = 0.03\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 5039.0\n",
      "\t E   = 50.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 35.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4921.0\n",
      "\t E   = 69.0\n",
      "\t I   = 109.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 91.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 4853.0\n",
      "\t E   = 29.0\n",
      "\t I   = 133.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 165.0\n",
      "\t F   = 11.0\n",
      "t = 40.02\n",
      "\t S   = 4851.0\n",
      "\t E   = 6.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 253.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.21\n",
      "\t S   = 4850.0\n",
      "\t E   = 1.0\n",
      "\t I   = 40.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 285.0\n",
      "\t F   = 17.0\n",
      "t = 60.14\n",
      "\t S   = 4850.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 311.0\n",
      "\t F   = 19.0\n",
      "t = 110.05\n",
      "\t S   = 4850.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 323.0\n",
      "\t F   = 20.0\n",
      "t = 0.18\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 5052.0\n",
      "\t E   = 48.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 25.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 4920.0\n",
      "\t E   = 54.0\n",
      "\t I   = 125.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 90.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.18\n",
      "\t S   = 4871.0\n",
      "\t E   = 28.0\n",
      "\t I   = 110.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 168.0\n",
      "\t F   = 14.0\n",
      "t = 40.09\n",
      "\t S   = 4868.0\n",
      "\t E   = 8.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 232.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.41\n",
      "\t S   = 4868.0\n",
      "\t E   = 2.0\n",
      "\t I   = 33.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 272.0\n",
      "\t F   = 18.0\n",
      "t = 60.03\n",
      "\t S   = 4868.0\n",
      "\t E   = 2.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 291.0\n",
      "\t F   = 18.0\n",
      "t = 0.05\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5053.0\n",
      "\t E   = 45.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 20.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4919.0\n",
      "\t E   = 64.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 84.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.38\n",
      "\t S   = 4865.0\n",
      "\t E   = 17.0\n",
      "\t I   = 124.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 175.0\n",
      "\t F   = 13.0\n",
      "t = 40.20\n",
      "\t S   = 4862.0\n",
      "\t E   = 2.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 244.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.55\n",
      "\t S   = 4861.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 280.0\n",
      "\t F   = 21.0\n",
      "t = 60.63\n",
      "\t S   = 4861.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 295.0\n",
      "\t F   = 21.0\n",
      "t = 70.86\n",
      "\t S   = 4861.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 304.0\n",
      "\t F   = 22.0\n",
      "t = 0.07\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.06\n",
      "\t S   = 5065.0\n",
      "\t E   = 43.0\n",
      "\t I   = 60.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 24.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 4975.0\n",
      "\t E   = 48.0\n",
      "\t I   = 96.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 69.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 4916.0\n",
      "\t E   = 11.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 140.0\n",
      "\t F   = 8.0\n",
      "t = 40.23\n",
      "\t S   = 4916.0\n",
      "\t E   = 3.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 196.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.19\n",
      "\t S   = 4915.0\n",
      "\t E   = 1.0\n",
      "\t I   = 39.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 222.0\n",
      "\t F   = 15.0\n",
      "t = 60.42\n",
      "\t S   = 4915.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 242.0\n",
      "\t F   = 15.0\n",
      "t = 0.16\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.08\n",
      "\t S   = 5067.0\n",
      "\t E   = 38.0\n",
      "\t I   = 56.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 4963.0\n",
      "\t E   = 47.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 89.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.38\n",
      "\t S   = 4915.0\n",
      "\t E   = 20.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 160.0\n",
      "\t F   = 6.0\n",
      "t = 40.03\n",
      "\t S   = 4914.0\n",
      "\t E   = 4.0\n",
      "\t I   = 57.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 206.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 4914.0\n",
      "\t E   = 0.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 243.0\n",
      "\t F   = 9.0\n",
      "t = 70.44\n",
      "\t S   = 4913.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 264.0\n",
      "\t F   = 12.0\n",
      "t = 0.01\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 5037.0\n",
      "\t E   = 54.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 35.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4915.0\n",
      "\t E   = 62.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 94.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 4833.0\n",
      "\t E   = 30.0\n",
      "\t I   = 148.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 175.0\n",
      "\t F   = 6.0\n",
      "t = 40.07\n",
      "\t S   = 4831.0\n",
      "\t E   = 7.0\n",
      "\t I   = 87.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 260.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.27\n",
      "\t S   = 4830.0\n",
      "\t E   = 0.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 299.0\n",
      "\t F   = 11.0\n",
      "t = 60.31\n",
      "\t S   = 4830.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 329.0\n",
      "\t F   = 12.0\n",
      "t = 70.34\n",
      "\t S   = 4830.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 343.0\n",
      "\t F   = 13.0\n",
      "t = 0.01\n",
      "\t S   = 5124.0\n",
      "\t E   = 55.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 5045.0\n",
      "\t E   = 49.0\n",
      "\t I   = 75.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 25.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 4924.0\n",
      "\t E   = 71.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 89.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 4875.0\n",
      "\t E   = 20.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 171.0\n",
      "\t F   = 7.0\n",
      "t = 40.33\n",
      "\t S   = 4874.0\n",
      "\t E   = 2.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 247.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.32\n",
      "\t S   = 4874.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 273.0\n",
      "\t F   = 9.0\n",
      "t = 60.21\n",
      "\t S   = 4874.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 292.0\n",
      "\t F   = 10.0\n",
      "t = 80.92\n",
      "\t S   = 4874.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 302.0\n",
      "\t F   = 12.0\n"
     ]
    }
   ],
   "source": [
    "# With current testing and social distancing throughout\n",
    "numNodes = S5['total_pop']\n",
    "G_normal, G_relaxed, G_Quarantine = gen_graphs(numNodes, 1)\n",
    "\n",
    "final = []\n",
    "initI = I\n",
    "theta_E = Et[0]\n",
    "theta_I = It[0]\n",
    "mf = 1\n",
    "checkpoints  =  {'t': [15,25,50],\n",
    "                   'theta_E': Et[1:],\n",
    "                   'theta_I': It[1:],\n",
    "                 'G': [G_relaxed,G_Quarantine,G_Quarantine]\n",
    "                      }\n",
    "\n",
    "temp = monte(numNodes,initI=initI,theta_E = theta_E, theta_I = theta_I ,mf=mf, checkpoints=checkpoints, G = G_normal, sim=sim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Dates')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "infected = temp['df_I']\n",
    "detected = temp['df_DI']\n",
    "inf_std = temp['df_Istd']\n",
    "det_std = temp['df_DIstd']\n",
    "plt.plot(infected, label='Infected Population', color='b')\n",
    "plt.plot(infected - 1.96*inf_std/np.sqrt(sim), 'r--', alpha=0.7)\n",
    "plt.plot(infected + 1.96*inf_std/np.sqrt(sim), 'r--', alpha=0.7)\n",
    "plt.plot(detected, label='Detected Cases', color='orange')\n",
    "plt.plot(detected - 1.96*det_std/np.sqrt(sim), 'b--', alpha=0.7)\n",
    "plt.plot(detected + 1.96*det_std/np.sqrt(sim), 'b--', alpha=0.7)\n",
    "plt.plot(list(infected.keys())[:date_length], S5_ts, color='g', label='Detected Cases (Ground Truth)')\n",
    "plt.legend()\n",
    "plt.title('Region 1 - 5000 population')\n",
    "plt.ylabel('Percentage Populatiton')\n",
    "plt.xlabel('Dates')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "coeff = (S10['total_pop']*np.log(S10['total_pop'])*S5['area']*S5['F(S)']**2)/(S5['total_pop']*np.log(S5['total_pop'])*S10['area']*S10['F(S)']**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t = 0.01\n",
      "\t S   = 10318.0\n",
      "\t E   = 64.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10239.0\n",
      "\t E   = 53.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10104.0\n",
      "\t E   = 66.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 87.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 10032.0\n",
      "\t E   = 33.0\n",
      "\t I   = 127.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 188.0\n",
      "\t F   = 16.0\n",
      "t = 40.03\n",
      "\t S   = 10030.0\n",
      "\t E   = 3.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 254.0\n",
      "\t F   = 20.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.23\n",
      "\t S   = 10028.0\n",
      "\t E   = 0.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 309.0\n",
      "\t F   = 25.0\n",
      "t = 60.38\n",
      "\t S   = 10027.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 325.0\n",
      "\t F   = 28.0\n",
      "t = 70.16\n",
      "\t S   = 10027.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 334.0\n",
      "\t F   = 28.0\n",
      "t = 110.65\n",
      "\t S   = 10027.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 343.0\n",
      "\t F   = 28.0\n",
      "t = 0.06\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10211.0\n",
      "\t E   = 62.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 35.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10056.0\n",
      "\t E   = 78.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 115.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 9966.0\n",
      "\t E   = 30.0\n",
      "\t I   = 157.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 225.0\n",
      "\t F   = 19.0\n",
      "t = 40.02\n",
      "\t S   = 9963.0\n",
      "\t E   = 6.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 309.0\n",
      "\t F   = 26.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 9963.0\n",
      "\t E   = 0.0\n",
      "\t I   = 44.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 365.0\n",
      "\t F   = 26.0\n",
      "t = 60.26\n",
      "\t S   = 9963.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 385.0\n",
      "\t F   = 28.0\n",
      "t = 70.77\n",
      "\t S   = 9963.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 394.0\n",
      "\t F   = 29.0\n",
      "t = 80.42\n",
      "\t S   = 9963.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 399.0\n",
      "\t F   = 29.0\n",
      "t = 100.31\n",
      "\t S   = 9963.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 406.0\n",
      "\t F   = 29.0\n",
      "t = 0.00\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10243.0\n",
      "\t E   = 50.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 36.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10104.0\n",
      "\t E   = 73.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 97.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 10029.0\n",
      "\t E   = 24.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 195.0\n",
      "\t F   = 11.0\n",
      "t = 40.19\n",
      "\t S   = 10029.0\n",
      "\t E   = 2.0\n",
      "\t I   = 87.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 266.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.07\n",
      "\t S   = 10029.0\n",
      "\t E   = 0.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 310.0\n",
      "\t F   = 14.0\n",
      "t = 60.24\n",
      "\t S   = 10029.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 332.0\n",
      "\t F   = 16.0\n",
      "t = 70.10\n",
      "\t S   = 10029.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 346.0\n",
      "\t F   = 16.0\n",
      "t = 0.07\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.07\n",
      "\t S   = 10238.0\n",
      "\t E   = 53.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 38.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 10100.0\n",
      "\t E   = 77.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 102.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 10039.0\n",
      "\t E   = 22.0\n",
      "\t I   = 127.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 204.0\n",
      "\t F   = 5.0\n",
      "t = 40.00\n",
      "\t S   = 10037.0\n",
      "\t E   = 4.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 275.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.48\n",
      "\t S   = 10036.0\n",
      "\t E   = 1.0\n",
      "\t I   = 39.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 313.0\n",
      "\t F   = 7.0\n",
      "t = 60.53\n",
      "\t S   = 10036.0\n",
      "\t E   = 0.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 334.0\n",
      "\t F   = 7.0\n",
      "t = 70.55\n",
      "\t S   = 10036.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 343.0\n",
      "\t F   = 7.0\n",
      "t = 90.54\n",
      "\t S   = 10036.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 351.0\n",
      "\t F   = 7.0\n",
      "t = 0.06\n",
      "\t S   = 10318.0\n",
      "\t E   = 64.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10228.0\n",
      "\t E   = 48.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 36.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10045.0\n",
      "\t E   = 84.0\n",
      "\t I   = 161.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 99.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 9961.0\n",
      "\t E   = 36.0\n",
      "\t I   = 169.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 218.0\n",
      "\t F   = 14.0\n",
      "t = 40.17\n",
      "\t S   = 9957.0\n",
      "\t E   = 8.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 306.0\n",
      "\t F   = 22.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.12\n",
      "\t S   = 9956.0\n",
      "\t E   = 1.0\n",
      "\t I   = 60.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 355.0\n",
      "\t F   = 24.0\n",
      "t = 60.17\n",
      "\t S   = 9956.0\n",
      "\t E   = 0.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 389.0\n",
      "\t F   = 25.0\n",
      "t = 0.03\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10216.0\n",
      "\t E   = 55.0\n",
      "\t I   = 93.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10080.0\n",
      "\t E   = 66.0\n",
      "\t I   = 133.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 109.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 10005.0\n",
      "\t E   = 31.0\n",
      "\t I   = 129.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 215.0\n",
      "\t F   = 17.0\n",
      "t = 40.19\n",
      "\t S   = 10003.0\n",
      "\t E   = 10.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 281.0\n",
      "\t F   = 22.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 60.04\n",
      "\t S   = 9999.0\n",
      "\t E   = 2.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 348.0\n",
      "\t F   = 30.0\n",
      "t = 70.84\n",
      "\t S   = 9999.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 361.0\n",
      "\t F   = 31.0\n",
      "t = 80.28\n",
      "\t S   = 9999.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 365.0\n",
      "\t F   = 31.0\n",
      "t = 0.02\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10235.0\n",
      "\t E   = 48.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 36.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10079.0\n",
      "\t E   = 78.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 95.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.31\n",
      "\t S   = 9995.0\n",
      "\t E   = 34.0\n",
      "\t I   = 141.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 211.0\n",
      "\t F   = 15.0\n",
      "t = 40.09\n",
      "\t S   = 9991.0\n",
      "\t E   = 4.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 295.0\n",
      "\t F   = 20.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.39\n",
      "\t S   = 9989.0\n",
      "\t E   = 0.0\n",
      "\t I   = 41.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 341.0\n",
      "\t F   = 26.0\n",
      "t = 60.46\n",
      "\t S   = 9989.0\n",
      "\t E   = 0.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 364.0\n",
      "\t F   = 27.0\n",
      "t = 70.48\n",
      "\t S   = 9989.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 375.0\n",
      "\t F   = 28.0\n",
      "t = 0.02\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10229.0\n",
      "\t E   = 62.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 10066.0\n",
      "\t E   = 78.0\n",
      "\t I   = 152.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 97.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 9970.0\n",
      "\t E   = 35.0\n",
      "\t I   = 167.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 214.0\n",
      "\t F   = 10.0\n",
      "t = 40.01\n",
      "\t S   = 9967.0\n",
      "\t E   = 4.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 312.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.00\n",
      "\t S   = 9967.0\n",
      "\t E   = 0.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 345.0\n",
      "\t F   = 16.0\n",
      "t = 60.47\n",
      "\t S   = 9967.0\n",
      "\t E   = 0.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 376.0\n",
      "\t F   = 18.0\n",
      "t = 70.02\n",
      "\t S   = 9967.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 392.0\n",
      "\t F   = 19.0\n",
      "t = 80.59\n",
      "\t S   = 9967.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 406.0\n",
      "\t F   = 20.0\n",
      "t = 0.13\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10230.0\n",
      "\t E   = 55.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 40.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10098.0\n",
      "\t E   = 72.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 102.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.09\n",
      "\t S   = 10002.0\n",
      "\t E   = 40.0\n",
      "\t I   = 145.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 201.0\n",
      "\t F   = 10.0\n",
      "t = 40.38\n",
      "\t S   = 9999.0\n",
      "\t E   = 10.0\n",
      "\t I   = 89.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 284.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.35\n",
      "\t S   = 9997.0\n",
      "\t E   = 2.0\n",
      "\t I   = 50.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 327.0\n",
      "\t F   = 20.0\n",
      "t = 60.35\n",
      "\t S   = 9997.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 352.0\n",
      "\t F   = 22.0\n",
      "t = 70.38\n",
      "\t S   = 9997.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 367.0\n",
      "\t F   = 22.0\n",
      "t = 80.14\n",
      "\t S   = 9997.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 372.0\n",
      "\t F   = 22.0\n",
      "t = 0.02\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10226.0\n",
      "\t E   = 49.0\n",
      "\t I   = 93.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10089.0\n",
      "\t E   = 72.0\n",
      "\t I   = 126.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 109.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.15\n",
      "\t S   = 10002.0\n",
      "\t E   = 41.0\n",
      "\t I   = 142.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 207.0\n",
      "\t F   = 4.0\n",
      "t = 40.18\n",
      "\t S   = 10001.0\n",
      "\t E   = 10.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 296.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.19\n",
      "\t S   = 9998.0\n",
      "\t E   = 3.0\n",
      "\t I   = 39.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 339.0\n",
      "\t F   = 17.0\n",
      "t = 60.29\n",
      "\t S   = 9997.0\n",
      "\t E   = 1.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 360.0\n",
      "\t F   = 18.0\n",
      "t = 70.85\n",
      "\t S   = 9997.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 371.0\n",
      "\t F   = 18.0\n",
      "t = 90.97\n",
      "\t S   = 9997.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 379.0\n",
      "\t F   = 18.0\n",
      "t = 110.62\n",
      "\t S   = 9997.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 381.0\n",
      "\t F   = 19.0\n",
      "t = 0.02\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10209.0\n",
      "\t E   = 68.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 32.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10041.0\n",
      "\t E   = 91.0\n",
      "\t I   = 143.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 116.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.09\n",
      "\t S   = 9947.0\n",
      "\t E   = 44.0\n",
      "\t I   = 175.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 216.0\n",
      "\t F   = 11.0\n",
      "t = 40.11\n",
      "\t S   = 9945.0\n",
      "\t E   = 9.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 302.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.11\n",
      "\t S   = 9945.0\n",
      "\t E   = 2.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 374.0\n",
      "\t F   = 20.0\n",
      "t = 60.86\n",
      "\t S   = 9945.0\n",
      "\t E   = 1.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 402.0\n",
      "\t F   = 22.0\n",
      "t = 70.73\n",
      "\t S   = 9945.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 414.0\n",
      "\t F   = 24.0\n",
      "t = 90.83\n",
      "\t S   = 9945.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 425.0\n",
      "\t F   = 24.0\n",
      "t = 0.06\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10254.0\n",
      "\t E   = 40.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 28.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10120.0\n",
      "\t E   = 74.0\n",
      "\t I   = 108.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 91.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.08\n",
      "\t S   = 10045.0\n",
      "\t E   = 26.0\n",
      "\t I   = 136.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 177.0\n",
      "\t F   = 11.0\n",
      "t = 40.08\n",
      "\t S   = 10042.0\n",
      "\t E   = 7.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 248.0\n",
      "\t F   = 20.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 60.71\n",
      "\t S   = 10042.0\n",
      "\t E   = 0.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 306.0\n",
      "\t F   = 22.0\n",
      "t = 70.58\n",
      "\t S   = 10042.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 327.0\n",
      "\t F   = 22.0\n",
      "t = 0.06\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10246.0\n",
      "\t E   = 45.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 36.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10125.0\n",
      "\t E   = 75.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 94.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.08\n",
      "\t S   = 10070.0\n",
      "\t E   = 27.0\n",
      "\t I   = 124.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 167.0\n",
      "\t F   = 9.0\n",
      "t = 40.08\n",
      "\t S   = 10065.0\n",
      "\t E   = 2.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 226.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.21\n",
      "\t S   = 10064.0\n",
      "\t E   = 1.0\n",
      "\t I   = 53.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 264.0\n",
      "\t F   = 14.0\n",
      "t = 60.44\n",
      "\t S   = 10064.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 291.0\n",
      "\t F   = 16.0\n",
      "t = 80.18\n",
      "\t S   = 10064.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 312.0\n",
      "\t F   = 16.0\n",
      "t = 0.01\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.06\n",
      "\t S   = 10231.0\n",
      "\t E   = 52.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 41.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.12\n",
      "\t S   = 10098.0\n",
      "\t E   = 61.0\n",
      "\t I   = 138.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 98.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 10010.0\n",
      "\t E   = 28.0\n",
      "\t I   = 153.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 199.0\n",
      "\t F   = 6.0\n",
      "t = 40.06\n",
      "\t S   = 10008.0\n",
      "\t E   = 1.0\n",
      "\t I   = 91.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 284.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.27\n",
      "\t S   = 10008.0\n",
      "\t E   = 0.0\n",
      "\t I   = 43.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 332.0\n",
      "\t F   = 13.0\n",
      "t = 60.19\n",
      "\t S   = 10008.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 353.0\n",
      "\t F   = 15.0\n",
      "t = 70.29\n",
      "\t S   = 10008.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 363.0\n",
      "\t F   = 15.0\n",
      "t = 80.80\n",
      "\t S   = 10008.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 368.0\n",
      "\t F   = 15.0\n",
      "t = 100.17\n",
      "\t S   = 10008.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 373.0\n",
      "\t F   = 15.0\n",
      "t = 0.23\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.08\n",
      "\t S   = 10228.0\n",
      "\t E   = 58.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10080.0\n",
      "\t E   = 73.0\n",
      "\t I   = 130.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 110.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 10004.0\n",
      "\t E   = 36.0\n",
      "\t I   = 142.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 202.0\n",
      "\t F   = 12.0\n",
      "t = 40.07\n",
      "\t S   = 10001.0\n",
      "\t E   = 4.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 289.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 10001.0\n",
      "\t E   = 1.0\n",
      "\t I   = 48.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 331.0\n",
      "\t F   = 16.0\n",
      "t = 60.62\n",
      "\t S   = 10001.0\n",
      "\t E   = 0.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 355.0\n",
      "\t F   = 17.0\n",
      "t = 70.54\n",
      "\t S   = 10001.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 369.0\n",
      "\t F   = 17.0\n",
      "t = 0.17\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10243.0\n",
      "\t E   = 49.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 41.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10128.0\n",
      "\t E   = 66.0\n",
      "\t I   = 97.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 100.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 10062.0\n",
      "\t E   = 25.0\n",
      "\t I   = 109.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 192.0\n",
      "\t F   = 8.0\n",
      "t = 40.09\n",
      "\t S   = 10058.0\n",
      "\t E   = 2.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 257.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.50\n",
      "\t S   = 10058.0\n",
      "\t E   = 0.0\n",
      "\t I   = 33.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 295.0\n",
      "\t F   = 11.0\n",
      "t = 60.14\n",
      "\t S   = 10058.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 312.0\n",
      "\t F   = 12.0\n",
      "t = 90.71\n",
      "\t S   = 10058.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 327.0\n",
      "\t F   = 13.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10220.0\n",
      "\t E   = 55.0\n",
      "\t I   = 84.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 38.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10071.0\n",
      "\t E   = 76.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 116.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 10003.0\n",
      "\t E   = 34.0\n",
      "\t I   = 132.0\n",
      "\t D_E = 2.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 216.0\n",
      "\t F   = 9.0\n",
      "t = 40.73\n",
      "\t S   = 10001.0\n",
      "\t E   = 5.0\n",
      "\t I   = 84.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 289.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.23\n",
      "\t S   = 10001.0\n",
      "\t E   = 1.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 325.0\n",
      "\t F   = 14.0\n",
      "t = 60.53\n",
      "\t S   = 10001.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 354.0\n",
      "\t F   = 15.0\n",
      "t = 70.39\n",
      "\t S   = 10001.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 365.0\n",
      "\t F   = 15.0\n",
      "t = 80.55\n",
      "\t S   = 10001.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 371.0\n",
      "\t F   = 15.0\n",
      "t = 0.12\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10228.0\n",
      "\t E   = 51.0\n",
      "\t I   = 89.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10064.0\n",
      "\t E   = 82.0\n",
      "\t I   = 143.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 103.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 10001.0\n",
      "\t E   = 23.0\n",
      "\t I   = 138.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 223.0\n",
      "\t F   = 9.0\n",
      "t = 40.10\n",
      "\t S   = 9997.0\n",
      "\t E   = 3.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 316.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 9996.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 355.0\n",
      "\t F   = 14.0\n",
      "t = 60.12\n",
      "\t S   = 9996.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 374.0\n",
      "\t F   = 14.0\n",
      "t = 80.51\n",
      "\t S   = 9996.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 383.0\n",
      "\t F   = 14.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10247.0\n",
      "\t E   = 47.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 41.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 10135.0\n",
      "\t E   = 50.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 91.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 10062.0\n",
      "\t E   = 26.0\n",
      "\t I   = 130.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 169.0\n",
      "\t F   = 10.0\n",
      "t = 40.15\n",
      "\t S   = 10060.0\n",
      "\t E   = 4.0\n",
      "\t I   = 71.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 243.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.05\n",
      "\t S   = 10060.0\n",
      "\t E   = 2.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 287.0\n",
      "\t F   = 18.0\n",
      "t = 60.27\n",
      "\t S   = 10060.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 301.0\n",
      "\t F   = 18.0\n",
      "t = 0.15\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10232.0\n",
      "\t E   = 59.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10084.0\n",
      "\t E   = 73.0\n",
      "\t I   = 135.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 100.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 10000.0\n",
      "\t E   = 28.0\n",
      "\t I   = 164.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 192.0\n",
      "\t F   = 12.0\n",
      "t = 40.01\n",
      "\t S   = 9998.0\n",
      "\t E   = 5.0\n",
      "\t I   = 91.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 283.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.40\n",
      "\t S   = 9996.0\n",
      "\t E   = 2.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 330.0\n",
      "\t F   = 18.0\n",
      "t = 60.10\n",
      "\t S   = 9996.0\n",
      "\t E   = 0.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 357.0\n",
      "\t F   = 20.0\n",
      "t = 70.02\n",
      "\t S   = 9996.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 368.0\n",
      "\t F   = 20.0\n",
      "t = 80.50\n",
      "\t S   = 9996.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 378.0\n",
      "\t F   = 20.0\n",
      "t = 0.00\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10222.0\n",
      "\t E   = 50.0\n",
      "\t I   = 84.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 39.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 10110.0\n",
      "\t E   = 66.0\n",
      "\t I   = 96.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 122.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 10048.0\n",
      "\t E   = 26.0\n",
      "\t I   = 112.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 202.0\n",
      "\t F   = 10.0\n",
      "t = 40.26\n",
      "\t S   = 10047.0\n",
      "\t E   = 4.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 260.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.62\n",
      "\t S   = 10047.0\n",
      "\t E   = 0.0\n",
      "\t I   = 40.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 298.0\n",
      "\t F   = 13.0\n",
      "t = 60.06\n",
      "\t S   = 10047.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 322.0\n",
      "\t F   = 14.0\n",
      "t = 70.08\n",
      "\t S   = 10047.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 330.0\n",
      "\t F   = 14.0\n",
      "t = 80.89\n",
      "\t S   = 10047.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 334.0\n",
      "\t F   = 16.0\n",
      "t = 0.08\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10243.0\n",
      "\t E   = 50.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 39.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 10102.0\n",
      "\t E   = 67.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 104.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 10046.0\n",
      "\t E   = 26.0\n",
      "\t I   = 115.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 203.0\n",
      "\t F   = 6.0\n",
      "t = 40.18\n",
      "\t S   = 10044.0\n",
      "\t E   = 5.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 269.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.19\n",
      "\t S   = 10043.0\n",
      "\t E   = 2.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 306.0\n",
      "\t F   = 9.0\n",
      "t = 60.30\n",
      "\t S   = 10042.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 328.0\n",
      "\t F   = 10.0\n",
      "t = 70.26\n",
      "\t S   = 10042.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 337.0\n",
      "\t F   = 11.0\n",
      "t = 0.02\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10218.0\n",
      "\t E   = 59.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 37.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10072.0\n",
      "\t E   = 66.0\n",
      "\t I   = 132.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 122.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 9992.0\n",
      "\t E   = 33.0\n",
      "\t I   = 147.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 213.0\n",
      "\t F   = 11.0\n",
      "t = 40.16\n",
      "\t S   = 9988.0\n",
      "\t E   = 5.0\n",
      "\t I   = 97.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 294.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.26\n",
      "\t S   = 9986.0\n",
      "\t E   = 1.0\n",
      "\t I   = 50.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 342.0\n",
      "\t F   = 16.0\n",
      "t = 60.20\n",
      "\t S   = 9986.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 372.0\n",
      "\t F   = 18.0\n",
      "t = 70.55\n",
      "\t S   = 9986.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 383.0\n",
      "\t F   = 18.0\n",
      "t = 80.72\n",
      "\t S   = 9986.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 390.0\n",
      "\t F   = 18.0\n",
      "t = 0.11\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10246.0\n",
      "\t E   = 45.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 10119.0\n",
      "\t E   = 69.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 98.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 10047.0\n",
      "\t E   = 29.0\n",
      "\t I   = 127.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 185.0\n",
      "\t F   = 8.0\n",
      "t = 40.02\n",
      "\t S   = 10044.0\n",
      "\t E   = 4.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 247.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.06\n",
      "\t S   = 10044.0\n",
      "\t E   = 0.0\n",
      "\t I   = 54.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 284.0\n",
      "\t F   = 16.0\n",
      "t = 60.26\n",
      "\t S   = 10044.0\n",
      "\t E   = 0.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 307.0\n",
      "\t F   = 18.0\n",
      "t = 70.43\n",
      "\t S   = 10044.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 321.0\n",
      "\t F   = 18.0\n",
      "t = 80.23\n",
      "\t S   = 10044.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 329.0\n",
      "\t F   = 18.0\n",
      "t = 0.00\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10217.0\n",
      "\t E   = 59.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 37.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 10063.0\n",
      "\t E   = 73.0\n",
      "\t I   = 154.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 98.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 9965.0\n",
      "\t E   = 36.0\n",
      "\t I   = 159.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 215.0\n",
      "\t F   = 22.0\n",
      "t = 40.15\n",
      "\t S   = 9961.0\n",
      "\t E   = 10.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 308.0\n",
      "\t F   = 25.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 9961.0\n",
      "\t E   = 0.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 352.0\n",
      "\t F   = 28.0\n",
      "t = 60.61\n",
      "\t S   = 9961.0\n",
      "\t E   = 0.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 379.0\n",
      "\t F   = 28.0\n",
      "t = 0.06\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10230.0\n",
      "\t E   = 55.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10073.0\n",
      "\t E   = 83.0\n",
      "\t I   = 127.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 106.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 10002.0\n",
      "\t E   = 38.0\n",
      "\t I   = 144.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 197.0\n",
      "\t F   = 14.0\n",
      "t = 40.03\n",
      "\t S   = 10001.0\n",
      "\t E   = 3.0\n",
      "\t I   = 100.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 270.0\n",
      "\t F   = 20.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 60.07\n",
      "\t S   = 10000.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 347.0\n",
      "\t F   = 27.0\n",
      "t = 100.19\n",
      "\t S   = 10000.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 368.0\n",
      "\t F   = 28.0\n",
      "t = 0.02\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10235.0\n",
      "\t E   = 54.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 35.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10079.0\n",
      "\t E   = 78.0\n",
      "\t I   = 128.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 107.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 10008.0\n",
      "\t E   = 28.0\n",
      "\t I   = 149.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 197.0\n",
      "\t F   = 16.0\n",
      "t = 40.03\n",
      "\t S   = 10002.0\n",
      "\t E   = 5.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 283.0\n",
      "\t F   = 23.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.06\n",
      "\t S   = 10001.0\n",
      "\t E   = 2.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 325.0\n",
      "\t F   = 24.0\n",
      "t = 60.10\n",
      "\t S   = 10000.0\n",
      "\t E   = 0.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 2.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 349.0\n",
      "\t F   = 26.0\n",
      "t = 70.10\n",
      "\t S   = 10000.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 367.0\n",
      "\t F   = 26.0\n",
      "t = 0.09\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10240.0\n",
      "\t E   = 53.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10112.0\n",
      "\t E   = 61.0\n",
      "\t I   = 116.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 105.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 10039.0\n",
      "\t E   = 29.0\n",
      "\t I   = 141.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 183.0\n",
      "\t F   = 5.0\n",
      "t = 40.05\n",
      "\t S   = 10033.0\n",
      "\t E   = 8.0\n",
      "\t I   = 86.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 255.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.20\n",
      "\t S   = 10032.0\n",
      "\t E   = 0.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 298.0\n",
      "\t F   = 12.0\n",
      "t = 60.36\n",
      "\t S   = 10032.0\n",
      "\t E   = 0.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 323.0\n",
      "\t F   = 13.0\n",
      "t = 70.13\n",
      "\t S   = 10032.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 336.0\n",
      "\t F   = 13.0\n",
      "t = 90.60\n",
      "\t S   = 10032.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 351.0\n",
      "\t F   = 13.0\n",
      "t = 110.01\n",
      "\t S   = 10032.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 352.0\n",
      "\t F   = 14.0\n",
      "t = 0.01\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10219.0\n",
      "\t E   = 56.0\n",
      "\t I   = 87.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 10070.0\n",
      "\t E   = 72.0\n",
      "\t I   = 122.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 129.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 10009.0\n",
      "\t E   = 29.0\n",
      "\t I   = 130.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 220.0\n",
      "\t F   = 10.0\n",
      "t = 40.37\n",
      "\t S   = 10006.0\n",
      "\t E   = 7.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 293.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.14\n",
      "\t S   = 10003.0\n",
      "\t E   = 2.0\n",
      "\t I   = 46.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 332.0\n",
      "\t F   = 14.0\n",
      "t = 60.71\n",
      "\t S   = 10003.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 356.0\n",
      "\t F   = 15.0\n",
      "t = 70.34\n",
      "\t S   = 10003.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 371.0\n",
      "\t F   = 16.0\n",
      "t = 0.03\n",
      "\t S   = 10318.0\n",
      "\t E   = 64.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10224.0\n",
      "\t E   = 57.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 33.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 10051.0\n",
      "\t E   = 73.0\n",
      "\t I   = 165.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 98.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.08\n",
      "\t S   = 9943.0\n",
      "\t E   = 43.0\n",
      "\t I   = 178.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 218.0\n",
      "\t F   = 15.0\n",
      "t = 40.07\n",
      "\t S   = 9939.0\n",
      "\t E   = 10.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 303.0\n",
      "\t F   = 27.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.05\n",
      "\t S   = 9939.0\n",
      "\t E   = 1.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 357.0\n",
      "\t F   = 30.0\n",
      "t = 60.72\n",
      "\t S   = 9939.0\n",
      "\t E   = 1.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 391.0\n",
      "\t F   = 32.0\n",
      "t = 70.26\n",
      "\t S   = 9939.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 409.0\n",
      "\t F   = 34.0\n",
      "t = 0.02\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10200.0\n",
      "\t E   = 64.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 32.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.08\n",
      "\t S   = 10038.0\n",
      "\t E   = 83.0\n",
      "\t I   = 160.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 110.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 9951.0\n",
      "\t E   = 41.0\n",
      "\t I   = 153.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 235.0\n",
      "\t F   = 16.0\n",
      "t = 40.12\n",
      "\t S   = 9943.0\n",
      "\t E   = 11.0\n",
      "\t I   = 103.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 320.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.16\n",
      "\t S   = 9941.0\n",
      "\t E   = 4.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 368.0\n",
      "\t F   = 21.0\n",
      "t = 60.15\n",
      "\t S   = 9941.0\n",
      "\t E   = 2.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 398.0\n",
      "\t F   = 21.0\n",
      "t = 70.05\n",
      "\t S   = 9941.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 421.0\n",
      "\t F   = 21.0\n",
      "t = 80.06\n",
      "\t S   = 9941.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 428.0\n",
      "\t F   = 21.0\n",
      "t = 0.03\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10219.0\n",
      "\t E   = 56.0\n",
      "\t I   = 87.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 36.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10093.0\n",
      "\t E   = 61.0\n",
      "\t I   = 130.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 110.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.39\n",
      "\t S   = 10034.0\n",
      "\t E   = 28.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 205.0\n",
      "\t F   = 10.0\n",
      "t = 40.12\n",
      "\t S   = 10034.0\n",
      "\t E   = 6.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 265.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.13\n",
      "\t S   = 10034.0\n",
      "\t E   = 0.0\n",
      "\t I   = 49.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 300.0\n",
      "\t F   = 14.0\n",
      "t = 60.35\n",
      "\t S   = 10034.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 327.0\n",
      "\t F   = 16.0\n",
      "t = 70.59\n",
      "\t S   = 10034.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 333.0\n",
      "\t F   = 17.0\n",
      "t = 0.04\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10214.0\n",
      "\t E   = 60.0\n",
      "\t I   = 89.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10055.0\n",
      "\t E   = 89.0\n",
      "\t I   = 145.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 99.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.10\n",
      "\t S   = 9985.0\n",
      "\t E   = 27.0\n",
      "\t I   = 153.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 215.0\n",
      "\t F   = 16.0\n",
      "t = 40.06\n",
      "\t S   = 9983.0\n",
      "\t E   = 6.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 301.0\n",
      "\t F   = 21.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.05\n",
      "\t S   = 9983.0\n",
      "\t E   = 1.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 339.0\n",
      "\t F   = 21.0\n",
      "t = 60.21\n",
      "\t S   = 9983.0\n",
      "\t E   = 0.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 366.0\n",
      "\t F   = 23.0\n",
      "t = 70.13\n",
      "\t S   = 9983.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 380.0\n",
      "\t F   = 23.0\n",
      "t = 0.18\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.14\n",
      "\t S   = 10213.0\n",
      "\t E   = 62.0\n",
      "\t I   = 93.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10053.0\n",
      "\t E   = 74.0\n",
      "\t I   = 160.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 106.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 9970.0\n",
      "\t E   = 26.0\n",
      "\t I   = 157.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 234.0\n",
      "\t F   = 9.0\n",
      "t = 40.14\n",
      "\t S   = 9967.0\n",
      "\t E   = 6.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 326.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.16\n",
      "\t S   = 9967.0\n",
      "\t E   = 3.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 364.0\n",
      "\t F   = 16.0\n",
      "t = 70.51\n",
      "\t S   = 9967.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 397.0\n",
      "\t F   = 16.0\n",
      "t = 90.13\n",
      "\t S   = 9967.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 409.0\n",
      "\t F   = 17.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10236.0\n",
      "\t E   = 48.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 39.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10111.0\n",
      "\t E   = 67.0\n",
      "\t I   = 103.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 112.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 10056.0\n",
      "\t E   = 22.0\n",
      "\t I   = 129.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 178.0\n",
      "\t F   = 13.0\n",
      "t = 40.03\n",
      "\t S   = 10051.0\n",
      "\t E   = 3.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 243.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.22\n",
      "\t S   = 10050.0\n",
      "\t E   = 1.0\n",
      "\t I   = 42.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 284.0\n",
      "\t F   = 20.0\n",
      "t = 0.00\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10240.0\n",
      "\t E   = 45.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 39.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.12\n",
      "\t S   = 10111.0\n",
      "\t E   = 63.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 101.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 10045.0\n",
      "\t E   = 23.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 193.0\n",
      "\t F   = 14.0\n",
      "t = 40.10\n",
      "\t S   = 10043.0\n",
      "\t E   = 5.0\n",
      "\t I   = 66.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 265.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.47\n",
      "\t S   = 10043.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 295.0\n",
      "\t F   = 20.0\n",
      "t = 60.55\n",
      "\t S   = 10043.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 313.0\n",
      "\t F   = 20.0\n",
      "t = 70.33\n",
      "\t S   = 10043.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 322.0\n",
      "\t F   = 21.0\n",
      "t = 0.00\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10228.0\n",
      "\t E   = 57.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 38.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 10108.0\n",
      "\t E   = 62.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 104.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 10034.0\n",
      "\t E   = 27.0\n",
      "\t I   = 133.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 193.0\n",
      "\t F   = 11.0\n",
      "t = 40.01\n",
      "\t S   = 10029.0\n",
      "\t E   = 3.0\n",
      "\t I   = 80.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 266.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.35\n",
      "\t S   = 10028.0\n",
      "\t E   = 0.0\n",
      "\t I   = 37.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 310.0\n",
      "\t F   = 20.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10247.0\n",
      "\t E   = 37.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 37.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 10123.0\n",
      "\t E   = 66.0\n",
      "\t I   = 100.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 102.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 10061.0\n",
      "\t E   = 26.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 194.0\n",
      "\t F   = 8.0\n",
      "t = 40.13\n",
      "\t S   = 10059.0\n",
      "\t E   = 2.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 250.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.05\n",
      "\t S   = 10057.0\n",
      "\t E   = 2.0\n",
      "\t I   = 36.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 292.0\n",
      "\t F   = 10.0\n",
      "t = 60.56\n",
      "\t S   = 10057.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 310.0\n",
      "\t F   = 12.0\n",
      "t = 70.05\n",
      "\t S   = 10057.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 321.0\n",
      "\t F   = 13.0\n",
      "t = 0.13\n",
      "\t S   = 10318.0\n",
      "\t E   = 64.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10240.0\n",
      "\t E   = 47.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 36.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10095.0\n",
      "\t E   = 58.0\n",
      "\t I   = 136.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 101.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.09\n",
      "\t S   = 10021.0\n",
      "\t E   = 25.0\n",
      "\t I   = 138.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 196.0\n",
      "\t F   = 16.0\n",
      "t = 40.18\n",
      "\t S   = 10019.0\n",
      "\t E   = 7.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 267.0\n",
      "\t F   = 22.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.34\n",
      "\t S   = 10018.0\n",
      "\t E   = 1.0\n",
      "\t I   = 54.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 300.0\n",
      "\t F   = 23.0\n",
      "t = 60.10\n",
      "\t S   = 10017.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 324.0\n",
      "\t F   = 24.0\n",
      "t = 80.41\n",
      "\t S   = 10017.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 350.0\n",
      "\t F   = 25.0\n",
      "t = 0.23\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10253.0\n",
      "\t E   = 42.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10132.0\n",
      "\t E   = 58.0\n",
      "\t I   = 109.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 89.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 10057.0\n",
      "\t E   = 30.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 175.0\n",
      "\t F   = 18.0\n",
      "t = 40.07\n",
      "\t S   = 10056.0\n",
      "\t E   = 2.0\n",
      "\t I   = 71.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 242.0\n",
      "\t F   = 25.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.10\n",
      "\t S   = 10055.0\n",
      "\t E   = 1.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 271.0\n",
      "\t F   = 26.0\n",
      "t = 60.87\n",
      "\t S   = 10055.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 291.0\n",
      "\t F   = 30.0\n",
      "t = 0.03\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10238.0\n",
      "\t E   = 40.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 42.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10111.0\n",
      "\t E   = 61.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 100.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 10045.0\n",
      "\t E   = 33.0\n",
      "\t I   = 128.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 180.0\n",
      "\t F   = 12.0\n",
      "t = 40.01\n",
      "\t S   = 10042.0\n",
      "\t E   = 4.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 253.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.30\n",
      "\t S   = 10042.0\n",
      "\t E   = 0.0\n",
      "\t I   = 42.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 294.0\n",
      "\t F   = 18.0\n",
      "t = 60.24\n",
      "\t S   = 10042.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 312.0\n",
      "\t F   = 20.0\n",
      "t = 70.52\n",
      "\t S   = 10042.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 324.0\n",
      "\t F   = 20.0\n",
      "t = 0.16\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10247.0\n",
      "\t E   = 44.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 37.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10137.0\n",
      "\t E   = 61.0\n",
      "\t I   = 100.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 97.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 10071.0\n",
      "\t E   = 23.0\n",
      "\t I   = 125.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 168.0\n",
      "\t F   = 9.0\n",
      "t = 40.10\n",
      "\t S   = 10071.0\n",
      "\t E   = 2.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 239.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 10071.0\n",
      "\t E   = 0.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 273.0\n",
      "\t F   = 14.0\n",
      "t = 60.06\n",
      "\t S   = 10071.0\n",
      "\t E   = 0.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 291.0\n",
      "\t F   = 15.0\n",
      "t = 70.27\n",
      "\t S   = 10071.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 304.0\n",
      "\t F   = 15.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 64.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10220.0\n",
      "\t E   = 66.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 27.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 10025.0\n",
      "\t E   = 105.0\n",
      "\t I   = 162.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 98.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 9914.0\n",
      "\t E   = 41.0\n",
      "\t I   = 206.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 215.0\n",
      "\t F   = 19.0\n",
      "t = 40.15\n",
      "\t S   = 9911.0\n",
      "\t E   = 7.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 331.0\n",
      "\t F   = 24.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.28\n",
      "\t S   = 9910.0\n",
      "\t E   = 0.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 391.0\n",
      "\t F   = 29.0\n",
      "t = 60.07\n",
      "\t S   = 9910.0\n",
      "\t E   = 0.0\n",
      "\t I   = 33.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 424.0\n",
      "\t F   = 29.0\n",
      "t = 80.51\n",
      "\t S   = 9910.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 447.0\n",
      "\t F   = 33.0\n",
      "t = 0.16\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10233.0\n",
      "\t E   = 53.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10082.0\n",
      "\t E   = 70.0\n",
      "\t I   = 130.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 111.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 9995.0\n",
      "\t E   = 37.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 216.0\n",
      "\t F   = 8.0\n",
      "t = 40.04\n",
      "\t S   = 9991.0\n",
      "\t E   = 8.0\n",
      "\t I   = 93.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 287.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.38\n",
      "\t S   = 9991.0\n",
      "\t E   = 1.0\n",
      "\t I   = 47.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 337.0\n",
      "\t F   = 20.0\n",
      "t = 60.41\n",
      "\t S   = 9991.0\n",
      "\t E   = 0.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 366.0\n",
      "\t F   = 20.0\n",
      "t = 80.33\n",
      "\t S   = 9991.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 381.0\n",
      "\t F   = 21.0\n",
      "t = 0.04\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10232.0\n",
      "\t E   = 51.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.08\n",
      "\t S   = 10044.0\n",
      "\t E   = 102.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 108.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 9960.0\n",
      "\t E   = 28.0\n",
      "\t I   = 191.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 206.0\n",
      "\t F   = 9.0\n",
      "t = 40.30\n",
      "\t S   = 9957.0\n",
      "\t E   = 1.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 315.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.28\n",
      "\t S   = 9957.0\n",
      "\t E   = 0.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 369.0\n",
      "\t F   = 17.0\n",
      "t = 60.31\n",
      "\t S   = 9957.0\n",
      "\t E   = 0.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 394.0\n",
      "\t F   = 18.0\n",
      "t = 0.06\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10206.0\n",
      "\t E   = 57.0\n",
      "\t I   = 102.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10014.0\n",
      "\t E   = 102.0\n",
      "\t I   = 175.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 101.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 9909.0\n",
      "\t E   = 35.0\n",
      "\t I   = 190.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 249.0\n",
      "\t F   = 14.0\n",
      "t = 40.07\n",
      "\t S   = 9904.0\n",
      "\t E   = 6.0\n",
      "\t I   = 115.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 354.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 9903.0\n",
      "\t E   = 1.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 405.0\n",
      "\t F   = 20.0\n",
      "t = 60.07\n",
      "\t S   = 9903.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 439.0\n",
      "\t F   = 22.0\n",
      "t = 70.46\n",
      "\t S   = 9903.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 453.0\n",
      "\t F   = 23.0\n",
      "t = 130.87\n",
      "\t S   = 9903.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 470.0\n",
      "\t F   = 24.0\n",
      "t = 0.02\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10226.0\n",
      "\t E   = 49.0\n",
      "\t I   = 84.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 38.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10085.0\n",
      "\t E   = 69.0\n",
      "\t I   = 122.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 118.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 10014.0\n",
      "\t E   = 33.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 214.0\n",
      "\t F   = 10.0\n",
      "t = 40.01\n",
      "\t S   = 10012.0\n",
      "\t E   = 4.0\n",
      "\t I   = 80.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 288.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 60.08\n",
      "\t S   = 10011.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 355.0\n",
      "\t F   = 15.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10225.0\n",
      "\t E   = 59.0\n",
      "\t I   = 86.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10043.0\n",
      "\t E   = 79.0\n",
      "\t I   = 165.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 100.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 9933.0\n",
      "\t E   = 37.0\n",
      "\t I   = 187.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 226.0\n",
      "\t F   = 12.0\n",
      "t = 40.12\n",
      "\t S   = 9926.0\n",
      "\t E   = 9.0\n",
      "\t I   = 113.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 328.0\n",
      "\t F   = 21.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.17\n",
      "\t S   = 9926.0\n",
      "\t E   = 1.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 384.0\n",
      "\t F   = 23.0\n",
      "t = 60.48\n",
      "\t S   = 9926.0\n",
      "\t E   = 0.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 421.0\n",
      "\t F   = 25.0\n",
      "t = 80.14\n",
      "\t S   = 9926.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 440.0\n",
      "\t F   = 27.0\n",
      "t = 0.11\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10243.0\n",
      "\t E   = 45.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 39.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10111.0\n",
      "\t E   = 63.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 104.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 10017.0\n",
      "\t E   = 24.0\n",
      "\t I   = 157.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 186.0\n",
      "\t F   = 12.0\n",
      "t = 40.02\n",
      "\t S   = 10014.0\n",
      "\t E   = 6.0\n",
      "\t I   = 96.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 259.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.68\n",
      "\t S   = 10013.0\n",
      "\t E   = 1.0\n",
      "\t I   = 47.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 313.0\n",
      "\t F   = 23.0\n",
      "t = 60.01\n",
      "\t S   = 10013.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 335.0\n",
      "\t F   = 26.0\n",
      "t = 90.95\n",
      "\t S   = 10013.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 357.0\n",
      "\t F   = 26.0\n",
      "t = 0.17\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10232.0\n",
      "\t E   = 47.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 38.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10111.0\n",
      "\t E   = 61.0\n",
      "\t I   = 116.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 103.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 10047.0\n",
      "\t E   = 24.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 190.0\n",
      "\t F   = 13.0\n",
      "t = 40.09\n",
      "\t S   = 10044.0\n",
      "\t E   = 6.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 255.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.20\n",
      "\t S   = 10044.0\n",
      "\t E   = 1.0\n",
      "\t I   = 37.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 294.0\n",
      "\t F   = 22.0\n",
      "t = 70.13\n",
      "\t S   = 10044.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 320.0\n",
      "\t F   = 23.0\n",
      "t = 0.07\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10247.0\n",
      "\t E   = 42.0\n",
      "\t I   = 66.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 41.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10116.0\n",
      "\t E   = 75.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 95.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.10\n",
      "\t S   = 10043.0\n",
      "\t E   = 27.0\n",
      "\t I   = 134.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 179.0\n",
      "\t F   = 13.0\n",
      "t = 40.12\n",
      "\t S   = 10036.0\n",
      "\t E   = 7.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 262.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.07\n",
      "\t S   = 10035.0\n",
      "\t E   = 1.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 309.0\n",
      "\t F   = 17.0\n",
      "t = 60.37\n",
      "\t S   = 10035.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 324.0\n",
      "\t F   = 17.0\n",
      "t = 0.11\n",
      "\t S   = 10318.0\n",
      "\t E   = 64.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.07\n",
      "\t S   = 10204.0\n",
      "\t E   = 79.0\n",
      "\t I   = 80.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 35.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10008.0\n",
      "\t E   = 105.0\n",
      "\t I   = 172.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 113.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 9900.0\n",
      "\t E   = 51.0\n",
      "\t I   = 202.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 233.0\n",
      "\t F   = 11.0\n",
      "t = 40.21\n",
      "\t S   = 9898.0\n",
      "\t E   = 8.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 339.0\n",
      "\t F   = 20.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.73\n",
      "\t S   = 9898.0\n",
      "\t E   = 2.0\n",
      "\t I   = 75.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 394.0\n",
      "\t F   = 24.0\n",
      "t = 60.01\n",
      "\t S   = 9898.0\n",
      "\t E   = 1.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 431.0\n",
      "\t F   = 29.0\n",
      "t = 70.35\n",
      "\t S   = 9898.0\n",
      "\t E   = 0.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 450.0\n",
      "\t F   = 31.0\n",
      "t = 80.79\n",
      "\t S   = 9898.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 460.0\n",
      "\t F   = 31.0\n",
      "t = 100.01\n",
      "\t S   = 9898.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 463.0\n",
      "\t F   = 32.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10231.0\n",
      "\t E   = 51.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 40.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10098.0\n",
      "\t E   = 71.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 103.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 10028.0\n",
      "\t E   = 38.0\n",
      "\t I   = 128.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 191.0\n",
      "\t F   = 12.0\n",
      "t = 40.19\n",
      "\t S   = 10025.0\n",
      "\t E   = 6.0\n",
      "\t I   = 89.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 258.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.05\n",
      "\t S   = 10025.0\n",
      "\t E   = 0.0\n",
      "\t I   = 36.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 314.0\n",
      "\t F   = 22.0\n",
      "t = 60.71\n",
      "\t S   = 10025.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 334.0\n",
      "\t F   = 22.0\n",
      "t = 70.18\n",
      "\t S   = 10025.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 342.0\n",
      "\t F   = 22.0\n",
      "t = 0.04\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10207.0\n",
      "\t E   = 65.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.06\n",
      "\t S   = 10021.0\n",
      "\t E   = 96.0\n",
      "\t I   = 149.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 124.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 9923.0\n",
      "\t E   = 50.0\n",
      "\t I   = 176.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 9.0\n",
      "\t R   = 228.0\n",
      "\t F   = 12.0\n",
      "t = 40.00\n",
      "\t S   = 9920.0\n",
      "\t E   = 16.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 321.0\n",
      "\t F   = 21.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.38\n",
      "\t S   = 9920.0\n",
      "\t E   = 1.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 383.0\n",
      "\t F   = 24.0\n",
      "t = 70.11\n",
      "\t S   = 9920.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 428.0\n",
      "\t F   = 25.0\n",
      "t = 80.63\n",
      "\t S   = 9920.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 438.0\n",
      "\t F   = 27.0\n",
      "t = 90.10\n",
      "\t S   = 9920.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 443.0\n",
      "\t F   = 27.0\n",
      "t = 110.50\n",
      "\t S   = 9920.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 449.0\n",
      "\t F   = 27.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.19\n",
      "\t S   = 10227.0\n",
      "\t E   = 48.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10078.0\n",
      "\t E   = 81.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 109.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 10006.0\n",
      "\t E   = 33.0\n",
      "\t I   = 149.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 196.0\n",
      "\t F   = 13.0\n",
      "t = 40.09\n",
      "\t S   = 10005.0\n",
      "\t E   = 7.0\n",
      "\t I   = 89.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 280.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.25\n",
      "\t S   = 10004.0\n",
      "\t E   = 0.0\n",
      "\t I   = 53.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 321.0\n",
      "\t F   = 19.0\n",
      "t = 60.02\n",
      "\t S   = 10004.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 347.0\n",
      "\t F   = 22.0\n",
      "t = 70.43\n",
      "\t S   = 10004.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 361.0\n",
      "\t F   = 23.0\n",
      "t = 80.83\n",
      "\t S   = 10004.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 367.0\n",
      "\t F   = 23.0\n",
      "t = 0.18\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10217.0\n",
      "\t E   = 69.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 40.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10075.0\n",
      "\t E   = 70.0\n",
      "\t I   = 133.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 110.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 9987.0\n",
      "\t E   = 39.0\n",
      "\t I   = 147.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 216.0\n",
      "\t F   = 6.0\n",
      "t = 40.04\n",
      "\t S   = 9983.0\n",
      "\t E   = 4.0\n",
      "\t I   = 96.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 300.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.23\n",
      "\t S   = 9983.0\n",
      "\t E   = 0.0\n",
      "\t I   = 44.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 357.0\n",
      "\t F   = 13.0\n",
      "t = 110.50\n",
      "\t S   = 9983.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 401.0\n",
      "\t F   = 14.0\n",
      "t = 0.00\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.09\n",
      "\t S   = 10212.0\n",
      "\t E   = 60.0\n",
      "\t I   = 87.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 37.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 10045.0\n",
      "\t E   = 84.0\n",
      "\t I   = 141.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 117.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 9958.0\n",
      "\t E   = 34.0\n",
      "\t I   = 169.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 216.0\n",
      "\t F   = 17.0\n",
      "t = 40.07\n",
      "\t S   = 9954.0\n",
      "\t E   = 5.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 319.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.19\n",
      "\t S   = 9953.0\n",
      "\t E   = 0.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 365.0\n",
      "\t F   = 21.0\n",
      "t = 60.93\n",
      "\t S   = 9952.0\n",
      "\t E   = 0.0\n",
      "\t I   = 30.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 392.0\n",
      "\t F   = 23.0\n",
      "t = 70.27\n",
      "\t S   = 9952.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 405.0\n",
      "\t F   = 26.0\n",
      "t = 0.03\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10219.0\n",
      "\t E   = 44.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 44.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 10055.0\n",
      "\t E   = 81.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 134.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 9982.0\n",
      "\t E   = 30.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 232.0\n",
      "\t F   = 13.0\n",
      "t = 40.20\n",
      "\t S   = 9979.0\n",
      "\t E   = 5.0\n",
      "\t I   = 84.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 311.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.91\n",
      "\t S   = 9978.0\n",
      "\t E   = 0.0\n",
      "\t I   = 44.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 356.0\n",
      "\t F   = 18.0\n",
      "t = 70.08\n",
      "\t S   = 9977.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 385.0\n",
      "\t F   = 20.0\n",
      "t = 150.81\n",
      "\t S   = 9977.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 400.0\n",
      "\t F   = 21.0\n",
      "t = 0.04\n",
      "\t S   = 10318.0\n",
      "\t E   = 64.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10237.0\n",
      "\t E   = 55.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.08\n",
      "\t S   = 10115.0\n",
      "\t E   = 60.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 91.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 10043.0\n",
      "\t E   = 33.0\n",
      "\t I   = 126.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 179.0\n",
      "\t F   = 17.0\n",
      "t = 40.06\n",
      "\t S   = 10040.0\n",
      "\t E   = 6.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 241.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.14\n",
      "\t S   = 10040.0\n",
      "\t E   = 2.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 284.0\n",
      "\t F   = 21.0\n",
      "t = 60.55\n",
      "\t S   = 10040.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 307.0\n",
      "\t F   = 23.0\n",
      "t = 70.17\n",
      "\t S   = 10040.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 323.0\n",
      "\t F   = 25.0\n",
      "t = 80.79\n",
      "\t S   = 10040.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 330.0\n",
      "\t F   = 25.0\n",
      "t = 0.05\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.08\n",
      "\t S   = 10243.0\n",
      "\t E   = 50.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 10122.0\n",
      "\t E   = 61.0\n",
      "\t I   = 108.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 95.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 10050.0\n",
      "\t E   = 31.0\n",
      "\t I   = 111.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 187.0\n",
      "\t F   = 14.0\n",
      "t = 40.09\n",
      "\t S   = 10049.0\n",
      "\t E   = 5.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 244.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 60.69\n",
      "\t S   = 10049.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 303.0\n",
      "\t F   = 23.0\n",
      "t = 70.24\n",
      "\t S   = 10049.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 314.0\n",
      "\t F   = 23.0\n",
      "t = 0.03\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10236.0\n",
      "\t E   = 51.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 32.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10095.0\n",
      "\t E   = 62.0\n",
      "\t I   = 135.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 101.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 10023.0\n",
      "\t E   = 27.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 196.0\n",
      "\t F   = 12.0\n",
      "t = 40.15\n",
      "\t S   = 10022.0\n",
      "\t E   = 6.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 273.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.07\n",
      "\t S   = 10022.0\n",
      "\t E   = 0.0\n",
      "\t I   = 36.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 318.0\n",
      "\t F   = 21.0\n",
      "t = 60.42\n",
      "\t S   = 10022.0\n",
      "\t E   = 0.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 333.0\n",
      "\t F   = 21.0\n",
      "t = 70.87\n",
      "\t S   = 10022.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 344.0\n",
      "\t F   = 21.0\n",
      "t = 0.03\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10247.0\n",
      "\t E   = 46.0\n",
      "\t I   = 71.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 10124.0\n",
      "\t E   = 62.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 98.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.08\n",
      "\t S   = 10076.0\n",
      "\t E   = 18.0\n",
      "\t I   = 115.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 174.0\n",
      "\t F   = 15.0\n",
      "t = 40.15\n",
      "\t S   = 10075.0\n",
      "\t E   = 2.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 234.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.90\n",
      "\t S   = 10075.0\n",
      "\t E   = 1.0\n",
      "\t I   = 37.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 264.0\n",
      "\t F   = 21.0\n",
      "t = 70.34\n",
      "\t S   = 10075.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 291.0\n",
      "\t F   = 22.0\n",
      "t = 80.41\n",
      "\t S   = 10075.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 297.0\n",
      "\t F   = 22.0\n",
      "t = 0.03\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.07\n",
      "\t S   = 10231.0\n",
      "\t E   = 53.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 39.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10091.0\n",
      "\t E   = 73.0\n",
      "\t I   = 112.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 113.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 10017.0\n",
      "\t E   = 30.0\n",
      "\t I   = 126.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 209.0\n",
      "\t F   = 12.0\n",
      "t = 40.07\n",
      "\t S   = 10017.0\n",
      "\t E   = 8.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 289.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.26\n",
      "\t S   = 10016.0\n",
      "\t E   = 2.0\n",
      "\t I   = 33.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 327.0\n",
      "\t F   = 19.0\n",
      "t = 60.41\n",
      "\t S   = 10016.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 345.0\n",
      "\t F   = 21.0\n",
      "t = 70.31\n",
      "\t S   = 10016.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 350.0\n",
      "\t F   = 21.0\n",
      "t = 0.08\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10235.0\n",
      "\t E   = 48.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 44.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 10085.0\n",
      "\t E   = 71.0\n",
      "\t I   = 128.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 106.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.08\n",
      "\t S   = 9987.0\n",
      "\t E   = 34.0\n",
      "\t I   = 153.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 207.0\n",
      "\t F   = 17.0\n",
      "t = 40.18\n",
      "\t S   = 9984.0\n",
      "\t E   = 6.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 292.0\n",
      "\t F   = 22.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.58\n",
      "\t S   = 9983.0\n",
      "\t E   = 0.0\n",
      "\t I   = 47.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 345.0\n",
      "\t F   = 23.0\n",
      "t = 60.69\n",
      "\t S   = 9983.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 370.0\n",
      "\t F   = 23.0\n",
      "t = 70.38\n",
      "\t S   = 9983.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 383.0\n",
      "\t F   = 23.0\n",
      "t = 80.20\n",
      "\t S   = 9983.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 386.0\n",
      "\t F   = 23.0\n",
      "t = 0.01\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10240.0\n",
      "\t E   = 47.0\n",
      "\t I   = 79.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10090.0\n",
      "\t E   = 69.0\n",
      "\t I   = 137.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 93.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 9998.0\n",
      "\t E   = 36.0\n",
      "\t I   = 147.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 200.0\n",
      "\t F   = 16.0\n",
      "t = 40.19\n",
      "\t S   = 9997.0\n",
      "\t E   = 6.0\n",
      "\t I   = 100.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 274.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.23\n",
      "\t S   = 9995.0\n",
      "\t E   = 0.0\n",
      "\t I   = 53.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 329.0\n",
      "\t F   = 20.0\n",
      "t = 60.35\n",
      "\t S   = 9995.0\n",
      "\t E   = 0.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 351.0\n",
      "\t F   = 23.0\n",
      "t = 70.37\n",
      "\t S   = 9995.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 362.0\n",
      "\t F   = 23.0\n",
      "t = 80.57\n",
      "\t S   = 9995.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 366.0\n",
      "\t F   = 23.0\n",
      "t = 0.18\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10226.0\n",
      "\t E   = 56.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 28.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 10104.0\n",
      "\t E   = 65.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 107.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 10034.0\n",
      "\t E   = 38.0\n",
      "\t I   = 132.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 185.0\n",
      "\t F   = 7.0\n",
      "t = 40.04\n",
      "\t S   = 10034.0\n",
      "\t E   = 3.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 267.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 10034.0\n",
      "\t E   = 1.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 307.0\n",
      "\t F   = 14.0\n",
      "t = 70.08\n",
      "\t S   = 10034.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 332.0\n",
      "\t F   = 18.0\n",
      "t = 80.06\n",
      "\t S   = 10034.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 343.0\n",
      "\t F   = 18.0\n",
      "t = 0.01\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10232.0\n",
      "\t E   = 46.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 25.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10108.0\n",
      "\t E   = 64.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 103.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.08\n",
      "\t S   = 10039.0\n",
      "\t E   = 25.0\n",
      "\t I   = 135.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 187.0\n",
      "\t F   = 12.0\n",
      "t = 40.47\n",
      "\t S   = 10037.0\n",
      "\t E   = 3.0\n",
      "\t I   = 77.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 263.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.27\n",
      "\t S   = 10037.0\n",
      "\t E   = 1.0\n",
      "\t I   = 40.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 299.0\n",
      "\t F   = 20.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10211.0\n",
      "\t E   = 72.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 29.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10060.0\n",
      "\t E   = 82.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 108.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 9982.0\n",
      "\t E   = 35.0\n",
      "\t I   = 159.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 205.0\n",
      "\t F   = 13.0\n",
      "t = 40.06\n",
      "\t S   = 9979.0\n",
      "\t E   = 5.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 291.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 9979.0\n",
      "\t E   = 0.0\n",
      "\t I   = 57.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 338.0\n",
      "\t F   = 21.0\n",
      "t = 60.13\n",
      "\t S   = 9979.0\n",
      "\t E   = 0.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 364.0\n",
      "\t F   = 24.0\n",
      "t = 70.72\n",
      "\t S   = 9979.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 382.0\n",
      "\t F   = 24.0\n",
      "t = 0.14\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10242.0\n",
      "\t E   = 42.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 38.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 10118.0\n",
      "\t E   = 67.0\n",
      "\t I   = 108.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 92.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.08\n",
      "\t S   = 10058.0\n",
      "\t E   = 16.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 185.0\n",
      "\t F   = 19.0\n",
      "t = 40.12\n",
      "\t S   = 10057.0\n",
      "\t E   = 6.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 243.0\n",
      "\t F   = 20.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.02\n",
      "\t S   = 10057.0\n",
      "\t E   = 1.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 275.0\n",
      "\t F   = 25.0\n",
      "t = 60.48\n",
      "\t S   = 10057.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 292.0\n",
      "\t F   = 26.0\n",
      "t = 0.03\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10229.0\n",
      "\t E   = 54.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 45.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10096.0\n",
      "\t E   = 73.0\n",
      "\t I   = 116.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 106.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 10021.0\n",
      "\t E   = 33.0\n",
      "\t I   = 135.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 196.0\n",
      "\t F   = 11.0\n",
      "t = 40.06\n",
      "\t S   = 10018.0\n",
      "\t E   = 4.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 269.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.29\n",
      "\t S   = 10017.0\n",
      "\t E   = 1.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 314.0\n",
      "\t F   = 14.0\n",
      "t = 70.11\n",
      "\t S   = 10017.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 349.0\n",
      "\t F   = 17.0\n",
      "t = 80.99\n",
      "\t S   = 10017.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 358.0\n",
      "\t F   = 18.0\n",
      "t = 0.04\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10218.0\n",
      "\t E   = 58.0\n",
      "\t I   = 87.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 35.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10063.0\n",
      "\t E   = 71.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 122.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.11\n",
      "\t S   = 9982.0\n",
      "\t E   = 29.0\n",
      "\t I   = 149.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 229.0\n",
      "\t F   = 9.0\n",
      "t = 40.27\n",
      "\t S   = 9979.0\n",
      "\t E   = 2.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 310.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.27\n",
      "\t S   = 9979.0\n",
      "\t E   = 0.0\n",
      "\t I   = 48.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 351.0\n",
      "\t F   = 15.0\n",
      "t = 60.69\n",
      "\t S   = 9979.0\n",
      "\t E   = 0.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 377.0\n",
      "\t F   = 15.0\n",
      "t = 90.24\n",
      "\t S   = 9979.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 397.0\n",
      "\t F   = 19.0\n",
      "t = 100.03\n",
      "\t S   = 9979.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 399.0\n",
      "\t F   = 19.0\n",
      "t = 0.01\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10225.0\n",
      "\t E   = 55.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 36.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 10063.0\n",
      "\t E   = 84.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 103.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.13\n",
      "\t S   = 9967.0\n",
      "\t E   = 38.0\n",
      "\t I   = 157.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 221.0\n",
      "\t F   = 8.0\n",
      "t = 40.17\n",
      "\t S   = 9964.0\n",
      "\t E   = 5.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 327.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.15\n",
      "\t S   = 9964.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 374.0\n",
      "\t F   = 16.0\n",
      "t = 60.28\n",
      "\t S   = 9964.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 394.0\n",
      "\t F   = 20.0\n",
      "t = 80.29\n",
      "\t S   = 9964.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 405.0\n",
      "\t F   = 22.0\n",
      "t = 100.44\n",
      "\t S   = 9964.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 410.0\n",
      "\t F   = 22.0\n",
      "t = 0.09\n",
      "\t S   = 10318.0\n",
      "\t E   = 64.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10229.0\n",
      "\t E   = 58.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 25.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10097.0\n",
      "\t E   = 71.0\n",
      "\t I   = 125.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 102.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 10014.0\n",
      "\t E   = 35.0\n",
      "\t I   = 115.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 226.0\n",
      "\t F   = 6.0\n",
      "t = 40.46\n",
      "\t S   = 10013.0\n",
      "\t E   = 7.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 296.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 10012.0\n",
      "\t E   = 1.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 325.0\n",
      "\t F   = 15.0\n",
      "t = 80.99\n",
      "\t S   = 10011.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 362.0\n",
      "\t F   = 17.0\n",
      "t = 100.21\n",
      "\t S   = 10010.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 369.0\n",
      "\t F   = 18.0\n",
      "t = 0.17\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.10\n",
      "\t S   = 10240.0\n",
      "\t E   = 55.0\n",
      "\t I   = 62.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 38.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10112.0\n",
      "\t E   = 53.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 104.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 10042.0\n",
      "\t E   = 17.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 201.0\n",
      "\t F   = 13.0\n",
      "t = 40.01\n",
      "\t S   = 10039.0\n",
      "\t E   = 3.0\n",
      "\t I   = 75.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 261.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.29\n",
      "\t S   = 10039.0\n",
      "\t E   = 0.0\n",
      "\t I   = 37.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 301.0\n",
      "\t F   = 19.0\n",
      "t = 60.11\n",
      "\t S   = 10039.0\n",
      "\t E   = 0.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 315.0\n",
      "\t F   = 23.0\n",
      "t = 70.93\n",
      "\t S   = 10039.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 322.0\n",
      "\t F   = 23.0\n",
      "t = 80.62\n",
      "\t S   = 10039.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 328.0\n",
      "\t F   = 23.0\n",
      "t = 100.91\n",
      "\t S   = 10039.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 336.0\n",
      "\t F   = 23.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10218.0\n",
      "\t E   = 51.0\n",
      "\t I   = 84.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 43.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10081.0\n",
      "\t E   = 74.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 116.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 10005.0\n",
      "\t E   = 36.0\n",
      "\t I   = 134.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 209.0\n",
      "\t F   = 13.0\n",
      "t = 40.16\n",
      "\t S   = 10003.0\n",
      "\t E   = 3.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 282.0\n",
      "\t F   = 21.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.27\n",
      "\t S   = 10001.0\n",
      "\t E   = 1.0\n",
      "\t I   = 49.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 322.0\n",
      "\t F   = 24.0\n",
      "t = 60.10\n",
      "\t S   = 10000.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 347.0\n",
      "\t F   = 26.0\n",
      "t = 70.14\n",
      "\t S   = 9999.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 363.0\n",
      "\t F   = 27.0\n",
      "t = 0.03\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.06\n",
      "\t S   = 10238.0\n",
      "\t E   = 45.0\n",
      "\t I   = 80.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10060.0\n",
      "\t E   = 94.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 98.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 9958.0\n",
      "\t E   = 42.0\n",
      "\t I   = 173.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 213.0\n",
      "\t F   = 11.0\n",
      "t = 40.05\n",
      "\t S   = 9956.0\n",
      "\t E   = 10.0\n",
      "\t I   = 103.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 309.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.06\n",
      "\t S   = 9956.0\n",
      "\t E   = 1.0\n",
      "\t I   = 47.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 367.0\n",
      "\t F   = 21.0\n",
      "t = 60.21\n",
      "\t S   = 9955.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 395.0\n",
      "\t F   = 22.0\n",
      "t = 70.39\n",
      "\t S   = 9955.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 407.0\n",
      "\t F   = 23.0\n",
      "t = 80.56\n",
      "\t S   = 9955.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 415.0\n",
      "\t F   = 23.0\n",
      "t = 0.10\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10245.0\n",
      "\t E   = 44.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 27.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10104.0\n",
      "\t E   = 71.0\n",
      "\t I   = 124.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 94.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 10030.0\n",
      "\t E   = 28.0\n",
      "\t I   = 144.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 186.0\n",
      "\t F   = 8.0\n",
      "t = 40.06\n",
      "\t S   = 10027.0\n",
      "\t E   = 8.0\n",
      "\t I   = 90.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 254.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.13\n",
      "\t S   = 10025.0\n",
      "\t E   = 1.0\n",
      "\t I   = 42.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 309.0\n",
      "\t F   = 16.0\n",
      "t = 60.12\n",
      "\t S   = 10024.0\n",
      "\t E   = 1.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 327.0\n",
      "\t F   = 17.0\n",
      "t = 70.82\n",
      "\t S   = 10024.0\n",
      "\t E   = 1.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 342.0\n",
      "\t F   = 17.0\n",
      "t = 0.01\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10228.0\n",
      "\t E   = 52.0\n",
      "\t I   = 84.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10056.0\n",
      "\t E   = 79.0\n",
      "\t I   = 147.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 111.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 9964.0\n",
      "\t E   = 31.0\n",
      "\t I   = 158.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 232.0\n",
      "\t F   = 12.0\n",
      "t = 40.13\n",
      "\t S   = 9961.0\n",
      "\t E   = 6.0\n",
      "\t I   = 96.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 317.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.14\n",
      "\t S   = 9961.0\n",
      "\t E   = 0.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 363.0\n",
      "\t F   = 18.0\n",
      "t = 60.22\n",
      "\t S   = 9961.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 390.0\n",
      "\t F   = 20.0\n",
      "t = 70.45\n",
      "\t S   = 9961.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 405.0\n",
      "\t F   = 20.0\n",
      "t = 100.84\n",
      "\t S   = 9961.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 415.0\n",
      "\t F   = 21.0\n",
      "t = 0.00\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10257.0\n",
      "\t E   = 43.0\n",
      "\t I   = 65.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 33.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10151.0\n",
      "\t E   = 58.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 102.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 10107.0\n",
      "\t E   = 20.0\n",
      "\t I   = 102.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 163.0\n",
      "\t F   = 6.0\n",
      "t = 40.18\n",
      "\t S   = 10106.0\n",
      "\t E   = 4.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 217.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.46\n",
      "\t S   = 10106.0\n",
      "\t E   = 1.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 248.0\n",
      "\t F   = 14.0\n",
      "t = 70.49\n",
      "\t S   = 10105.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 274.0\n",
      "\t F   = 14.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10243.0\n",
      "\t E   = 40.0\n",
      "\t I   = 75.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 38.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.07\n",
      "\t S   = 10128.0\n",
      "\t E   = 48.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 95.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.10\n",
      "\t S   = 10046.0\n",
      "\t E   = 28.0\n",
      "\t I   = 125.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 186.0\n",
      "\t F   = 12.0\n",
      "t = 40.05\n",
      "\t S   = 10041.0\n",
      "\t E   = 9.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 246.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.14\n",
      "\t S   = 10041.0\n",
      "\t E   = 0.0\n",
      "\t I   = 41.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 296.0\n",
      "\t F   = 17.0\n",
      "t = 60.98\n",
      "\t S   = 10040.0\n",
      "\t E   = 1.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 311.0\n",
      "\t F   = 19.0\n",
      "t = 70.50\n",
      "\t S   = 10039.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 322.0\n",
      "\t F   = 21.0\n",
      "t = 90.49\n",
      "\t S   = 10039.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 335.0\n",
      "\t F   = 21.0\n",
      "t = 0.00\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 10218.0\n",
      "\t E   = 64.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 37.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 10065.0\n",
      "\t E   = 79.0\n",
      "\t I   = 130.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 116.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 9995.0\n",
      "\t E   = 26.0\n",
      "\t I   = 154.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 206.0\n",
      "\t F   = 12.0\n",
      "t = 40.16\n",
      "\t S   = 9990.0\n",
      "\t E   = 4.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 279.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.87\n",
      "\t S   = 9988.0\n",
      "\t E   = 2.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 336.0\n",
      "\t F   = 20.0\n",
      "t = 60.38\n",
      "\t S   = 9988.0\n",
      "\t E   = 1.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 363.0\n",
      "\t F   = 23.0\n",
      "t = 0.01\n",
      "\t S   = 10318.0\n",
      "\t E   = 64.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10229.0\n",
      "\t E   = 55.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 42.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10056.0\n",
      "\t E   = 79.0\n",
      "\t I   = 154.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 102.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 9961.0\n",
      "\t E   = 42.0\n",
      "\t I   = 142.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 231.0\n",
      "\t F   = 21.0\n",
      "t = 40.15\n",
      "\t S   = 9957.0\n",
      "\t E   = 5.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 304.0\n",
      "\t F   = 25.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.37\n",
      "\t S   = 9957.0\n",
      "\t E   = 3.0\n",
      "\t I   = 42.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 360.0\n",
      "\t F   = 33.0\n",
      "t = 60.77\n",
      "\t S   = 9957.0\n",
      "\t E   = 0.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 382.0\n",
      "\t F   = 34.0\n",
      "t = 70.89\n",
      "\t S   = 9957.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 395.0\n",
      "\t F   = 34.0\n",
      "t = 90.73\n",
      "\t S   = 9957.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 406.0\n",
      "\t F   = 34.0\n",
      "t = 0.04\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10230.0\n",
      "\t E   = 50.0\n",
      "\t I   = 86.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10070.0\n",
      "\t E   = 83.0\n",
      "\t I   = 143.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 99.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.08\n",
      "\t S   = 9993.0\n",
      "\t E   = 32.0\n",
      "\t I   = 156.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 207.0\n",
      "\t F   = 10.0\n",
      "t = 40.11\n",
      "\t S   = 9993.0\n",
      "\t E   = 8.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 295.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 9993.0\n",
      "\t E   = 1.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 338.0\n",
      "\t F   = 19.0\n",
      "t = 60.93\n",
      "\t S   = 9993.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 363.0\n",
      "\t F   = 19.0\n",
      "t = 0.02\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10225.0\n",
      "\t E   = 58.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10087.0\n",
      "\t E   = 66.0\n",
      "\t I   = 133.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 103.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 10015.0\n",
      "\t E   = 26.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 200.0\n",
      "\t F   = 15.0\n",
      "t = 40.01\n",
      "\t S   = 10012.0\n",
      "\t E   = 3.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 273.0\n",
      "\t F   = 22.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 10012.0\n",
      "\t E   = 1.0\n",
      "\t I   = 50.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 305.0\n",
      "\t F   = 27.0\n",
      "t = 60.36\n",
      "\t S   = 10011.0\n",
      "\t E   = 0.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 332.0\n",
      "\t F   = 28.0\n",
      "t = 70.20\n",
      "\t S   = 10011.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 348.0\n",
      "\t F   = 28.0\n",
      "t = 0.05\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10227.0\n",
      "\t E   = 56.0\n",
      "\t I   = 79.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 35.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 10093.0\n",
      "\t E   = 64.0\n",
      "\t I   = 132.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 107.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 10018.0\n",
      "\t E   = 25.0\n",
      "\t I   = 137.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 205.0\n",
      "\t F   = 12.0\n",
      "t = 40.14\n",
      "\t S   = 10016.0\n",
      "\t E   = 6.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 286.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.23\n",
      "\t S   = 10016.0\n",
      "\t E   = 1.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 326.0\n",
      "\t F   = 21.0\n",
      "t = 60.81\n",
      "\t S   = 10016.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 349.0\n",
      "\t F   = 21.0\n",
      "t = 80.25\n",
      "\t S   = 10016.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 358.0\n",
      "\t F   = 21.0\n",
      "t = 0.10\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 10223.0\n",
      "\t E   = 59.0\n",
      "\t I   = 86.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 29.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10035.0\n",
      "\t E   = 95.0\n",
      "\t I   = 171.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 93.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.09\n",
      "\t S   = 9939.0\n",
      "\t E   = 49.0\n",
      "\t I   = 172.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 220.0\n",
      "\t F   = 13.0\n",
      "t = 40.07\n",
      "\t S   = 9937.0\n",
      "\t E   = 14.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 327.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.29\n",
      "\t S   = 9934.0\n",
      "\t E   = 5.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 384.0\n",
      "\t F   = 20.0\n",
      "t = 61.00\n",
      "\t S   = 9934.0\n",
      "\t E   = 0.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 417.0\n",
      "\t F   = 22.0\n",
      "t = 70.75\n",
      "\t S   = 9934.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 427.0\n",
      "\t F   = 22.0\n",
      "t = 0.12\n",
      "\t S   = 10318.0\n",
      "\t E   = 64.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10242.0\n",
      "\t E   = 50.0\n",
      "\t I   = 72.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 31.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10107.0\n",
      "\t E   = 65.0\n",
      "\t I   = 136.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 82.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.11\n",
      "\t S   = 10020.0\n",
      "\t E   = 26.0\n",
      "\t I   = 141.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 199.0\n",
      "\t F   = 10.0\n",
      "t = 40.06\n",
      "\t S   = 10019.0\n",
      "\t E   = 3.0\n",
      "\t I   = 80.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 279.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.29\n",
      "\t S   = 10019.0\n",
      "\t E   = 1.0\n",
      "\t I   = 39.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 316.0\n",
      "\t F   = 22.0\n",
      "t = 60.10\n",
      "\t S   = 10019.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 337.0\n",
      "\t F   = 23.0\n",
      "t = 70.33\n",
      "\t S   = 10019.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 349.0\n",
      "\t F   = 25.0\n",
      "t = 0.16\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10253.0\n",
      "\t E   = 50.0\n",
      "\t I   = 58.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 36.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10132.0\n",
      "\t E   = 62.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 96.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 10051.0\n",
      "\t E   = 28.0\n",
      "\t I   = 135.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 174.0\n",
      "\t F   = 10.0\n",
      "t = 40.00\n",
      "\t S   = 10050.0\n",
      "\t E   = 6.0\n",
      "\t I   = 89.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 241.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.98\n",
      "\t S   = 10047.0\n",
      "\t E   = 2.0\n",
      "\t I   = 41.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 293.0\n",
      "\t F   = 15.0\n",
      "t = 70.25\n",
      "\t S   = 10046.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 317.0\n",
      "\t F   = 19.0\n",
      "t = 120.04\n",
      "\t S   = 10046.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 331.0\n",
      "\t F   = 20.0\n",
      "t = 0.02\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10231.0\n",
      "\t E   = 44.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 44.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 10065.0\n",
      "\t E   = 76.0\n",
      "\t I   = 145.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 108.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 9971.0\n",
      "\t E   = 47.0\n",
      "\t I   = 154.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 217.0\n",
      "\t F   = 8.0\n",
      "t = 40.15\n",
      "\t S   = 9969.0\n",
      "\t E   = 7.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 295.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.12\n",
      "\t S   = 9968.0\n",
      "\t E   = 1.0\n",
      "\t I   = 59.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 346.0\n",
      "\t F   = 18.0\n",
      "t = 70.27\n",
      "\t S   = 9968.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 394.0\n",
      "\t F   = 19.0\n",
      "t = 90.73\n",
      "\t S   = 9968.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 404.0\n",
      "\t F   = 22.0\n",
      "t = 0.02\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.07\n",
      "\t S   = 10219.0\n",
      "\t E   = 69.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 26.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10065.0\n",
      "\t E   = 72.0\n",
      "\t I   = 148.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 108.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 9975.0\n",
      "\t E   = 34.0\n",
      "\t I   = 171.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 202.0\n",
      "\t F   = 15.0\n",
      "t = 40.09\n",
      "\t S   = 9971.0\n",
      "\t E   = 5.0\n",
      "\t I   = 102.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 299.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.17\n",
      "\t S   = 9970.0\n",
      "\t E   = 0.0\n",
      "\t I   = 56.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 348.0\n",
      "\t F   = 22.0\n",
      "t = 60.36\n",
      "\t S   = 9970.0\n",
      "\t E   = 0.0\n",
      "\t I   = 33.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 371.0\n",
      "\t F   = 23.0\n",
      "t = 70.12\n",
      "\t S   = 9970.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 391.0\n",
      "\t F   = 23.0\n",
      "t = 80.37\n",
      "\t S   = 9970.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 400.0\n",
      "\t F   = 23.0\n",
      "t = 0.08\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.09\n",
      "\t S   = 10233.0\n",
      "\t E   = 44.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10090.0\n",
      "\t E   = 62.0\n",
      "\t I   = 130.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 107.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 10016.0\n",
      "\t E   = 29.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 206.0\n",
      "\t F   = 15.0\n",
      "t = 40.09\n",
      "\t S   = 10015.0\n",
      "\t E   = 4.0\n",
      "\t I   = 84.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 277.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.14\n",
      "\t S   = 10015.0\n",
      "\t E   = 0.0\n",
      "\t I   = 41.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 323.0\n",
      "\t F   = 18.0\n",
      "t = 60.20\n",
      "\t S   = 10015.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 341.0\n",
      "\t F   = 19.0\n",
      "t = 70.06\n",
      "\t S   = 10015.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 352.0\n",
      "\t F   = 19.0\n",
      "t = 0.21\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10254.0\n",
      "\t E   = 42.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 24.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 10109.0\n",
      "\t E   = 82.0\n",
      "\t I   = 108.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 93.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 10051.0\n",
      "\t E   = 29.0\n",
      "\t I   = 136.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 171.0\n",
      "\t F   = 11.0\n",
      "t = 40.01\n",
      "\t S   = 10049.0\n",
      "\t E   = 6.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 245.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.59\n",
      "\t S   = 10049.0\n",
      "\t E   = 2.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 287.0\n",
      "\t F   = 15.0\n",
      "t = 60.55\n",
      "\t S   = 10049.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 312.0\n",
      "\t F   = 15.0\n",
      "t = 90.95\n",
      "\t S   = 10049.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 333.0\n",
      "\t F   = 16.0\n",
      "t = 0.18\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.10\n",
      "\t S   = 10240.0\n",
      "\t E   = 45.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 38.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10100.0\n",
      "\t E   = 61.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 101.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.11\n",
      "\t S   = 10019.0\n",
      "\t E   = 23.0\n",
      "\t I   = 153.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 189.0\n",
      "\t F   = 13.0\n",
      "t = 40.43\n",
      "\t S   = 10015.0\n",
      "\t E   = 4.0\n",
      "\t I   = 86.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 272.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.80\n",
      "\t S   = 10015.0\n",
      "\t E   = 0.0\n",
      "\t I   = 53.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 307.0\n",
      "\t F   = 21.0\n",
      "t = 60.31\n",
      "\t S   = 10015.0\n",
      "\t E   = 0.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 331.0\n",
      "\t F   = 24.0\n",
      "t = 130.24\n",
      "\t S   = 10015.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 356.0\n",
      "\t F   = 27.0\n",
      "t = 0.00\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10222.0\n",
      "\t E   = 59.0\n",
      "\t I   = 79.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 36.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10076.0\n",
      "\t E   = 76.0\n",
      "\t I   = 133.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 105.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 9995.0\n",
      "\t E   = 42.0\n",
      "\t I   = 144.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 201.0\n",
      "\t F   = 16.0\n",
      "t = 40.51\n",
      "\t S   = 9989.0\n",
      "\t E   = 8.0\n",
      "\t I   = 100.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 280.0\n",
      "\t F   = 20.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.02\n",
      "\t S   = 9988.0\n",
      "\t E   = 2.0\n",
      "\t I   = 53.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 330.0\n",
      "\t F   = 24.0\n",
      "t = 60.49\n",
      "\t S   = 9988.0\n",
      "\t E   = 0.0\n",
      "\t I   = 33.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 351.0\n",
      "\t F   = 24.0\n",
      "t = 70.19\n",
      "\t S   = 9988.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 371.0\n",
      "\t F   = 26.0\n",
      "t = 100.50\n",
      "\t S   = 9988.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 383.0\n",
      "\t F   = 26.0\n",
      "t = 0.12\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 10224.0\n",
      "\t E   = 66.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 29.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10070.0\n",
      "\t E   = 70.0\n",
      "\t I   = 146.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 104.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 9996.0\n",
      "\t E   = 31.0\n",
      "\t I   = 148.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 206.0\n",
      "\t F   = 17.0\n",
      "t = 40.01\n",
      "\t S   = 9991.0\n",
      "\t E   = 6.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 292.0\n",
      "\t F   = 23.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 9991.0\n",
      "\t E   = 0.0\n",
      "\t I   = 48.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 333.0\n",
      "\t F   = 25.0\n",
      "t = 60.04\n",
      "\t S   = 9990.0\n",
      "\t E   = 0.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 351.0\n",
      "\t F   = 28.0\n",
      "t = 70.89\n",
      "\t S   = 9990.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 369.0\n",
      "\t F   = 28.0\n",
      "t = 0.01\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 10227.0\n",
      "\t E   = 65.0\n",
      "\t I   = 70.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 34.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10105.0\n",
      "\t E   = 66.0\n",
      "\t I   = 119.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 104.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.10\n",
      "\t S   = 10015.0\n",
      "\t E   = 32.0\n",
      "\t I   = 138.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 200.0\n",
      "\t F   = 10.0\n",
      "t = 40.03\n",
      "\t S   = 10014.0\n",
      "\t E   = 7.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 288.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.69\n",
      "\t S   = 10014.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 325.0\n",
      "\t F   = 16.0\n",
      "t = 60.08\n",
      "\t S   = 10014.0\n",
      "\t E   = 0.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 343.0\n",
      "\t F   = 17.0\n",
      "t = 70.24\n",
      "\t S   = 10014.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 356.0\n",
      "\t F   = 17.0\n",
      "t = 80.31\n",
      "\t S   = 10014.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 361.0\n",
      "\t F   = 17.0\n",
      "t = 0.10\n",
      "\t S   = 10317.0\n",
      "\t E   = 65.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 10252.0\n",
      "\t E   = 48.0\n",
      "\t I   = 60.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 34.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 10119.0\n",
      "\t E   = 62.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 95.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.10\n",
      "\t S   = 10046.0\n",
      "\t E   = 26.0\n",
      "\t I   = 129.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 182.0\n",
      "\t F   = 11.0\n",
      "t = 40.05\n",
      "\t S   = 10043.0\n",
      "\t E   = 2.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 254.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.96\n",
      "\t S   = 10043.0\n",
      "\t E   = 0.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 310.0\n",
      "\t F   = 16.0\n",
      "t = 60.27\n",
      "\t S   = 10043.0\n",
      "\t E   = 0.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 318.0\n",
      "\t F   = 17.0\n",
      "t = 0.11\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.11\n",
      "\t S   = 10236.0\n",
      "\t E   = 56.0\n",
      "\t I   = 75.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 30.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.08\n",
      "\t S   = 10064.0\n",
      "\t E   = 80.0\n",
      "\t I   = 148.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 103.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 9957.0\n",
      "\t E   = 46.0\n",
      "\t I   = 163.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 220.0\n",
      "\t F   = 12.0\n",
      "t = 40.04\n",
      "\t S   = 9952.0\n",
      "\t E   = 8.0\n",
      "\t I   = 102.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 320.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.03\n",
      "\t S   = 9951.0\n",
      "\t E   = 1.0\n",
      "\t I   = 53.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 375.0\n",
      "\t F   = 18.0\n",
      "t = 60.17\n",
      "\t S   = 9951.0\n",
      "\t E   = 1.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 401.0\n",
      "\t F   = 20.0\n",
      "t = 70.15\n",
      "\t S   = 9951.0\n",
      "\t E   = 1.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 413.0\n",
      "\t F   = 21.0\n",
      "t = 90.10\n",
      "\t S   = 9951.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 423.0\n",
      "\t F   = 21.0\n",
      "t = 0.08\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10231.0\n",
      "\t E   = 54.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 26.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 10069.0\n",
      "\t E   = 84.0\n",
      "\t I   = 150.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 86.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 9984.0\n",
      "\t E   = 38.0\n",
      "\t I   = 165.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 195.0\n",
      "\t F   = 15.0\n",
      "t = 40.12\n",
      "\t S   = 9982.0\n",
      "\t E   = 4.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 288.0\n",
      "\t F   = 20.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 9982.0\n",
      "\t E   = 1.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 343.0\n",
      "\t F   = 21.0\n",
      "t = 60.45\n",
      "\t S   = 9982.0\n",
      "\t E   = 0.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 364.0\n",
      "\t F   = 22.0\n",
      "t = 90.21\n",
      "\t S   = 9981.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 389.0\n",
      "\t F   = 24.0\n",
      "t = 110.17\n",
      "\t S   = 9981.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 391.0\n",
      "\t F   = 24.0\n",
      "t = 0.03\n",
      "\t S   = 10318.0\n",
      "\t E   = 63.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 10225.0\n",
      "\t E   = 60.0\n",
      "\t I   = 80.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 32.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 10051.0\n",
      "\t E   = 79.0\n",
      "\t I   = 164.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 94.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.09\n",
      "\t S   = 9940.0\n",
      "\t E   = 37.0\n",
      "\t I   = 174.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 229.0\n",
      "\t F   = 16.0\n",
      "t = 40.03\n",
      "\t S   = 9936.0\n",
      "\t E   = 6.0\n",
      "\t I   = 97.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 330.0\n",
      "\t F   = 25.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.07\n",
      "\t S   = 9935.0\n",
      "\t E   = 2.0\n",
      "\t I   = 53.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 377.0\n",
      "\t F   = 29.0\n",
      "t = 60.02\n",
      "\t S   = 9935.0\n",
      "\t E   = 1.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 400.0\n",
      "\t F   = 32.0\n",
      "t = 70.16\n",
      "\t S   = 9935.0\n",
      "\t E   = 1.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 410.0\n",
      "\t F   = 34.0\n",
      "t = 80.81\n",
      "\t S   = 9935.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 417.0\n",
      "\t F   = 34.0\n"
     ]
    }
   ],
   "source": [
    "# With current testing and social distancing throughout\n",
    "numNodes = S10['total_pop']\n",
    "G_normal, G_relaxed, G_Quarantine = gen_graphs(numNodes, coeff)\n",
    "\n",
    "final = []\n",
    "initI = int(I*coeff)\n",
    "theta_E = Et[0]\n",
    "theta_I = It[0]\n",
    "mf = 1\n",
    "checkpoints  =  {'t': [15,25,50],\n",
    "                   'theta_E': Et[1:],\n",
    "                   'theta_I': It[1:],\n",
    "                 'G': [G_relaxed,G_Quarantine,G_Quarantine]\n",
    "                      }\n",
    "\n",
    "temp = monte(numNodes,initI=initI,theta_E = theta_E, theta_I = theta_I ,mf=mf, checkpoints=checkpoints, G = G_normal, sim=sim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Dates')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "infected = temp['df_I']\n",
    "detected = temp['df_DI']\n",
    "inf_std = temp['df_Istd']\n",
    "det_std = temp['df_DIstd']\n",
    "plt.plot(infected, label='Infected Population', color='b')\n",
    "plt.plot(infected - 1.96*inf_std/np.sqrt(sim), 'r--', alpha=0.7)\n",
    "plt.plot(infected + 1.96*inf_std/np.sqrt(sim), 'r--', alpha=0.7)\n",
    "plt.plot(detected, label='Detected Cases', color='orange')\n",
    "plt.plot(detected - 1.96*det_std/np.sqrt(sim), 'b--', alpha=0.7)\n",
    "plt.plot(detected + 1.96*det_std/np.sqrt(sim), 'b--', alpha=0.7)\n",
    "plt.plot(list(infected.keys())[:date_length], S10_ts, color='g', label='Detected Cases (Ground Truth)')\n",
    "plt.legend()\n",
    "plt.title('Region 1 - 10000 population')\n",
    "plt.ylabel('Percentage Populatiton')\n",
    "plt.xlabel('Dates')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "coeff = (S20['total_pop']*np.log(S20['total_pop'])*S5['area']*S5['F(S)']**2)/(S5['total_pop']*np.log(S5['total_pop'])*S20['area']*S20['F(S)']**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20743.0\n",
      "\t E   = 90.0\n",
      "\t I   = 133.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 60.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20469.0\n",
      "\t E   = 148.0\n",
      "\t I   = 226.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 173.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20236.0\n",
      "\t E   = 82.0\n",
      "\t I   = 331.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 353.0\n",
      "\t F   = 22.0\n",
      "t = 40.05\n",
      "\t S   = 20231.0\n",
      "\t E   = 20.0\n",
      "\t I   = 210.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 536.0\n",
      "\t F   = 27.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.00\n",
      "\t S   = 20223.0\n",
      "\t E   = 5.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 655.0\n",
      "\t F   = 35.0\n",
      "t = 60.33\n",
      "\t S   = 20223.0\n",
      "\t E   = 1.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 711.0\n",
      "\t F   = 37.0\n",
      "t = 70.22\n",
      "\t S   = 20223.0\n",
      "\t E   = 0.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 737.0\n",
      "\t F   = 38.0\n",
      "t = 90.55\n",
      "\t S   = 20223.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 761.0\n",
      "\t F   = 39.0\n",
      "t = 110.17\n",
      "\t S   = 20223.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 767.0\n",
      "\t F   = 39.0\n",
      "t = 0.04\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20719.0\n",
      "\t E   = 102.0\n",
      "\t I   = 136.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 67.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20390.0\n",
      "\t E   = 167.0\n",
      "\t I   = 268.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 190.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20164.0\n",
      "\t E   = 90.0\n",
      "\t I   = 334.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 408.0\n",
      "\t F   = 29.0\n",
      "t = 40.06\n",
      "\t S   = 20154.0\n",
      "\t E   = 15.0\n",
      "\t I   = 233.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 580.0\n",
      "\t F   = 42.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 20152.0\n",
      "\t E   = 5.0\n",
      "\t I   = 122.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 695.0\n",
      "\t F   = 49.0\n",
      "t = 60.50\n",
      "\t S   = 20152.0\n",
      "\t E   = 1.0\n",
      "\t I   = 49.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 767.0\n",
      "\t F   = 53.0\n",
      "t = 70.01\n",
      "\t S   = 20152.0\n",
      "\t E   = 0.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 794.0\n",
      "\t F   = 54.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 20744.0\n",
      "\t E   = 92.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 49.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20420.0\n",
      "\t E   = 157.0\n",
      "\t I   = 268.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 172.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20226.0\n",
      "\t E   = 69.0\n",
      "\t I   = 308.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 398.0\n",
      "\t F   = 26.0\n",
      "t = 40.00\n",
      "\t S   = 20214.0\n",
      "\t E   = 9.0\n",
      "\t I   = 192.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 570.0\n",
      "\t F   = 37.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.13\n",
      "\t S   = 20209.0\n",
      "\t E   = 2.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 681.0\n",
      "\t F   = 39.0\n",
      "t = 60.46\n",
      "\t S   = 20207.0\n",
      "\t E   = 0.0\n",
      "\t I   = 48.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 730.0\n",
      "\t F   = 43.0\n",
      "t = 70.86\n",
      "\t S   = 20207.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 756.0\n",
      "\t F   = 44.0\n",
      "t = 80.95\n",
      "\t S   = 20207.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 768.0\n",
      "\t F   = 44.0\n",
      "t = 90.90\n",
      "\t S   = 20207.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 773.0\n",
      "\t F   = 44.0\n",
      "t = 110.66\n",
      "\t S   = 20207.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 777.0\n",
      "\t F   = 44.0\n",
      "t = 0.02\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 20778.0\n",
      "\t E   = 83.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 46.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20487.0\n",
      "\t E   = 152.0\n",
      "\t I   = 220.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 161.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20316.0\n",
      "\t E   = 74.0\n",
      "\t I   = 270.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 351.0\n",
      "\t F   = 14.0\n",
      "t = 40.01\n",
      "\t S   = 20311.0\n",
      "\t E   = 10.0\n",
      "\t I   = 175.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 502.0\n",
      "\t F   = 28.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.50\n",
      "\t S   = 20308.0\n",
      "\t E   = 3.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 597.0\n",
      "\t F   = 35.0\n",
      "t = 60.60\n",
      "\t S   = 20308.0\n",
      "\t E   = 1.0\n",
      "\t I   = 47.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 635.0\n",
      "\t F   = 38.0\n",
      "t = 70.13\n",
      "\t S   = 20308.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 659.0\n",
      "\t F   = 38.0\n",
      "t = 80.58\n",
      "\t S   = 20308.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 673.0\n",
      "\t F   = 40.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20752.0\n",
      "\t E   = 100.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 56.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20551.0\n",
      "\t E   = 108.0\n",
      "\t I   = 201.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 153.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 20379.0\n",
      "\t E   = 55.0\n",
      "\t I   = 238.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 322.0\n",
      "\t F   = 31.0\n",
      "t = 40.06\n",
      "\t S   = 20369.0\n",
      "\t E   = 11.0\n",
      "\t I   = 141.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 458.0\n",
      "\t F   = 42.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.07\n",
      "\t S   = 20367.0\n",
      "\t E   = 1.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 530.0\n",
      "\t F   = 49.0\n",
      "t = 60.07\n",
      "\t S   = 20367.0\n",
      "\t E   = 0.0\n",
      "\t I   = 44.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 567.0\n",
      "\t F   = 50.0\n",
      "t = 70.48\n",
      "\t S   = 20367.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 596.0\n",
      "\t F   = 51.0\n",
      "t = 100.90\n",
      "\t S   = 20367.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 609.0\n",
      "\t F   = 52.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20732.0\n",
      "\t E   = 85.0\n",
      "\t I   = 143.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 64.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20390.0\n",
      "\t E   = 171.0\n",
      "\t I   = 265.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 191.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20179.0\n",
      "\t E   = 86.0\n",
      "\t I   = 319.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 421.0\n",
      "\t F   = 21.0\n",
      "t = 40.08\n",
      "\t S   = 20170.0\n",
      "\t E   = 17.0\n",
      "\t I   = 213.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 598.0\n",
      "\t F   = 28.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.00\n",
      "\t S   = 20165.0\n",
      "\t E   = 3.0\n",
      "\t I   = 115.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 710.0\n",
      "\t F   = 34.0\n",
      "t = 60.22\n",
      "\t S   = 20165.0\n",
      "\t E   = 1.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 770.0\n",
      "\t F   = 37.0\n",
      "t = 80.73\n",
      "\t S   = 20165.0\n",
      "\t E   = 0.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 807.0\n",
      "\t F   = 38.0\n",
      "t = 0.08\n",
      "\t S   = 20894.0\n",
      "\t E   = 108.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20753.0\n",
      "\t E   = 90.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 53.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 20484.0\n",
      "\t E   = 141.0\n",
      "\t I   = 222.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 171.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20303.0\n",
      "\t E   = 65.0\n",
      "\t I   = 256.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 373.0\n",
      "\t F   = 30.0\n",
      "t = 40.16\n",
      "\t S   = 20293.0\n",
      "\t E   = 12.0\n",
      "\t I   = 170.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 512.0\n",
      "\t F   = 36.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.10\n",
      "\t S   = 20286.0\n",
      "\t E   = 2.0\n",
      "\t I   = 91.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 606.0\n",
      "\t F   = 41.0\n",
      "t = 60.05\n",
      "\t S   = 20286.0\n",
      "\t E   = 0.0\n",
      "\t I   = 49.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 642.0\n",
      "\t F   = 45.0\n",
      "t = 70.17\n",
      "\t S   = 20285.0\n",
      "\t E   = 1.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 665.0\n",
      "\t F   = 46.0\n",
      "t = 80.06\n",
      "\t S   = 20285.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 677.0\n",
      "\t F   = 47.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20744.0\n",
      "\t E   = 92.0\n",
      "\t I   = 141.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 49.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20469.0\n",
      "\t E   = 148.0\n",
      "\t I   = 220.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 182.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 20308.0\n",
      "\t E   = 55.0\n",
      "\t I   = 283.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 357.0\n",
      "\t F   = 23.0\n",
      "t = 40.07\n",
      "\t S   = 20298.0\n",
      "\t E   = 15.0\n",
      "\t I   = 172.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 509.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.11\n",
      "\t S   = 20295.0\n",
      "\t E   = 7.0\n",
      "\t I   = 95.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 595.0\n",
      "\t F   = 35.0\n",
      "t = 60.11\n",
      "\t S   = 20295.0\n",
      "\t E   = 0.0\n",
      "\t I   = 54.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 9.0\n",
      "\t R   = 634.0\n",
      "\t F   = 37.0\n",
      "t = 70.15\n",
      "\t S   = 20295.0\n",
      "\t E   = 0.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 661.0\n",
      "\t F   = 41.0\n",
      "t = 80.42\n",
      "\t S   = 20295.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 679.0\n",
      "\t F   = 42.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 108.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20725.0\n",
      "\t E   = 101.0\n",
      "\t I   = 128.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 72.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20449.0\n",
      "\t E   = 155.0\n",
      "\t I   = 232.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 185.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20263.0\n",
      "\t E   = 74.0\n",
      "\t I   = 305.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 370.0\n",
      "\t F   = 12.0\n",
      "t = 40.07\n",
      "\t S   = 20251.0\n",
      "\t E   = 16.0\n",
      "\t I   = 185.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 548.0\n",
      "\t F   = 24.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.17\n",
      "\t S   = 20248.0\n",
      "\t E   = 2.0\n",
      "\t I   = 91.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 646.0\n",
      "\t F   = 36.0\n",
      "t = 60.46\n",
      "\t S   = 20248.0\n",
      "\t E   = 0.0\n",
      "\t I   = 44.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 694.0\n",
      "\t F   = 36.0\n",
      "t = 70.18\n",
      "\t S   = 20248.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 716.0\n",
      "\t F   = 39.0\n",
      "t = 90.64\n",
      "\t S   = 20248.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 732.0\n",
      "\t F   = 39.0\n",
      "t = 0.02\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20742.0\n",
      "\t E   = 88.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 58.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20458.0\n",
      "\t E   = 165.0\n",
      "\t I   = 218.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 175.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20292.0\n",
      "\t E   = 74.0\n",
      "\t I   = 276.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 366.0\n",
      "\t F   = 19.0\n",
      "t = 40.02\n",
      "\t S   = 20279.0\n",
      "\t E   = 13.0\n",
      "\t I   = 187.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 520.0\n",
      "\t F   = 25.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.06\n",
      "\t S   = 20279.0\n",
      "\t E   = 2.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 623.0\n",
      "\t F   = 28.0\n",
      "t = 60.04\n",
      "\t S   = 20279.0\n",
      "\t E   = 0.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 665.0\n",
      "\t F   = 31.0\n",
      "t = 70.14\n",
      "\t S   = 20278.0\n",
      "\t E   = 1.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 690.0\n",
      "\t F   = 31.0\n",
      "t = 80.22\n",
      "\t S   = 20278.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 704.0\n",
      "\t F   = 32.0\n",
      "t = 90.02\n",
      "\t S   = 20278.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 709.0\n",
      "\t F   = 33.0\n",
      "t = 100.04\n",
      "\t S   = 20278.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 714.0\n",
      "\t F   = 33.0\n",
      "t = 0.01\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 20742.0\n",
      "\t E   = 88.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 66.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 20393.0\n",
      "\t E   = 161.0\n",
      "\t I   = 291.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 171.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20198.0\n",
      "\t E   = 88.0\n",
      "\t I   = 321.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 392.0\n",
      "\t F   = 28.0\n",
      "t = 40.04\n",
      "\t S   = 20188.0\n",
      "\t E   = 19.0\n",
      "\t I   = 217.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 560.0\n",
      "\t F   = 42.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 20186.0\n",
      "\t E   = 5.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 667.0\n",
      "\t F   = 51.0\n",
      "t = 60.05\n",
      "\t S   = 20186.0\n",
      "\t E   = 1.0\n",
      "\t I   = 64.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 723.0\n",
      "\t F   = 54.0\n",
      "t = 70.62\n",
      "\t S   = 20186.0\n",
      "\t E   = 0.0\n",
      "\t I   = 30.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 755.0\n",
      "\t F   = 55.0\n",
      "t = 0.05\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20751.0\n",
      "\t E   = 82.0\n",
      "\t I   = 124.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 65.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20505.0\n",
      "\t E   = 124.0\n",
      "\t I   = 208.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 178.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20309.0\n",
      "\t E   = 79.0\n",
      "\t I   = 262.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 353.0\n",
      "\t F   = 22.0\n",
      "t = 40.03\n",
      "\t S   = 20299.0\n",
      "\t E   = 10.0\n",
      "\t I   = 180.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 505.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 20298.0\n",
      "\t E   = 2.0\n",
      "\t I   = 101.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 586.0\n",
      "\t F   = 37.0\n",
      "t = 60.03\n",
      "\t S   = 20298.0\n",
      "\t E   = 0.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 636.0\n",
      "\t F   = 42.0\n",
      "t = 70.14\n",
      "\t S   = 20298.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 663.0\n",
      "\t F   = 44.0\n",
      "t = 80.96\n",
      "\t S   = 20298.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 678.0\n",
      "\t F   = 44.0\n",
      "t = 100.61\n",
      "\t S   = 20298.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 687.0\n",
      "\t F   = 44.0\n",
      "t = 0.06\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20745.0\n",
      "\t E   = 95.0\n",
      "\t I   = 127.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 60.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20466.0\n",
      "\t E   = 145.0\n",
      "\t I   = 232.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 179.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20296.0\n",
      "\t E   = 75.0\n",
      "\t I   = 280.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 357.0\n",
      "\t F   = 19.0\n",
      "t = 40.22\n",
      "\t S   = 20288.0\n",
      "\t E   = 18.0\n",
      "\t I   = 178.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 514.0\n",
      "\t F   = 27.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.07\n",
      "\t S   = 20285.0\n",
      "\t E   = 5.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 611.0\n",
      "\t F   = 34.0\n",
      "t = 60.09\n",
      "\t S   = 20285.0\n",
      "\t E   = 2.0\n",
      "\t I   = 39.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 664.0\n",
      "\t F   = 37.0\n",
      "t = 70.14\n",
      "\t S   = 20283.0\n",
      "\t E   = 1.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 686.0\n",
      "\t F   = 39.0\n",
      "t = 80.09\n",
      "\t S   = 20283.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 695.0\n",
      "\t F   = 39.0\n",
      "t = 0.00\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20768.0\n",
      "\t E   = 97.0\n",
      "\t I   = 109.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 51.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.06\n",
      "\t S   = 20536.0\n",
      "\t E   = 127.0\n",
      "\t I   = 200.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 155.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20379.0\n",
      "\t E   = 78.0\n",
      "\t I   = 233.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 311.0\n",
      "\t F   = 20.0\n",
      "t = 40.22\n",
      "\t S   = 20368.0\n",
      "\t E   = 15.0\n",
      "\t I   = 173.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 442.0\n",
      "\t F   = 27.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.28\n",
      "\t S   = 20363.0\n",
      "\t E   = 3.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 549.0\n",
      "\t F   = 35.0\n",
      "t = 60.04\n",
      "\t S   = 20363.0\n",
      "\t E   = 0.0\n",
      "\t I   = 43.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 581.0\n",
      "\t F   = 37.0\n",
      "t = 80.62\n",
      "\t S   = 20363.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 617.0\n",
      "\t F   = 38.0\n",
      "t = 90.10\n",
      "\t S   = 20363.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 619.0\n",
      "\t F   = 38.0\n",
      "t = 0.05\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 20730.0\n",
      "\t E   = 108.0\n",
      "\t I   = 130.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 56.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20408.0\n",
      "\t E   = 171.0\n",
      "\t I   = 258.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 174.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 20202.0\n",
      "\t E   = 83.0\n",
      "\t I   = 326.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 386.0\n",
      "\t F   = 29.0\n",
      "t = 40.06\n",
      "\t S   = 20192.0\n",
      "\t E   = 18.0\n",
      "\t I   = 200.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 573.0\n",
      "\t F   = 44.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.37\n",
      "\t S   = 20190.0\n",
      "\t E   = 3.0\n",
      "\t I   = 112.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 673.0\n",
      "\t F   = 50.0\n",
      "t = 60.37\n",
      "\t S   = 20190.0\n",
      "\t E   = 0.0\n",
      "\t I   = 59.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 724.0\n",
      "\t F   = 52.0\n",
      "t = 70.43\n",
      "\t S   = 20190.0\n",
      "\t E   = 0.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 754.0\n",
      "\t F   = 54.0\n",
      "t = 80.10\n",
      "\t S   = 20190.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 770.0\n",
      "\t F   = 55.0\n",
      "t = 0.03\n",
      "\t S   = 20894.0\n",
      "\t E   = 108.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20707.0\n",
      "\t E   = 108.0\n",
      "\t I   = 155.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 56.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20377.0\n",
      "\t E   = 169.0\n",
      "\t I   = 291.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 188.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 20147.0\n",
      "\t E   = 83.0\n",
      "\t I   = 335.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 9.0\n",
      "\t R   = 435.0\n",
      "\t F   = 20.0\n",
      "t = 40.04\n",
      "\t S   = 20135.0\n",
      "\t E   = 17.0\n",
      "\t I   = 213.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 623.0\n",
      "\t F   = 33.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.33\n",
      "\t S   = 20132.0\n",
      "\t E   = 4.0\n",
      "\t I   = 110.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 735.0\n",
      "\t F   = 40.0\n",
      "t = 60.33\n",
      "\t S   = 20129.0\n",
      "\t E   = 2.0\n",
      "\t I   = 53.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 16.0\n",
      "\t R   = 787.0\n",
      "\t F   = 42.0\n",
      "t = 70.06\n",
      "\t S   = 20129.0\n",
      "\t E   = 0.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 826.0\n",
      "\t F   = 42.0\n",
      "t = 90.53\n",
      "\t S   = 20129.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 849.0\n",
      "\t F   = 43.0\n",
      "t = 0.00\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20732.0\n",
      "\t E   = 94.0\n",
      "\t I   = 149.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 49.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20400.0\n",
      "\t E   = 187.0\n",
      "\t I   = 257.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 171.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20149.0\n",
      "\t E   = 97.0\n",
      "\t I   = 363.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 389.0\n",
      "\t F   = 29.0\n",
      "t = 40.04\n",
      "\t S   = 20125.0\n",
      "\t E   = 15.0\n",
      "\t I   = 238.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 606.0\n",
      "\t F   = 41.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.11\n",
      "\t S   = 20123.0\n",
      "\t E   = 1.0\n",
      "\t I   = 138.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 719.0\n",
      "\t F   = 45.0\n",
      "t = 60.07\n",
      "\t S   = 20123.0\n",
      "\t E   = 0.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 778.0\n",
      "\t F   = 48.0\n",
      "t = 70.25\n",
      "\t S   = 20123.0\n",
      "\t E   = 0.0\n",
      "\t I   = 39.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 815.0\n",
      "\t F   = 50.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20763.0\n",
      "\t E   = 77.0\n",
      "\t I   = 113.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 72.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20523.0\n",
      "\t E   = 122.0\n",
      "\t I   = 169.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 200.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20395.0\n",
      "\t E   = 44.0\n",
      "\t I   = 215.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 344.0\n",
      "\t F   = 27.0\n",
      "t = 40.06\n",
      "\t S   = 20390.0\n",
      "\t E   = 7.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 451.0\n",
      "\t F   = 33.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.23\n",
      "\t S   = 20387.0\n",
      "\t E   = 0.0\n",
      "\t I   = 62.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 537.0\n",
      "\t F   = 37.0\n",
      "t = 60.37\n",
      "\t S   = 20387.0\n",
      "\t E   = 0.0\n",
      "\t I   = 33.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 565.0\n",
      "\t F   = 39.0\n",
      "t = 80.83\n",
      "\t S   = 20387.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 595.0\n",
      "\t F   = 39.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20736.0\n",
      "\t E   = 102.0\n",
      "\t I   = 133.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 49.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20426.0\n",
      "\t E   = 156.0\n",
      "\t I   = 252.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 179.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20204.0\n",
      "\t E   = 83.0\n",
      "\t I   = 313.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 400.0\n",
      "\t F   = 24.0\n",
      "t = 40.03\n",
      "\t S   = 20195.0\n",
      "\t E   = 12.0\n",
      "\t I   = 203.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 580.0\n",
      "\t F   = 36.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.05\n",
      "\t S   = 20192.0\n",
      "\t E   = 2.0\n",
      "\t I   = 102.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 690.0\n",
      "\t F   = 41.0\n",
      "t = 60.01\n",
      "\t S   = 20190.0\n",
      "\t E   = 1.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 735.0\n",
      "\t F   = 45.0\n",
      "t = 80.26\n",
      "\t S   = 20189.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 775.0\n",
      "\t F   = 48.0\n",
      "t = 90.11\n",
      "\t S   = 20189.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 782.0\n",
      "\t F   = 49.0\n",
      "t = 100.37\n",
      "\t S   = 20189.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 788.0\n",
      "\t F   = 49.0\n",
      "t = 0.00\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20737.0\n",
      "\t E   = 99.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 61.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20484.0\n",
      "\t E   = 139.0\n",
      "\t I   = 205.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 192.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.11\n",
      "\t S   = 20312.0\n",
      "\t E   = 68.0\n",
      "\t I   = 257.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 368.0\n",
      "\t F   = 21.0\n",
      "t = 40.05\n",
      "\t S   = 20309.0\n",
      "\t E   = 14.0\n",
      "\t I   = 172.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 499.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.06\n",
      "\t S   = 20309.0\n",
      "\t E   = 0.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 592.0\n",
      "\t F   = 35.0\n",
      "t = 60.01\n",
      "\t S   = 20309.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 643.0\n",
      "\t F   = 37.0\n",
      "t = 70.09\n",
      "\t S   = 20309.0\n",
      "\t E   = 0.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 661.0\n",
      "\t F   = 38.0\n",
      "t = 90.49\n",
      "\t S   = 20309.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 678.0\n",
      "\t F   = 38.0\n",
      "t = 0.05\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20721.0\n",
      "\t E   = 101.0\n",
      "\t I   = 144.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 56.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20384.0\n",
      "\t E   = 175.0\n",
      "\t I   = 277.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 179.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20158.0\n",
      "\t E   = 72.0\n",
      "\t I   = 356.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 408.0\n",
      "\t F   = 32.0\n",
      "t = 40.20\n",
      "\t S   = 20145.0\n",
      "\t E   = 13.0\n",
      "\t I   = 212.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 615.0\n",
      "\t F   = 41.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 20145.0\n",
      "\t E   = 3.0\n",
      "\t I   = 105.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 726.0\n",
      "\t F   = 45.0\n",
      "t = 70.04\n",
      "\t S   = 20144.0\n",
      "\t E   = 1.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 804.0\n",
      "\t F   = 50.0\n",
      "t = 80.38\n",
      "\t S   = 20144.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 819.0\n",
      "\t F   = 51.0\n",
      "t = 90.36\n",
      "\t S   = 20144.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 828.0\n",
      "\t F   = 51.0\n",
      "t = 0.01\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20745.0\n",
      "\t E   = 83.0\n",
      "\t I   = 133.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 62.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20464.0\n",
      "\t E   = 144.0\n",
      "\t I   = 227.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 181.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20271.0\n",
      "\t E   = 71.0\n",
      "\t I   = 292.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 374.0\n",
      "\t F   = 21.0\n",
      "t = 40.05\n",
      "\t S   = 20256.0\n",
      "\t E   = 18.0\n",
      "\t I   = 194.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 528.0\n",
      "\t F   = 31.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.12\n",
      "\t S   = 20253.0\n",
      "\t E   = 3.0\n",
      "\t I   = 115.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 620.0\n",
      "\t F   = 36.0\n",
      "t = 60.35\n",
      "\t S   = 20252.0\n",
      "\t E   = 0.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 682.0\n",
      "\t F   = 41.0\n",
      "t = 70.49\n",
      "\t S   = 20252.0\n",
      "\t E   = 0.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 711.0\n",
      "\t F   = 42.0\n",
      "t = 90.49\n",
      "\t S   = 20252.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 727.0\n",
      "\t F   = 43.0\n",
      "t = 100.56\n",
      "\t S   = 20252.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 730.0\n",
      "\t F   = 43.0\n",
      "t = 0.04\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20736.0\n",
      "\t E   = 82.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 66.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20430.0\n",
      "\t E   = 156.0\n",
      "\t I   = 237.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 191.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 20205.0\n",
      "\t E   = 85.0\n",
      "\t I   = 335.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 374.0\n",
      "\t F   = 23.0\n",
      "t = 40.02\n",
      "\t S   = 20194.0\n",
      "\t E   = 11.0\n",
      "\t I   = 231.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 550.0\n",
      "\t F   = 37.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.06\n",
      "\t S   = 20192.0\n",
      "\t E   = 2.0\n",
      "\t I   = 111.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 678.0\n",
      "\t F   = 42.0\n",
      "t = 60.49\n",
      "\t S   = 20191.0\n",
      "\t E   = 1.0\n",
      "\t I   = 53.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 735.0\n",
      "\t F   = 46.0\n",
      "t = 70.22\n",
      "\t S   = 20190.0\n",
      "\t E   = 1.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 764.0\n",
      "\t F   = 46.0\n",
      "t = 0.08\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20732.0\n",
      "\t E   = 96.0\n",
      "\t I   = 148.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 45.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20423.0\n",
      "\t E   = 159.0\n",
      "\t I   = 250.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 185.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20210.0\n",
      "\t E   = 71.0\n",
      "\t I   = 335.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 383.0\n",
      "\t F   = 26.0\n",
      "t = 40.01\n",
      "\t S   = 20198.0\n",
      "\t E   = 22.0\n",
      "\t I   = 205.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 561.0\n",
      "\t F   = 37.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.15\n",
      "\t S   = 20193.0\n",
      "\t E   = 3.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 680.0\n",
      "\t F   = 43.0\n",
      "t = 60.05\n",
      "\t S   = 20191.0\n",
      "\t E   = 1.0\n",
      "\t I   = 59.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 727.0\n",
      "\t F   = 45.0\n",
      "t = 70.56\n",
      "\t S   = 20190.0\n",
      "\t E   = 1.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 761.0\n",
      "\t F   = 46.0\n",
      "t = 80.31\n",
      "\t S   = 20190.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 776.0\n",
      "\t F   = 48.0\n",
      "t = 0.00\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20768.0\n",
      "\t E   = 77.0\n",
      "\t I   = 111.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 66.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20536.0\n",
      "\t E   = 123.0\n",
      "\t I   = 189.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 168.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20376.0\n",
      "\t E   = 69.0\n",
      "\t I   = 249.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 312.0\n",
      "\t F   = 19.0\n",
      "t = 40.01\n",
      "\t S   = 20358.0\n",
      "\t E   = 20.0\n",
      "\t I   = 155.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 464.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.14\n",
      "\t S   = 20357.0\n",
      "\t E   = 3.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 554.0\n",
      "\t F   = 36.0\n",
      "t = 60.11\n",
      "\t S   = 20356.0\n",
      "\t E   = 0.0\n",
      "\t I   = 42.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 591.0\n",
      "\t F   = 38.0\n",
      "t = 70.50\n",
      "\t S   = 20356.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 620.0\n",
      "\t F   = 38.0\n",
      "t = 90.49\n",
      "\t S   = 20356.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 630.0\n",
      "\t F   = 38.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20733.0\n",
      "\t E   = 101.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 72.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20488.0\n",
      "\t E   = 136.0\n",
      "\t I   = 206.0\n",
      "\t D_E = 2.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 187.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20333.0\n",
      "\t E   = 70.0\n",
      "\t I   = 257.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 348.0\n",
      "\t F   = 17.0\n",
      "t = 40.06\n",
      "\t S   = 20323.0\n",
      "\t E   = 14.0\n",
      "\t I   = 160.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 501.0\n",
      "\t F   = 26.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.02\n",
      "\t S   = 20321.0\n",
      "\t E   = 3.0\n",
      "\t I   = 89.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 582.0\n",
      "\t F   = 30.0\n",
      "t = 60.03\n",
      "\t S   = 20321.0\n",
      "\t E   = 1.0\n",
      "\t I   = 43.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 631.0\n",
      "\t F   = 32.0\n",
      "t = 70.20\n",
      "\t S   = 20321.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 657.0\n",
      "\t F   = 33.0\n",
      "t = 80.49\n",
      "\t S   = 20321.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 667.0\n",
      "\t F   = 34.0\n",
      "t = 0.00\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20738.0\n",
      "\t E   = 92.0\n",
      "\t I   = 141.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 56.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20457.0\n",
      "\t E   = 134.0\n",
      "\t I   = 236.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 192.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20257.0\n",
      "\t E   = 72.0\n",
      "\t I   = 290.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 386.0\n",
      "\t F   = 20.0\n",
      "t = 40.17\n",
      "\t S   = 20242.0\n",
      "\t E   = 14.0\n",
      "\t I   = 177.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 557.0\n",
      "\t F   = 33.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.20\n",
      "\t S   = 20241.0\n",
      "\t E   = 4.0\n",
      "\t I   = 105.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 637.0\n",
      "\t F   = 39.0\n",
      "t = 70.65\n",
      "\t S   = 20239.0\n",
      "\t E   = 0.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 716.0\n",
      "\t F   = 45.0\n",
      "t = 0.04\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20724.0\n",
      "\t E   = 99.0\n",
      "\t I   = 145.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 58.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20466.0\n",
      "\t E   = 136.0\n",
      "\t I   = 206.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 211.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20302.0\n",
      "\t E   = 69.0\n",
      "\t I   = 272.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 361.0\n",
      "\t F   = 19.0\n",
      "t = 40.01\n",
      "\t S   = 20292.0\n",
      "\t E   = 10.0\n",
      "\t I   = 172.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 523.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.70\n",
      "\t S   = 20290.0\n",
      "\t E   = 1.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 615.0\n",
      "\t F   = 34.0\n",
      "t = 60.55\n",
      "\t S   = 20290.0\n",
      "\t E   = 0.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 659.0\n",
      "\t F   = 38.0\n",
      "t = 70.21\n",
      "\t S   = 20290.0\n",
      "\t E   = 0.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 678.0\n",
      "\t F   = 39.0\n",
      "t = 80.08\n",
      "\t S   = 20290.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 691.0\n",
      "\t F   = 39.0\n",
      "t = 100.94\n",
      "\t S   = 20290.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 697.0\n",
      "\t F   = 39.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20744.0\n",
      "\t E   = 89.0\n",
      "\t I   = 130.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 63.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20396.0\n",
      "\t E   = 167.0\n",
      "\t I   = 279.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 177.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20178.0\n",
      "\t E   = 97.0\n",
      "\t I   = 326.0\n",
      "\t D_E = 2.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 399.0\n",
      "\t F   = 23.0\n",
      "t = 40.02\n",
      "\t S   = 20159.0\n",
      "\t E   = 18.0\n",
      "\t I   = 212.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 591.0\n",
      "\t F   = 42.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 20156.0\n",
      "\t E   = 3.0\n",
      "\t I   = 112.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 709.0\n",
      "\t F   = 45.0\n",
      "t = 60.31\n",
      "\t S   = 20155.0\n",
      "\t E   = 0.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 775.0\n",
      "\t F   = 47.0\n",
      "t = 70.40\n",
      "\t S   = 20155.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 801.0\n",
      "\t F   = 48.0\n",
      "t = 80.30\n",
      "\t S   = 20155.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 813.0\n",
      "\t F   = 48.0\n",
      "t = 90.47\n",
      "\t S   = 20155.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 819.0\n",
      "\t F   = 48.0\n",
      "t = 0.05\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20771.0\n",
      "\t E   = 89.0\n",
      "\t I   = 111.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 56.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20511.0\n",
      "\t E   = 145.0\n",
      "\t I   = 188.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 177.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20349.0\n",
      "\t E   = 61.0\n",
      "\t I   = 264.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 337.0\n",
      "\t F   = 15.0\n",
      "t = 40.01\n",
      "\t S   = 20342.0\n",
      "\t E   = 6.0\n",
      "\t I   = 177.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 480.0\n",
      "\t F   = 22.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.19\n",
      "\t S   = 20338.0\n",
      "\t E   = 0.0\n",
      "\t I   = 96.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 563.0\n",
      "\t F   = 28.0\n",
      "t = 60.55\n",
      "\t S   = 20338.0\n",
      "\t E   = 0.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 608.0\n",
      "\t F   = 29.0\n",
      "t = 80.07\n",
      "\t S   = 20338.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 647.0\n",
      "\t F   = 32.0\n",
      "t = 90.56\n",
      "\t S   = 20338.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 653.0\n",
      "\t F   = 33.0\n",
      "t = 120.37\n",
      "\t S   = 20338.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 657.0\n",
      "\t F   = 34.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20743.0\n",
      "\t E   = 91.0\n",
      "\t I   = 129.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 63.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.04\n",
      "\t S   = 20509.0\n",
      "\t E   = 123.0\n",
      "\t I   = 206.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 181.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20355.0\n",
      "\t E   = 59.0\n",
      "\t I   = 250.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 333.0\n",
      "\t F   = 25.0\n",
      "t = 40.00\n",
      "\t S   = 20344.0\n",
      "\t E   = 15.0\n",
      "\t I   = 144.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 484.0\n",
      "\t F   = 34.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.26\n",
      "\t S   = 20340.0\n",
      "\t E   = 3.0\n",
      "\t I   = 79.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 564.0\n",
      "\t F   = 38.0\n",
      "t = 60.09\n",
      "\t S   = 20339.0\n",
      "\t E   = 1.0\n",
      "\t I   = 40.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 604.0\n",
      "\t F   = 39.0\n",
      "t = 90.66\n",
      "\t S   = 20337.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 646.0\n",
      "\t F   = 43.0\n",
      "t = 0.06\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20752.0\n",
      "\t E   = 99.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 58.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20490.0\n",
      "\t E   = 137.0\n",
      "\t I   = 218.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 175.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20297.0\n",
      "\t E   = 81.0\n",
      "\t I   = 284.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 348.0\n",
      "\t F   = 17.0\n",
      "t = 40.08\n",
      "\t S   = 20286.0\n",
      "\t E   = 11.0\n",
      "\t I   = 190.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 512.0\n",
      "\t F   = 26.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 20282.0\n",
      "\t E   = 1.0\n",
      "\t I   = 111.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 599.0\n",
      "\t F   = 31.0\n",
      "t = 60.24\n",
      "\t S   = 20282.0\n",
      "\t E   = 0.0\n",
      "\t I   = 58.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 649.0\n",
      "\t F   = 37.0\n",
      "t = 70.01\n",
      "\t S   = 20282.0\n",
      "\t E   = 0.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 679.0\n",
      "\t F   = 37.0\n",
      "t = 80.38\n",
      "\t S   = 20282.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 689.0\n",
      "\t F   = 39.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20718.0\n",
      "\t E   = 105.0\n",
      "\t I   = 141.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 60.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20417.0\n",
      "\t E   = 151.0\n",
      "\t I   = 260.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 184.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 20240.0\n",
      "\t E   = 71.0\n",
      "\t I   = 289.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 401.0\n",
      "\t F   = 25.0\n",
      "t = 40.02\n",
      "\t S   = 20228.0\n",
      "\t E   = 9.0\n",
      "\t I   = 192.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 565.0\n",
      "\t F   = 33.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.12\n",
      "\t S   = 20225.0\n",
      "\t E   = 4.0\n",
      "\t I   = 102.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 661.0\n",
      "\t F   = 37.0\n",
      "t = 60.09\n",
      "\t S   = 20225.0\n",
      "\t E   = 1.0\n",
      "\t I   = 54.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 708.0\n",
      "\t F   = 39.0\n",
      "t = 70.02\n",
      "\t S   = 20225.0\n",
      "\t E   = 0.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 738.0\n",
      "\t F   = 39.0\n",
      "t = 0.23\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20776.0\n",
      "\t E   = 72.0\n",
      "\t I   = 115.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 64.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20533.0\n",
      "\t E   = 138.0\n",
      "\t I   = 193.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 157.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20348.0\n",
      "\t E   = 68.0\n",
      "\t I   = 274.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 322.0\n",
      "\t F   = 16.0\n",
      "t = 40.18\n",
      "\t S   = 20336.0\n",
      "\t E   = 15.0\n",
      "\t I   = 166.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 484.0\n",
      "\t F   = 23.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 20333.0\n",
      "\t E   = 6.0\n",
      "\t I   = 91.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 562.0\n",
      "\t F   = 33.0\n",
      "t = 60.08\n",
      "\t S   = 20333.0\n",
      "\t E   = 0.0\n",
      "\t I   = 46.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 611.0\n",
      "\t F   = 36.0\n",
      "t = 70.50\n",
      "\t S   = 20333.0\n",
      "\t E   = 0.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 635.0\n",
      "\t F   = 37.0\n",
      "t = 80.94\n",
      "\t S   = 20333.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 649.0\n",
      "\t F   = 37.0\n",
      "t = 90.28\n",
      "\t S   = 20333.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 654.0\n",
      "\t F   = 37.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20759.0\n",
      "\t E   = 89.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 62.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20467.0\n",
      "\t E   = 149.0\n",
      "\t I   = 240.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 160.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 20254.0\n",
      "\t E   = 72.0\n",
      "\t I   = 323.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 358.0\n",
      "\t F   = 19.0\n",
      "t = 40.01\n",
      "\t S   = 20244.0\n",
      "\t E   = 12.0\n",
      "\t I   = 205.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 540.0\n",
      "\t F   = 26.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.07\n",
      "\t S   = 20242.0\n",
      "\t E   = 1.0\n",
      "\t I   = 96.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 652.0\n",
      "\t F   = 35.0\n",
      "t = 60.08\n",
      "\t S   = 20242.0\n",
      "\t E   = 0.0\n",
      "\t I   = 50.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 697.0\n",
      "\t F   = 37.0\n",
      "t = 80.49\n",
      "\t S   = 20242.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 738.0\n",
      "\t F   = 40.0\n",
      "t = 0.00\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20738.0\n",
      "\t E   = 84.0\n",
      "\t I   = 144.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 56.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20443.0\n",
      "\t E   = 163.0\n",
      "\t I   = 221.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 186.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20255.0\n",
      "\t E   = 80.0\n",
      "\t I   = 280.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 381.0\n",
      "\t F   = 29.0\n",
      "t = 40.00\n",
      "\t S   = 20241.0\n",
      "\t E   = 18.0\n",
      "\t I   = 191.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 535.0\n",
      "\t F   = 38.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.12\n",
      "\t S   = 20236.0\n",
      "\t E   = 5.0\n",
      "\t I   = 110.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 629.0\n",
      "\t F   = 44.0\n",
      "t = 60.13\n",
      "\t S   = 20235.0\n",
      "\t E   = 1.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 689.0\n",
      "\t F   = 46.0\n",
      "t = 70.02\n",
      "\t S   = 20234.0\n",
      "\t E   = 1.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 717.0\n",
      "\t F   = 46.0\n",
      "t = 90.82\n",
      "\t S   = 20234.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 737.0\n",
      "\t F   = 48.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20738.0\n",
      "\t E   = 99.0\n",
      "\t I   = 144.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 45.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20390.0\n",
      "\t E   = 178.0\n",
      "\t I   = 271.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 184.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20181.0\n",
      "\t E   = 104.0\n",
      "\t I   = 342.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 382.0\n",
      "\t F   = 16.0\n",
      "t = 40.24\n",
      "\t S   = 20169.0\n",
      "\t E   = 27.0\n",
      "\t I   = 215.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 582.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.06\n",
      "\t S   = 20166.0\n",
      "\t E   = 4.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 699.0\n",
      "\t F   = 37.0\n",
      "t = 60.08\n",
      "\t S   = 20166.0\n",
      "\t E   = 0.0\n",
      "\t I   = 68.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 750.0\n",
      "\t F   = 41.0\n",
      "t = 70.00\n",
      "\t S   = 20166.0\n",
      "\t E   = 0.0\n",
      "\t I   = 32.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 785.0\n",
      "\t F   = 43.0\n",
      "t = 90.71\n",
      "\t S   = 20166.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 808.0\n",
      "\t F   = 44.0\n",
      "t = 100.99\n",
      "\t S   = 20166.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 816.0\n",
      "\t F   = 44.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.13\n",
      "\t S   = 20748.0\n",
      "\t E   = 89.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 48.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20482.0\n",
      "\t E   = 145.0\n",
      "\t I   = 240.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 150.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20311.0\n",
      "\t E   = 68.0\n",
      "\t I   = 294.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 329.0\n",
      "\t F   = 24.0\n",
      "t = 40.06\n",
      "\t S   = 20299.0\n",
      "\t E   = 13.0\n",
      "\t I   = 187.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 498.0\n",
      "\t F   = 31.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.10\n",
      "\t S   = 20298.0\n",
      "\t E   = 1.0\n",
      "\t I   = 87.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 605.0\n",
      "\t F   = 35.0\n",
      "t = 60.10\n",
      "\t S   = 20296.0\n",
      "\t E   = 1.0\n",
      "\t I   = 49.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 641.0\n",
      "\t F   = 38.0\n",
      "t = 70.31\n",
      "\t S   = 20295.0\n",
      "\t E   = 0.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 665.0\n",
      "\t F   = 40.0\n",
      "t = 80.22\n",
      "\t S   = 20294.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 679.0\n",
      "\t F   = 41.0\n",
      "t = 0.05\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20741.0\n",
      "\t E   = 87.0\n",
      "\t I   = 148.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 53.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20402.0\n",
      "\t E   = 175.0\n",
      "\t I   = 257.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 190.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20206.0\n",
      "\t E   = 77.0\n",
      "\t I   = 326.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 394.0\n",
      "\t F   = 19.0\n",
      "t = 40.09\n",
      "\t S   = 20200.0\n",
      "\t E   = 8.0\n",
      "\t I   = 216.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 572.0\n",
      "\t F   = 27.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 20198.0\n",
      "\t E   = 2.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 671.0\n",
      "\t F   = 33.0\n",
      "t = 60.02\n",
      "\t S   = 20198.0\n",
      "\t E   = 0.0\n",
      "\t I   = 69.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 719.0\n",
      "\t F   = 38.0\n",
      "t = 70.31\n",
      "\t S   = 20198.0\n",
      "\t E   = 0.0\n",
      "\t I   = 30.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 760.0\n",
      "\t F   = 40.0\n",
      "t = 90.51\n",
      "\t S   = 20198.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 783.0\n",
      "\t F   = 41.0\n",
      "t = 0.03\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20763.0\n",
      "\t E   = 76.0\n",
      "\t I   = 126.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 61.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20508.0\n",
      "\t E   = 127.0\n",
      "\t I   = 205.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 175.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20333.0\n",
      "\t E   = 77.0\n",
      "\t I   = 256.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 337.0\n",
      "\t F   = 24.0\n",
      "t = 40.09\n",
      "\t S   = 20321.0\n",
      "\t E   = 21.0\n",
      "\t I   = 162.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 487.0\n",
      "\t F   = 34.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 20318.0\n",
      "\t E   = 3.0\n",
      "\t I   = 82.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 578.0\n",
      "\t F   = 42.0\n",
      "t = 60.35\n",
      "\t S   = 20317.0\n",
      "\t E   = 1.0\n",
      "\t I   = 40.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 616.0\n",
      "\t F   = 47.0\n",
      "t = 70.60\n",
      "\t S   = 20317.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 637.0\n",
      "\t F   = 48.0\n",
      "t = 80.28\n",
      "\t S   = 20317.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 650.0\n",
      "\t F   = 48.0\n",
      "t = 110.07\n",
      "\t S   = 20317.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 662.0\n",
      "\t F   = 48.0\n",
      "t = 0.00\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20733.0\n",
      "\t E   = 100.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 53.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20419.0\n",
      "\t E   = 155.0\n",
      "\t I   = 259.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 185.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20199.0\n",
      "\t E   = 80.0\n",
      "\t I   = 358.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 369.0\n",
      "\t F   = 19.0\n",
      "t = 40.00\n",
      "\t S   = 20182.0\n",
      "\t E   = 17.0\n",
      "\t I   = 219.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 571.0\n",
      "\t F   = 34.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.02\n",
      "\t S   = 20177.0\n",
      "\t E   = 6.0\n",
      "\t I   = 109.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 694.0\n",
      "\t F   = 39.0\n",
      "t = 60.03\n",
      "\t S   = 20175.0\n",
      "\t E   = 1.0\n",
      "\t I   = 47.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 758.0\n",
      "\t F   = 42.0\n",
      "t = 70.86\n",
      "\t S   = 20175.0\n",
      "\t E   = 0.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 790.0\n",
      "\t F   = 43.0\n",
      "t = 80.46\n",
      "\t S   = 20175.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 800.0\n",
      "\t F   = 44.0\n",
      "t = 100.98\n",
      "\t S   = 20175.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 809.0\n",
      "\t F   = 44.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.05\n",
      "\t S   = 20752.0\n",
      "\t E   = 88.0\n",
      "\t I   = 127.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 58.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20455.0\n",
      "\t E   = 165.0\n",
      "\t I   = 230.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 167.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20263.0\n",
      "\t E   = 74.0\n",
      "\t I   = 308.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 361.0\n",
      "\t F   = 22.0\n",
      "t = 40.24\n",
      "\t S   = 20250.0\n",
      "\t E   = 14.0\n",
      "\t I   = 207.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 524.0\n",
      "\t F   = 33.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.10\n",
      "\t S   = 20249.0\n",
      "\t E   = 3.0\n",
      "\t I   = 108.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 629.0\n",
      "\t F   = 38.0\n",
      "t = 60.10\n",
      "\t S   = 20249.0\n",
      "\t E   = 0.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 684.0\n",
      "\t F   = 40.0\n",
      "t = 80.45\n",
      "\t S   = 20249.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 726.0\n",
      "\t F   = 44.0\n",
      "t = 0.10\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 20758.0\n",
      "\t E   = 87.0\n",
      "\t I   = 132.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 49.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20496.0\n",
      "\t E   = 146.0\n",
      "\t I   = 214.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 163.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20329.0\n",
      "\t E   = 60.0\n",
      "\t I   = 290.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 329.0\n",
      "\t F   = 20.0\n",
      "t = 40.04\n",
      "\t S   = 20314.0\n",
      "\t E   = 15.0\n",
      "\t I   = 171.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 493.0\n",
      "\t F   = 31.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.10\n",
      "\t S   = 20313.0\n",
      "\t E   = 3.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 576.0\n",
      "\t F   = 35.0\n",
      "t = 60.20\n",
      "\t S   = 20313.0\n",
      "\t E   = 0.0\n",
      "\t I   = 54.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 621.0\n",
      "\t F   = 37.0\n",
      "t = 70.01\n",
      "\t S   = 20313.0\n",
      "\t E   = 0.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 647.0\n",
      "\t F   = 39.0\n",
      "t = 0.04\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20744.0\n",
      "\t E   = 89.0\n",
      "\t I   = 124.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 66.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20475.0\n",
      "\t E   = 133.0\n",
      "\t I   = 218.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 183.0\n",
      "\t F   = 18.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 20295.0\n",
      "\t E   = 55.0\n",
      "\t I   = 303.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 338.0\n",
      "\t F   = 31.0\n",
      "t = 40.10\n",
      "\t S   = 20284.0\n",
      "\t E   = 12.0\n",
      "\t I   = 175.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 9.0\n",
      "\t R   = 505.0\n",
      "\t F   = 44.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.10\n",
      "\t S   = 20284.0\n",
      "\t E   = 2.0\n",
      "\t I   = 91.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 598.0\n",
      "\t F   = 47.0\n",
      "t = 60.16\n",
      "\t S   = 20284.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 648.0\n",
      "\t F   = 51.0\n",
      "t = 70.60\n",
      "\t S   = 20284.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 675.0\n",
      "\t F   = 54.0\n",
      "t = 90.03\n",
      "\t S   = 20284.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 686.0\n",
      "\t F   = 55.0\n",
      "t = 0.11\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20755.0\n",
      "\t E   = 78.0\n",
      "\t I   = 140.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 51.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 20488.0\n",
      "\t E   = 138.0\n",
      "\t I   = 232.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 161.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 20323.0\n",
      "\t E   = 61.0\n",
      "\t I   = 287.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 337.0\n",
      "\t F   = 19.0\n",
      "t = 40.05\n",
      "\t S   = 20311.0\n",
      "\t E   = 11.0\n",
      "\t I   = 170.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 504.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.02\n",
      "\t S   = 20307.0\n",
      "\t E   = 4.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 591.0\n",
      "\t F   = 38.0\n",
      "t = 60.09\n",
      "\t S   = 20307.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 641.0\n",
      "\t F   = 39.0\n",
      "t = 0.04\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20749.0\n",
      "\t E   = 85.0\n",
      "\t I   = 136.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 56.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20446.0\n",
      "\t E   = 159.0\n",
      "\t I   = 232.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 181.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20238.0\n",
      "\t E   = 73.0\n",
      "\t I   = 326.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 365.0\n",
      "\t F   = 25.0\n",
      "t = 40.10\n",
      "\t S   = 20228.0\n",
      "\t E   = 12.0\n",
      "\t I   = 186.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 560.0\n",
      "\t F   = 40.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.20\n",
      "\t S   = 20228.0\n",
      "\t E   = 1.0\n",
      "\t I   = 108.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 644.0\n",
      "\t F   = 45.0\n",
      "t = 60.15\n",
      "\t S   = 20228.0\n",
      "\t E   = 0.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 705.0\n",
      "\t F   = 48.0\n",
      "t = 90.24\n",
      "\t S   = 20228.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 746.0\n",
      "\t F   = 51.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20754.0\n",
      "\t E   = 80.0\n",
      "\t I   = 122.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 70.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20466.0\n",
      "\t E   = 142.0\n",
      "\t I   = 228.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 184.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 20279.0\n",
      "\t E   = 64.0\n",
      "\t I   = 299.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 361.0\n",
      "\t F   = 20.0\n",
      "t = 40.04\n",
      "\t S   = 20270.0\n",
      "\t E   = 13.0\n",
      "\t I   = 193.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 517.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.27\n",
      "\t S   = 20268.0\n",
      "\t E   = 1.0\n",
      "\t I   = 94.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 632.0\n",
      "\t F   = 34.0\n",
      "t = 60.04\n",
      "\t S   = 20265.0\n",
      "\t E   = 1.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 677.0\n",
      "\t F   = 38.0\n",
      "t = 70.36\n",
      "\t S   = 20265.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 708.0\n",
      "\t F   = 39.0\n",
      "t = 0.10\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20747.0\n",
      "\t E   = 91.0\n",
      "\t I   = 145.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 44.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20420.0\n",
      "\t E   = 158.0\n",
      "\t I   = 273.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 173.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20204.0\n",
      "\t E   = 90.0\n",
      "\t I   = 341.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 382.0\n",
      "\t F   = 11.0\n",
      "t = 40.08\n",
      "\t S   = 20188.0\n",
      "\t E   = 18.0\n",
      "\t I   = 218.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 576.0\n",
      "\t F   = 21.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 20186.0\n",
      "\t E   = 2.0\n",
      "\t I   = 108.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 703.0\n",
      "\t F   = 26.0\n",
      "t = 60.10\n",
      "\t S   = 20186.0\n",
      "\t E   = 0.0\n",
      "\t I   = 50.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 758.0\n",
      "\t F   = 30.0\n",
      "t = 70.04\n",
      "\t S   = 20186.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 781.0\n",
      "\t F   = 30.0\n",
      "t = 80.95\n",
      "\t S   = 20186.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 798.0\n",
      "\t F   = 30.0\n",
      "t = 110.23\n",
      "\t S   = 20186.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 811.0\n",
      "\t F   = 30.0\n",
      "t = 0.04\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20713.0\n",
      "\t E   = 110.0\n",
      "\t I   = 143.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 60.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20377.0\n",
      "\t E   = 183.0\n",
      "\t I   = 262.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 191.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20136.0\n",
      "\t E   = 86.0\n",
      "\t I   = 373.0\n",
      "\t D_E = 2.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 400.0\n",
      "\t F   = 26.0\n",
      "t = 40.08\n",
      "\t S   = 20119.0\n",
      "\t E   = 17.0\n",
      "\t I   = 242.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 11.0\n",
      "\t R   = 598.0\n",
      "\t F   = 42.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.11\n",
      "\t S   = 20117.0\n",
      "\t E   = 2.0\n",
      "\t I   = 133.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 10.0\n",
      "\t R   = 718.0\n",
      "\t F   = 49.0\n",
      "t = 60.15\n",
      "\t S   = 20116.0\n",
      "\t E   = 1.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 790.0\n",
      "\t F   = 55.0\n",
      "t = 70.14\n",
      "\t S   = 20116.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 820.0\n",
      "\t F   = 57.0\n",
      "t = 80.36\n",
      "\t S   = 20114.0\n",
      "\t E   = 1.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 837.0\n",
      "\t F   = 57.0\n",
      "t = 100.49\n",
      "\t S   = 20114.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 850.0\n",
      "\t F   = 57.0\n",
      "t = 0.00\n",
      "\t S   = 20894.0\n",
      "\t E   = 108.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20738.0\n",
      "\t E   = 102.0\n",
      "\t I   = 142.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 43.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20431.0\n",
      "\t E   = 165.0\n",
      "\t I   = 242.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 179.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20252.0\n",
      "\t E   = 79.0\n",
      "\t I   = 297.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 375.0\n",
      "\t F   = 23.0\n",
      "t = 40.05\n",
      "\t S   = 20239.0\n",
      "\t E   = 17.0\n",
      "\t I   = 216.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 524.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.00\n",
      "\t S   = 20238.0\n",
      "\t E   = 3.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 630.0\n",
      "\t F   = 34.0\n",
      "t = 60.27\n",
      "\t S   = 20238.0\n",
      "\t E   = 0.0\n",
      "\t I   = 57.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 691.0\n",
      "\t F   = 36.0\n",
      "t = 70.20\n",
      "\t S   = 20238.0\n",
      "\t E   = 0.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 725.0\n",
      "\t F   = 37.0\n",
      "t = 80.30\n",
      "\t S   = 20238.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 737.0\n",
      "\t F   = 37.0\n",
      "t = 90.01\n",
      "\t S   = 20238.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 746.0\n",
      "\t F   = 37.0\n",
      "t = 100.20\n",
      "\t S   = 20238.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 753.0\n",
      "\t F   = 37.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.07\n",
      "\t S   = 20748.0\n",
      "\t E   = 89.0\n",
      "\t I   = 128.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 61.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20479.0\n",
      "\t E   = 150.0\n",
      "\t I   = 214.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 177.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20282.0\n",
      "\t E   = 73.0\n",
      "\t I   = 291.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 360.0\n",
      "\t F   = 20.0\n",
      "t = 40.03\n",
      "\t S   = 20264.0\n",
      "\t E   = 17.0\n",
      "\t I   = 216.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 500.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 20260.0\n",
      "\t E   = 1.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 609.0\n",
      "\t F   = 36.0\n",
      "t = 60.71\n",
      "\t S   = 20258.0\n",
      "\t E   = 1.0\n",
      "\t I   = 57.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 667.0\n",
      "\t F   = 39.0\n",
      "t = 70.01\n",
      "\t S   = 20257.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 695.0\n",
      "\t F   = 39.0\n",
      "t = 90.51\n",
      "\t S   = 20257.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 720.0\n",
      "\t F   = 40.0\n",
      "t = 100.85\n",
      "\t S   = 20257.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 724.0\n",
      "\t F   = 40.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20776.0\n",
      "\t E   = 89.0\n",
      "\t I   = 103.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 56.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 20568.0\n",
      "\t E   = 118.0\n",
      "\t I   = 177.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 154.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 20403.0\n",
      "\t E   = 47.0\n",
      "\t I   = 233.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 327.0\n",
      "\t F   = 19.0\n",
      "t = 40.05\n",
      "\t S   = 20394.0\n",
      "\t E   = 15.0\n",
      "\t I   = 138.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 455.0\n",
      "\t F   = 25.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.26\n",
      "\t S   = 20391.0\n",
      "\t E   = 2.0\n",
      "\t I   = 75.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 525.0\n",
      "\t F   = 34.0\n",
      "t = 60.06\n",
      "\t S   = 20391.0\n",
      "\t E   = 0.0\n",
      "\t I   = 37.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 564.0\n",
      "\t F   = 35.0\n",
      "t = 70.05\n",
      "\t S   = 20391.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 590.0\n",
      "\t F   = 35.0\n",
      "t = 90.79\n",
      "\t S   = 20391.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 602.0\n",
      "\t F   = 35.0\n",
      "t = 0.00\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20743.0\n",
      "\t E   = 95.0\n",
      "\t I   = 128.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 57.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20476.0\n",
      "\t E   = 139.0\n",
      "\t I   = 226.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 171.0\n",
      "\t F   = 17.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20296.0\n",
      "\t E   = 78.0\n",
      "\t I   = 280.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 345.0\n",
      "\t F   = 26.0\n",
      "t = 40.08\n",
      "\t S   = 20285.0\n",
      "\t E   = 21.0\n",
      "\t I   = 185.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 498.0\n",
      "\t F   = 35.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.15\n",
      "\t S   = 20282.0\n",
      "\t E   = 5.0\n",
      "\t I   = 97.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 598.0\n",
      "\t F   = 43.0\n",
      "t = 60.08\n",
      "\t S   = 20282.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 655.0\n",
      "\t F   = 47.0\n",
      "t = 70.13\n",
      "\t S   = 20282.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 675.0\n",
      "\t F   = 50.0\n",
      "t = 90.31\n",
      "\t S   = 20282.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 687.0\n",
      "\t F   = 52.0\n",
      "t = 130.81\n",
      "\t S   = 20282.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 694.0\n",
      "\t F   = 53.0\n",
      "t = 0.09\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20764.0\n",
      "\t E   = 85.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 54.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20494.0\n",
      "\t E   = 124.0\n",
      "\t I   = 222.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 180.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20314.0\n",
      "\t E   = 57.0\n",
      "\t I   = 273.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 365.0\n",
      "\t F   = 18.0\n",
      "t = 40.04\n",
      "\t S   = 20305.0\n",
      "\t E   = 7.0\n",
      "\t I   = 179.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 507.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.12\n",
      "\t S   = 20304.0\n",
      "\t E   = 1.0\n",
      "\t I   = 96.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 593.0\n",
      "\t F   = 34.0\n",
      "t = 70.35\n",
      "\t S   = 20304.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 660.0\n",
      "\t F   = 41.0\n",
      "t = 80.33\n",
      "\t S   = 20304.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 672.0\n",
      "\t F   = 41.0\n",
      "t = 90.17\n",
      "\t S   = 20304.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 681.0\n",
      "\t F   = 41.0\n",
      "t = 120.46\n",
      "\t S   = 20304.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 683.0\n",
      "\t F   = 41.0\n",
      "t = 0.03\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20764.0\n",
      "\t E   = 84.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 61.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20530.0\n",
      "\t E   = 130.0\n",
      "\t I   = 197.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 164.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20363.0\n",
      "\t E   = 67.0\n",
      "\t I   = 249.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 327.0\n",
      "\t F   = 19.0\n",
      "t = 40.06\n",
      "\t S   = 20354.0\n",
      "\t E   = 15.0\n",
      "\t I   = 167.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 458.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.03\n",
      "\t S   = 20348.0\n",
      "\t E   = 1.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 547.0\n",
      "\t F   = 33.0\n",
      "t = 60.42\n",
      "\t S   = 20348.0\n",
      "\t E   = 1.0\n",
      "\t I   = 50.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 593.0\n",
      "\t F   = 35.0\n",
      "t = 80.89\n",
      "\t S   = 20348.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 633.0\n",
      "\t F   = 35.0\n",
      "t = 0.10\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20753.0\n",
      "\t E   = 94.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 58.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20483.0\n",
      "\t E   = 142.0\n",
      "\t I   = 223.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 173.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20271.0\n",
      "\t E   = 85.0\n",
      "\t I   = 299.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 350.0\n",
      "\t F   = 21.0\n",
      "t = 40.02\n",
      "\t S   = 20254.0\n",
      "\t E   = 20.0\n",
      "\t I   = 194.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 524.0\n",
      "\t F   = 33.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.05\n",
      "\t S   = 20253.0\n",
      "\t E   = 2.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 628.0\n",
      "\t F   = 42.0\n",
      "t = 60.34\n",
      "\t S   = 20253.0\n",
      "\t E   = 0.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 682.0\n",
      "\t F   = 44.0\n",
      "t = 70.11\n",
      "\t S   = 20252.0\n",
      "\t E   = 1.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 704.0\n",
      "\t F   = 44.0\n",
      "t = 80.26\n",
      "\t S   = 20252.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 717.0\n",
      "\t F   = 44.0\n",
      "t = 90.24\n",
      "\t S   = 20252.0\n",
      "\t E   = 0.0\n",
      "\t I   = 5.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 726.0\n",
      "\t F   = 44.0\n",
      "t = 100.90\n",
      "\t S   = 20252.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 728.0\n",
      "\t F   = 44.0\n",
      "t = 120.31\n",
      "\t S   = 20252.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 731.0\n",
      "\t F   = 44.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20780.0\n",
      "\t E   = 71.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 52.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20531.0\n",
      "\t E   = 140.0\n",
      "\t I   = 202.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 147.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 20370.0\n",
      "\t E   = 65.0\n",
      "\t I   = 257.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 317.0\n",
      "\t F   = 18.0\n",
      "t = 40.09\n",
      "\t S   = 20362.0\n",
      "\t E   = 8.0\n",
      "\t I   = 163.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 461.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.34\n",
      "\t S   = 20362.0\n",
      "\t E   = 2.0\n",
      "\t I   = 74.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 553.0\n",
      "\t F   = 33.0\n",
      "t = 60.17\n",
      "\t S   = 20362.0\n",
      "\t E   = 0.0\n",
      "\t I   = 38.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 592.0\n",
      "\t F   = 34.0\n",
      "t = 80.57\n",
      "\t S   = 20362.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 620.0\n",
      "\t F   = 36.0\n",
      "t = 0.02\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20718.0\n",
      "\t E   = 110.0\n",
      "\t I   = 138.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 60.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20413.0\n",
      "\t E   = 171.0\n",
      "\t I   = 238.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 196.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20207.0\n",
      "\t E   = 76.0\n",
      "\t I   = 335.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 380.0\n",
      "\t F   = 27.0\n",
      "t = 40.28\n",
      "\t S   = 20199.0\n",
      "\t E   = 21.0\n",
      "\t I   = 208.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 555.0\n",
      "\t F   = 41.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 20197.0\n",
      "\t E   = 4.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 659.0\n",
      "\t F   = 51.0\n",
      "t = 60.54\n",
      "\t S   = 20197.0\n",
      "\t E   = 2.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 716.0\n",
      "\t F   = 53.0\n",
      "t = 80.01\n",
      "\t S   = 20197.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 750.0\n",
      "\t F   = 57.0\n",
      "t = 0.06\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.04\n",
      "\t S   = 20746.0\n",
      "\t E   = 98.0\n",
      "\t I   = 134.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 48.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20448.0\n",
      "\t E   = 152.0\n",
      "\t I   = 247.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 168.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 20229.0\n",
      "\t E   = 86.0\n",
      "\t I   = 306.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 375.0\n",
      "\t F   = 27.0\n",
      "t = 40.07\n",
      "\t S   = 20221.0\n",
      "\t E   = 13.0\n",
      "\t I   = 194.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 10.0\n",
      "\t R   = 553.0\n",
      "\t F   = 38.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 20218.0\n",
      "\t E   = 4.0\n",
      "\t I   = 88.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 12.0\n",
      "\t R   = 664.0\n",
      "\t F   = 43.0\n",
      "t = 60.05\n",
      "\t S   = 20218.0\n",
      "\t E   = 0.0\n",
      "\t I   = 40.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 9.0\n",
      "\t R   = 715.0\n",
      "\t F   = 47.0\n",
      "t = 70.97\n",
      "\t S   = 20218.0\n",
      "\t E   = 0.0\n",
      "\t I   = 21.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 735.0\n",
      "\t F   = 49.0\n",
      "t = 80.32\n",
      "\t S   = 20218.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 751.0\n",
      "\t F   = 49.0\n",
      "t = 100.70\n",
      "\t S   = 20218.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 760.0\n",
      "\t F   = 49.0\n",
      "t = 0.04\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20748.0\n",
      "\t E   = 89.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 60.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20471.0\n",
      "\t E   = 133.0\n",
      "\t I   = 223.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 180.0\n",
      "\t F   = 19.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20273.0\n",
      "\t E   = 79.0\n",
      "\t I   = 271.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 373.0\n",
      "\t F   = 29.0\n",
      "t = 40.07\n",
      "\t S   = 20259.0\n",
      "\t E   = 11.0\n",
      "\t I   = 176.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 546.0\n",
      "\t F   = 33.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.02\n",
      "\t S   = 20256.0\n",
      "\t E   = 4.0\n",
      "\t I   = 83.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 649.0\n",
      "\t F   = 36.0\n",
      "t = 60.53\n",
      "\t S   = 20255.0\n",
      "\t E   = 2.0\n",
      "\t I   = 40.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 688.0\n",
      "\t F   = 42.0\n",
      "t = 110.32\n",
      "\t S   = 20255.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 729.0\n",
      "\t F   = 45.0\n",
      "t = 0.04\n",
      "\t S   = 20894.0\n",
      "\t E   = 108.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20737.0\n",
      "\t E   = 93.0\n",
      "\t I   = 141.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 56.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20457.0\n",
      "\t E   = 153.0\n",
      "\t I   = 215.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 193.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20290.0\n",
      "\t E   = 58.0\n",
      "\t I   = 277.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 385.0\n",
      "\t F   = 17.0\n",
      "t = 40.08\n",
      "\t S   = 20278.0\n",
      "\t E   = 18.0\n",
      "\t I   = 154.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 548.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.20\n",
      "\t S   = 20277.0\n",
      "\t E   = 2.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 628.0\n",
      "\t F   = 36.0\n",
      "t = 60.30\n",
      "\t S   = 20277.0\n",
      "\t E   = 0.0\n",
      "\t I   = 41.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 665.0\n",
      "\t F   = 39.0\n",
      "t = 70.73\n",
      "\t S   = 20277.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 689.0\n",
      "\t F   = 41.0\n",
      "t = 90.31\n",
      "\t S   = 20277.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 700.0\n",
      "\t F   = 42.0\n",
      "t = 120.14\n",
      "\t S   = 20277.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 709.0\n",
      "\t F   = 42.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20711.0\n",
      "\t E   = 112.0\n",
      "\t I   = 152.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 52.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20393.0\n",
      "\t E   = 168.0\n",
      "\t I   = 251.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 206.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20190.0\n",
      "\t E   = 84.0\n",
      "\t I   = 306.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 428.0\n",
      "\t F   = 20.0\n",
      "t = 40.03\n",
      "\t S   = 20183.0\n",
      "\t E   = 16.0\n",
      "\t I   = 193.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 604.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.11\n",
      "\t S   = 20180.0\n",
      "\t E   = 2.0\n",
      "\t I   = 107.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 701.0\n",
      "\t F   = 35.0\n",
      "t = 60.31\n",
      "\t S   = 20179.0\n",
      "\t E   = 0.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 754.0\n",
      "\t F   = 36.0\n",
      "t = 70.56\n",
      "\t S   = 20179.0\n",
      "\t E   = 0.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 774.0\n",
      "\t F   = 37.0\n",
      "t = 80.52\n",
      "\t S   = 20179.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 791.0\n",
      "\t F   = 38.0\n",
      "t = 90.83\n",
      "\t S   = 20179.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 800.0\n",
      "\t F   = 38.0\n",
      "t = 0.04\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20780.0\n",
      "\t E   = 79.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 45.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 20508.0\n",
      "\t E   = 132.0\n",
      "\t I   = 207.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 169.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20326.0\n",
      "\t E   = 65.0\n",
      "\t I   = 260.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 355.0\n",
      "\t F   = 19.0\n",
      "t = 40.02\n",
      "\t S   = 20320.0\n",
      "\t E   = 13.0\n",
      "\t I   = 156.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 506.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.54\n",
      "\t S   = 20320.0\n",
      "\t E   = 2.0\n",
      "\t I   = 78.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 595.0\n",
      "\t F   = 33.0\n",
      "t = 60.43\n",
      "\t S   = 20319.0\n",
      "\t E   = 1.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 634.0\n",
      "\t F   = 38.0\n",
      "t = 70.13\n",
      "\t S   = 20319.0\n",
      "\t E   = 0.0\n",
      "\t I   = 14.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 654.0\n",
      "\t F   = 38.0\n",
      "t = 0.10\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20756.0\n",
      "\t E   = 95.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 51.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20506.0\n",
      "\t E   = 137.0\n",
      "\t I   = 218.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 158.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20310.0\n",
      "\t E   = 74.0\n",
      "\t I   = 280.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 9.0\n",
      "\t R   = 335.0\n",
      "\t F   = 21.0\n",
      "t = 40.09\n",
      "\t S   = 20306.0\n",
      "\t E   = 12.0\n",
      "\t I   = 176.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 12.0\n",
      "\t R   = 493.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.16\n",
      "\t S   = 20304.0\n",
      "\t E   = 3.0\n",
      "\t I   = 92.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 590.0\n",
      "\t F   = 37.0\n",
      "t = 60.27\n",
      "\t S   = 20304.0\n",
      "\t E   = 1.0\n",
      "\t I   = 46.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 634.0\n",
      "\t F   = 41.0\n",
      "t = 130.74\n",
      "\t S   = 20304.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 684.0\n",
      "\t F   = 41.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20734.0\n",
      "\t E   = 103.0\n",
      "\t I   = 134.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 50.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20462.0\n",
      "\t E   = 143.0\n",
      "\t I   = 244.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 165.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20248.0\n",
      "\t E   = 75.0\n",
      "\t I   = 316.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 360.0\n",
      "\t F   = 29.0\n",
      "t = 40.04\n",
      "\t S   = 20237.0\n",
      "\t E   = 20.0\n",
      "\t I   = 184.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 543.0\n",
      "\t F   = 40.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.08\n",
      "\t S   = 20235.0\n",
      "\t E   = 3.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 640.0\n",
      "\t F   = 43.0\n",
      "t = 60.24\n",
      "\t S   = 20235.0\n",
      "\t E   = 0.0\n",
      "\t I   = 48.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 694.0\n",
      "\t F   = 49.0\n",
      "t = 70.22\n",
      "\t S   = 20235.0\n",
      "\t E   = 0.0\n",
      "\t I   = 19.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 721.0\n",
      "\t F   = 52.0\n",
      "t = 0.00\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20759.0\n",
      "\t E   = 87.0\n",
      "\t I   = 128.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 51.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20464.0\n",
      "\t E   = 133.0\n",
      "\t I   = 252.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 165.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 20273.0\n",
      "\t E   = 84.0\n",
      "\t I   = 273.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 369.0\n",
      "\t F   = 27.0\n",
      "t = 40.18\n",
      "\t S   = 20258.0\n",
      "\t E   = 16.0\n",
      "\t I   = 188.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 531.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 20253.0\n",
      "\t E   = 3.0\n",
      "\t I   = 103.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 625.0\n",
      "\t F   = 38.0\n",
      "t = 60.09\n",
      "\t S   = 20253.0\n",
      "\t E   = 1.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 12.0\n",
      "\t R   = 670.0\n",
      "\t F   = 42.0\n",
      "t = 70.00\n",
      "\t S   = 20253.0\n",
      "\t E   = 0.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 9.0\n",
      "\t R   = 703.0\n",
      "\t F   = 44.0\n",
      "t = 100.66\n",
      "\t S   = 20253.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 727.0\n",
      "\t F   = 45.0\n",
      "t = 150.18\n",
      "\t S   = 20253.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 731.0\n",
      "\t F   = 45.0\n",
      "t = 0.09\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20733.0\n",
      "\t E   = 93.0\n",
      "\t I   = 137.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 64.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20412.0\n",
      "\t E   = 163.0\n",
      "\t I   = 266.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 182.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20214.0\n",
      "\t E   = 80.0\n",
      "\t I   = 333.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 385.0\n",
      "\t F   = 14.0\n",
      "t = 40.02\n",
      "\t S   = 20204.0\n",
      "\t E   = 15.0\n",
      "\t I   = 204.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 577.0\n",
      "\t F   = 25.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.12\n",
      "\t S   = 20203.0\n",
      "\t E   = 1.0\n",
      "\t I   = 113.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 678.0\n",
      "\t F   = 31.0\n",
      "t = 60.05\n",
      "\t S   = 20203.0\n",
      "\t E   = 0.0\n",
      "\t I   = 47.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 737.0\n",
      "\t F   = 38.0\n",
      "t = 70.19\n",
      "\t S   = 20203.0\n",
      "\t E   = 0.0\n",
      "\t I   = 23.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 761.0\n",
      "\t F   = 40.0\n",
      "t = 90.76\n",
      "\t S   = 20203.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 780.0\n",
      "\t F   = 40.0\n",
      "t = 0.03\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20753.0\n",
      "\t E   = 92.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 63.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 20532.0\n",
      "\t E   = 130.0\n",
      "\t I   = 191.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 165.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20387.0\n",
      "\t E   = 69.0\n",
      "\t I   = 244.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 311.0\n",
      "\t F   = 16.0\n",
      "t = 40.04\n",
      "\t S   = 20373.0\n",
      "\t E   = 20.0\n",
      "\t I   = 149.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 460.0\n",
      "\t F   = 24.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 20369.0\n",
      "\t E   = 7.0\n",
      "\t I   = 87.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 527.0\n",
      "\t F   = 37.0\n",
      "t = 60.19\n",
      "\t S   = 20369.0\n",
      "\t E   = 1.0\n",
      "\t I   = 48.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 568.0\n",
      "\t F   = 42.0\n",
      "t = 70.23\n",
      "\t S   = 20368.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 594.0\n",
      "\t F   = 43.0\n",
      "t = 80.59\n",
      "\t S   = 20368.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 607.0\n",
      "\t F   = 43.0\n",
      "t = 130.50\n",
      "\t S   = 20368.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 617.0\n",
      "\t F   = 43.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20714.0\n",
      "\t E   = 92.0\n",
      "\t I   = 158.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 60.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20392.0\n",
      "\t E   = 149.0\n",
      "\t I   = 259.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 212.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20184.0\n",
      "\t E   = 72.0\n",
      "\t I   = 322.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 421.0\n",
      "\t F   = 23.0\n",
      "t = 40.07\n",
      "\t S   = 20174.0\n",
      "\t E   = 15.0\n",
      "\t I   = 214.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 590.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.18\n",
      "\t S   = 20170.0\n",
      "\t E   = 8.0\n",
      "\t I   = 111.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 699.0\n",
      "\t F   = 35.0\n",
      "t = 60.30\n",
      "\t S   = 20168.0\n",
      "\t E   = 2.0\n",
      "\t I   = 58.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 761.0\n",
      "\t F   = 38.0\n",
      "t = 70.15\n",
      "\t S   = 20168.0\n",
      "\t E   = 0.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 791.0\n",
      "\t F   = 40.0\n",
      "t = 0.06\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.08\n",
      "\t S   = 20760.0\n",
      "\t E   = 90.0\n",
      "\t I   = 122.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 55.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20503.0\n",
      "\t E   = 142.0\n",
      "\t I   = 209.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 167.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20301.0\n",
      "\t E   = 69.0\n",
      "\t I   = 297.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 339.0\n",
      "\t F   = 19.0\n",
      "t = 40.01\n",
      "\t S   = 20288.0\n",
      "\t E   = 13.0\n",
      "\t I   = 200.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 497.0\n",
      "\t F   = 27.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 20285.0\n",
      "\t E   = 0.0\n",
      "\t I   = 99.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 606.0\n",
      "\t F   = 34.0\n",
      "t = 60.86\n",
      "\t S   = 20284.0\n",
      "\t E   = 0.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 658.0\n",
      "\t F   = 37.0\n",
      "t = 70.98\n",
      "\t S   = 20283.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 682.0\n",
      "\t F   = 38.0\n",
      "t = 80.75\n",
      "\t S   = 20283.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 698.0\n",
      "\t F   = 38.0\n",
      "t = 90.42\n",
      "\t S   = 20283.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 704.0\n",
      "\t F   = 38.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20753.0\n",
      "\t E   = 91.0\n",
      "\t I   = 105.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 80.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20483.0\n",
      "\t E   = 135.0\n",
      "\t I   = 210.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 192.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20303.0\n",
      "\t E   = 68.0\n",
      "\t I   = 259.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 377.0\n",
      "\t F   = 18.0\n",
      "t = 40.02\n",
      "\t S   = 20294.0\n",
      "\t E   = 10.0\n",
      "\t I   = 189.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 510.0\n",
      "\t F   = 25.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.02\n",
      "\t S   = 20291.0\n",
      "\t E   = 1.0\n",
      "\t I   = 103.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 602.0\n",
      "\t F   = 29.0\n",
      "t = 60.11\n",
      "\t S   = 20287.0\n",
      "\t E   = 0.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 652.0\n",
      "\t F   = 34.0\n",
      "t = 70.11\n",
      "\t S   = 20286.0\n",
      "\t E   = 0.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 677.0\n",
      "\t F   = 36.0\n",
      "t = 80.60\n",
      "\t S   = 20286.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 690.0\n",
      "\t F   = 36.0\n",
      "t = 100.39\n",
      "\t S   = 20286.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 704.0\n",
      "\t F   = 37.0\n",
      "t = 0.04\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20759.0\n",
      "\t E   = 74.0\n",
      "\t I   = 141.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 55.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20452.0\n",
      "\t E   = 143.0\n",
      "\t I   = 259.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 170.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20231.0\n",
      "\t E   = 85.0\n",
      "\t I   = 309.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 383.0\n",
      "\t F   = 16.0\n",
      "t = 40.05\n",
      "\t S   = 20212.0\n",
      "\t E   = 23.0\n",
      "\t I   = 186.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 574.0\n",
      "\t F   = 31.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.03\n",
      "\t S   = 20205.0\n",
      "\t E   = 3.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 663.0\n",
      "\t F   = 40.0\n",
      "t = 60.02\n",
      "\t S   = 20205.0\n",
      "\t E   = 1.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 723.0\n",
      "\t F   = 43.0\n",
      "t = 70.76\n",
      "\t S   = 20205.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 752.0\n",
      "\t F   = 44.0\n",
      "t = 80.18\n",
      "\t S   = 20205.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 768.0\n",
      "\t F   = 44.0\n",
      "t = 100.55\n",
      "\t S   = 20205.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 776.0\n",
      "\t F   = 44.0\n",
      "t = 0.00\n",
      "\t S   = 20894.0\n",
      "\t E   = 108.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20733.0\n",
      "\t E   = 102.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 52.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 20442.0\n",
      "\t E   = 163.0\n",
      "\t I   = 237.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 173.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.06\n",
      "\t S   = 20241.0\n",
      "\t E   = 89.0\n",
      "\t I   = 301.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 372.0\n",
      "\t F   = 22.0\n",
      "t = 40.31\n",
      "\t S   = 20232.0\n",
      "\t E   = 21.0\n",
      "\t I   = 202.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 532.0\n",
      "\t F   = 35.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.12\n",
      "\t S   = 20229.0\n",
      "\t E   = 3.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 633.0\n",
      "\t F   = 39.0\n",
      "t = 60.03\n",
      "\t S   = 20229.0\n",
      "\t E   = 0.0\n",
      "\t I   = 54.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 697.0\n",
      "\t F   = 42.0\n",
      "t = 70.66\n",
      "\t S   = 20229.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 726.0\n",
      "\t F   = 45.0\n",
      "t = 100.71\n",
      "\t S   = 20229.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 750.0\n",
      "\t F   = 46.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 108.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20755.0\n",
      "\t E   = 83.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 64.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20533.0\n",
      "\t E   = 111.0\n",
      "\t I   = 202.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 166.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20377.0\n",
      "\t E   = 49.0\n",
      "\t I   = 245.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 330.0\n",
      "\t F   = 24.0\n",
      "t = 40.03\n",
      "\t S   = 20362.0\n",
      "\t E   = 16.0\n",
      "\t I   = 145.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 468.0\n",
      "\t F   = 33.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 20361.0\n",
      "\t E   = 3.0\n",
      "\t I   = 73.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 549.0\n",
      "\t F   = 38.0\n",
      "t = 60.93\n",
      "\t S   = 20361.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 590.0\n",
      "\t F   = 40.0\n",
      "t = 70.70\n",
      "\t S   = 20361.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 615.0\n",
      "\t F   = 41.0\n",
      "t = 80.65\n",
      "\t S   = 20361.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 621.0\n",
      "\t F   = 41.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20745.0\n",
      "\t E   = 82.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 62.0\n",
      "\t F   = 1.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20479.0\n",
      "\t E   = 143.0\n",
      "\t I   = 221.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 182.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20313.0\n",
      "\t E   = 72.0\n",
      "\t I   = 265.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 367.0\n",
      "\t F   = 6.0\n",
      "t = 40.12\n",
      "\t S   = 20306.0\n",
      "\t E   = 9.0\n",
      "\t I   = 178.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 520.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.03\n",
      "\t S   = 20305.0\n",
      "\t E   = 2.0\n",
      "\t I   = 85.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 616.0\n",
      "\t F   = 20.0\n",
      "t = 60.54\n",
      "\t S   = 20305.0\n",
      "\t E   = 0.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 663.0\n",
      "\t F   = 23.0\n",
      "t = 70.20\n",
      "\t S   = 20305.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 679.0\n",
      "\t F   = 26.0\n",
      "t = 80.45\n",
      "\t S   = 20305.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 687.0\n",
      "\t F   = 26.0\n",
      "t = 0.03\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20750.0\n",
      "\t E   = 96.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 65.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20478.0\n",
      "\t E   = 149.0\n",
      "\t I   = 217.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 177.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20308.0\n",
      "\t E   = 62.0\n",
      "\t I   = 275.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 358.0\n",
      "\t F   = 22.0\n",
      "t = 40.05\n",
      "\t S   = 20296.0\n",
      "\t E   = 9.0\n",
      "\t I   = 193.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 494.0\n",
      "\t F   = 31.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 20296.0\n",
      "\t E   = 0.0\n",
      "\t I   = 98.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 596.0\n",
      "\t F   = 34.0\n",
      "t = 60.29\n",
      "\t S   = 20296.0\n",
      "\t E   = 0.0\n",
      "\t I   = 44.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 648.0\n",
      "\t F   = 36.0\n",
      "t = 70.20\n",
      "\t S   = 20296.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 674.0\n",
      "\t F   = 37.0\n",
      "t = 80.88\n",
      "\t S   = 20296.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 682.0\n",
      "\t F   = 38.0\n",
      "t = 100.51\n",
      "\t S   = 20296.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 692.0\n",
      "\t F   = 38.0\n",
      "t = 0.04\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20759.0\n",
      "\t E   = 74.0\n",
      "\t I   = 133.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 61.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20492.0\n",
      "\t E   = 125.0\n",
      "\t I   = 215.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 185.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20309.0\n",
      "\t E   = 67.0\n",
      "\t I   = 282.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 344.0\n",
      "\t F   = 23.0\n",
      "t = 40.14\n",
      "\t S   = 20297.0\n",
      "\t E   = 14.0\n",
      "\t I   = 185.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 492.0\n",
      "\t F   = 38.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.19\n",
      "\t S   = 20292.0\n",
      "\t E   = 3.0\n",
      "\t I   = 93.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 595.0\n",
      "\t F   = 43.0\n",
      "t = 60.01\n",
      "\t S   = 20292.0\n",
      "\t E   = 0.0\n",
      "\t I   = 43.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 648.0\n",
      "\t F   = 45.0\n",
      "t = 70.13\n",
      "\t S   = 20292.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 672.0\n",
      "\t F   = 46.0\n",
      "t = 80.78\n",
      "\t S   = 20292.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 680.0\n",
      "\t F   = 46.0\n",
      "t = 0.03\n",
      "\t S   = 20894.0\n",
      "\t E   = 108.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20730.0\n",
      "\t E   = 95.0\n",
      "\t I   = 144.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 55.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20420.0\n",
      "\t E   = 166.0\n",
      "\t I   = 266.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 164.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.05\n",
      "\t S   = 20190.0\n",
      "\t E   = 94.0\n",
      "\t I   = 320.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 9.0\n",
      "\t R   = 387.0\n",
      "\t F   = 29.0\n",
      "t = 40.00\n",
      "\t S   = 20177.0\n",
      "\t E   = 19.0\n",
      "\t I   = 207.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 10.0\n",
      "\t R   = 573.0\n",
      "\t F   = 43.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.11\n",
      "\t S   = 20173.0\n",
      "\t E   = 6.0\n",
      "\t I   = 105.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 695.0\n",
      "\t F   = 47.0\n",
      "t = 60.27\n",
      "\t S   = 20173.0\n",
      "\t E   = 0.0\n",
      "\t I   = 46.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 756.0\n",
      "\t F   = 51.0\n",
      "t = 70.28\n",
      "\t S   = 20173.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 778.0\n",
      "\t F   = 52.0\n",
      "t = 130.46\n",
      "\t S   = 20173.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 803.0\n",
      "\t F   = 53.0\n",
      "t = 0.04\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20766.0\n",
      "\t E   = 89.0\n",
      "\t I   = 117.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 54.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20456.0\n",
      "\t E   = 166.0\n",
      "\t I   = 235.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 165.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20270.0\n",
      "\t E   = 73.0\n",
      "\t I   = 295.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 372.0\n",
      "\t F   = 18.0\n",
      "t = 40.13\n",
      "\t S   = 20258.0\n",
      "\t E   = 20.0\n",
      "\t I   = 200.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 521.0\n",
      "\t F   = 26.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.19\n",
      "\t S   = 20253.0\n",
      "\t E   = 4.0\n",
      "\t I   = 115.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 619.0\n",
      "\t F   = 32.0\n",
      "t = 60.43\n",
      "\t S   = 20250.0\n",
      "\t E   = 3.0\n",
      "\t I   = 61.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 681.0\n",
      "\t F   = 32.0\n",
      "t = 70.52\n",
      "\t S   = 20250.0\n",
      "\t E   = 0.0\n",
      "\t I   = 34.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 708.0\n",
      "\t F   = 35.0\n",
      "t = 80.86\n",
      "\t S   = 20250.0\n",
      "\t E   = 0.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 724.0\n",
      "\t F   = 35.0\n",
      "t = 0.07\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.14\n",
      "\t S   = 20745.0\n",
      "\t E   = 91.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 50.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20458.0\n",
      "\t E   = 131.0\n",
      "\t I   = 258.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 173.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20240.0\n",
      "\t E   = 73.0\n",
      "\t I   = 311.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 384.0\n",
      "\t F   = 20.0\n",
      "t = 40.03\n",
      "\t S   = 20232.0\n",
      "\t E   = 16.0\n",
      "\t I   = 191.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 559.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 20226.0\n",
      "\t E   = 6.0\n",
      "\t I   = 109.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 652.0\n",
      "\t F   = 35.0\n",
      "t = 60.32\n",
      "\t S   = 20225.0\n",
      "\t E   = 2.0\n",
      "\t I   = 60.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 702.0\n",
      "\t F   = 39.0\n",
      "t = 70.98\n",
      "\t S   = 20225.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 727.0\n",
      "\t F   = 44.0\n",
      "t = 80.57\n",
      "\t S   = 20225.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 746.0\n",
      "\t F   = 44.0\n",
      "t = 110.80\n",
      "\t S   = 20225.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 758.0\n",
      "\t F   = 44.0\n",
      "t = 0.04\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20725.0\n",
      "\t E   = 96.0\n",
      "\t I   = 147.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 55.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 20407.0\n",
      "\t E   = 173.0\n",
      "\t I   = 259.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 178.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20196.0\n",
      "\t E   = 81.0\n",
      "\t I   = 338.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 391.0\n",
      "\t F   = 22.0\n",
      "t = 40.03\n",
      "\t S   = 20182.0\n",
      "\t E   = 20.0\n",
      "\t I   = 207.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 9.0\n",
      "\t R   = 573.0\n",
      "\t F   = 38.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.16\n",
      "\t S   = 20178.0\n",
      "\t E   = 4.0\n",
      "\t I   = 100.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 694.0\n",
      "\t F   = 45.0\n",
      "t = 60.29\n",
      "\t S   = 20177.0\n",
      "\t E   = 1.0\n",
      "\t I   = 48.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 749.0\n",
      "\t F   = 47.0\n",
      "t = 70.64\n",
      "\t S   = 20177.0\n",
      "\t E   = 0.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 774.0\n",
      "\t F   = 48.0\n",
      "t = 80.21\n",
      "\t S   = 20177.0\n",
      "\t E   = 0.0\n",
      "\t I   = 15.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 789.0\n",
      "\t F   = 48.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20712.0\n",
      "\t E   = 114.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 60.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20400.0\n",
      "\t E   = 164.0\n",
      "\t I   = 265.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 192.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.04\n",
      "\t S   = 20188.0\n",
      "\t E   = 81.0\n",
      "\t I   = 346.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 387.0\n",
      "\t F   = 25.0\n",
      "t = 40.12\n",
      "\t S   = 20173.0\n",
      "\t E   = 21.0\n",
      "\t I   = 205.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 594.0\n",
      "\t F   = 35.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.25\n",
      "\t S   = 20172.0\n",
      "\t E   = 6.0\n",
      "\t I   = 123.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 686.0\n",
      "\t F   = 40.0\n",
      "t = 60.24\n",
      "\t S   = 20172.0\n",
      "\t E   = 1.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 745.0\n",
      "\t F   = 43.0\n",
      "t = 70.86\n",
      "\t S   = 20172.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 778.0\n",
      "\t F   = 44.0\n",
      "t = 80.52\n",
      "\t S   = 20172.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 801.0\n",
      "\t F   = 44.0\n",
      "t = 90.88\n",
      "\t S   = 20172.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 805.0\n",
      "\t F   = 45.0\n",
      "t = 0.06\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20782.0\n",
      "\t E   = 87.0\n",
      "\t I   = 105.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 50.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.05\n",
      "\t S   = 20545.0\n",
      "\t E   = 119.0\n",
      "\t I   = 218.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 133.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20367.0\n",
      "\t E   = 60.0\n",
      "\t I   = 265.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 311.0\n",
      "\t F   = 24.0\n",
      "t = 40.01\n",
      "\t S   = 20359.0\n",
      "\t E   = 8.0\n",
      "\t I   = 159.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 472.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.09\n",
      "\t S   = 20357.0\n",
      "\t E   = 3.0\n",
      "\t I   = 76.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 556.0\n",
      "\t F   = 35.0\n",
      "t = 60.10\n",
      "\t S   = 20356.0\n",
      "\t E   = 1.0\n",
      "\t I   = 39.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 593.0\n",
      "\t F   = 38.0\n",
      "t = 70.70\n",
      "\t S   = 20356.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 618.0\n",
      "\t F   = 40.0\n",
      "t = 80.84\n",
      "\t S   = 20356.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 626.0\n",
      "\t F   = 42.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20740.0\n",
      "\t E   = 84.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 58.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20433.0\n",
      "\t E   = 161.0\n",
      "\t I   = 243.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 179.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20230.0\n",
      "\t E   = 73.0\n",
      "\t I   = 330.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 368.0\n",
      "\t F   = 25.0\n",
      "t = 40.02\n",
      "\t S   = 20219.0\n",
      "\t E   = 14.0\n",
      "\t I   = 189.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 558.0\n",
      "\t F   = 42.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 20216.0\n",
      "\t E   = 6.0\n",
      "\t I   = 104.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 651.0\n",
      "\t F   = 46.0\n",
      "t = 60.04\n",
      "\t S   = 20216.0\n",
      "\t E   = 0.0\n",
      "\t I   = 47.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 713.0\n",
      "\t F   = 49.0\n",
      "t = 70.43\n",
      "\t S   = 20215.0\n",
      "\t E   = 0.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 736.0\n",
      "\t F   = 49.0\n",
      "t = 100.30\n",
      "\t S   = 20215.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 761.0\n",
      "\t F   = 50.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20749.0\n",
      "\t E   = 97.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 65.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20552.0\n",
      "\t E   = 115.0\n",
      "\t I   = 185.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 166.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.07\n",
      "\t S   = 20413.0\n",
      "\t E   = 57.0\n",
      "\t I   = 214.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 325.0\n",
      "\t F   = 18.0\n",
      "t = 40.08\n",
      "\t S   = 20406.0\n",
      "\t E   = 11.0\n",
      "\t I   = 141.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 447.0\n",
      "\t F   = 23.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.32\n",
      "\t S   = 20404.0\n",
      "\t E   = 3.0\n",
      "\t I   = 71.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 519.0\n",
      "\t F   = 29.0\n",
      "t = 60.03\n",
      "\t S   = 20404.0\n",
      "\t E   = 2.0\n",
      "\t I   = 36.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 554.0\n",
      "\t F   = 32.0\n",
      "t = 70.17\n",
      "\t S   = 20404.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 578.0\n",
      "\t F   = 33.0\n",
      "t = 80.90\n",
      "\t S   = 20404.0\n",
      "\t E   = 0.0\n",
      "\t I   = 2.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 589.0\n",
      "\t F   = 33.0\n",
      "t = 0.08\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20778.0\n",
      "\t E   = 88.0\n",
      "\t I   = 103.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 54.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20519.0\n",
      "\t E   = 132.0\n",
      "\t I   = 207.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 160.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20369.0\n",
      "\t E   = 64.0\n",
      "\t I   = 234.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 344.0\n",
      "\t F   = 18.0\n",
      "t = 40.09\n",
      "\t S   = 20357.0\n",
      "\t E   = 13.0\n",
      "\t I   = 166.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 463.0\n",
      "\t F   = 26.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.07\n",
      "\t S   = 20352.0\n",
      "\t E   = 5.0\n",
      "\t I   = 86.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 548.0\n",
      "\t F   = 32.0\n",
      "t = 60.11\n",
      "\t S   = 20351.0\n",
      "\t E   = 1.0\n",
      "\t I   = 51.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 590.0\n",
      "\t F   = 33.0\n",
      "t = 120.53\n",
      "\t S   = 20351.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 641.0\n",
      "\t F   = 37.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20723.0\n",
      "\t E   = 90.0\n",
      "\t I   = 148.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 66.0\n",
      "\t F   = 2.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20408.0\n",
      "\t E   = 165.0\n",
      "\t I   = 252.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 191.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20216.0\n",
      "\t E   = 80.0\n",
      "\t I   = 310.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 399.0\n",
      "\t F   = 21.0\n",
      "t = 40.04\n",
      "\t S   = 20209.0\n",
      "\t E   = 11.0\n",
      "\t I   = 223.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 553.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.15\n",
      "\t S   = 20207.0\n",
      "\t E   = 0.0\n",
      "\t I   = 126.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 656.0\n",
      "\t F   = 39.0\n",
      "t = 60.13\n",
      "\t S   = 20204.0\n",
      "\t E   = 0.0\n",
      "\t I   = 67.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 710.0\n",
      "\t F   = 45.0\n",
      "t = 70.14\n",
      "\t S   = 20204.0\n",
      "\t E   = 0.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 738.0\n",
      "\t F   = 48.0\n",
      "t = 100.55\n",
      "\t S   = 20204.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 770.0\n",
      "\t F   = 51.0\n",
      "t = 0.08\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20773.0\n",
      "\t E   = 81.0\n",
      "\t I   = 113.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 59.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20561.0\n",
      "\t E   = 103.0\n",
      "\t I   = 193.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 162.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20412.0\n",
      "\t E   = 62.0\n",
      "\t I   = 218.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 320.0\n",
      "\t F   = 16.0\n",
      "t = 40.04\n",
      "\t S   = 20400.0\n",
      "\t E   = 19.0\n",
      "\t I   = 143.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 439.0\n",
      "\t F   = 25.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 20397.0\n",
      "\t E   = 3.0\n",
      "\t I   = 75.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 520.0\n",
      "\t F   = 31.0\n",
      "t = 60.10\n",
      "\t S   = 20394.0\n",
      "\t E   = 1.0\n",
      "\t I   = 36.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 562.0\n",
      "\t F   = 32.0\n",
      "t = 70.24\n",
      "\t S   = 20394.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 584.0\n",
      "\t F   = 33.0\n",
      "t = 0.07\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20745.0\n",
      "\t E   = 91.0\n",
      "\t I   = 137.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 50.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20419.0\n",
      "\t E   = 169.0\n",
      "\t I   = 244.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 177.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20201.0\n",
      "\t E   = 86.0\n",
      "\t I   = 332.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 12.0\n",
      "\t R   = 372.0\n",
      "\t F   = 26.0\n",
      "t = 40.28\n",
      "\t S   = 20186.0\n",
      "\t E   = 18.0\n",
      "\t I   = 217.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 563.0\n",
      "\t F   = 37.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.02\n",
      "\t S   = 20180.0\n",
      "\t E   = 3.0\n",
      "\t I   = 110.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 13.0\n",
      "\t R   = 679.0\n",
      "\t F   = 44.0\n",
      "t = 60.01\n",
      "\t S   = 20178.0\n",
      "\t E   = 0.0\n",
      "\t I   = 50.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 11.0\n",
      "\t R   = 740.0\n",
      "\t F   = 49.0\n",
      "t = 80.86\n",
      "\t S   = 20178.0\n",
      "\t E   = 0.0\n",
      "\t I   = 8.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 786.0\n",
      "\t F   = 52.0\n",
      "t = 100.88\n",
      "\t S   = 20178.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 795.0\n",
      "\t F   = 53.0\n",
      "t = 130.41\n",
      "\t S   = 20178.0\n",
      "\t E   = 0.0\n",
      "\t I   = 0.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 798.0\n",
      "\t F   = 53.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20757.0\n",
      "\t E   = 85.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 61.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20458.0\n",
      "\t E   = 153.0\n",
      "\t I   = 242.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 165.0\n",
      "\t F   = 11.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20254.0\n",
      "\t E   = 73.0\n",
      "\t I   = 306.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 365.0\n",
      "\t F   = 26.0\n",
      "t = 40.03\n",
      "\t S   = 20242.0\n",
      "\t E   = 18.0\n",
      "\t I   = 204.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 8.0\n",
      "\t R   = 523.0\n",
      "\t F   = 34.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 20240.0\n",
      "\t E   = 2.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 623.0\n",
      "\t F   = 41.0\n",
      "t = 60.17\n",
      "\t S   = 20238.0\n",
      "\t E   = 1.0\n",
      "\t I   = 66.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 674.0\n",
      "\t F   = 44.0\n",
      "t = 70.09\n",
      "\t S   = 20238.0\n",
      "\t E   = 0.0\n",
      "\t I   = 31.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 709.0\n",
      "\t F   = 47.0\n",
      "t = 80.42\n",
      "\t S   = 20237.0\n",
      "\t E   = 0.0\n",
      "\t I   = 16.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 726.0\n",
      "\t F   = 47.0\n",
      "t = 110.98\n",
      "\t S   = 20237.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 740.0\n",
      "\t F   = 48.0\n",
      "t = 0.01\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20754.0\n",
      "\t E   = 97.0\n",
      "\t I   = 116.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 58.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20484.0\n",
      "\t E   = 151.0\n",
      "\t I   = 218.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 160.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20267.0\n",
      "\t E   = 88.0\n",
      "\t I   = 300.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 344.0\n",
      "\t F   = 23.0\n",
      "t = 40.06\n",
      "\t S   = 20253.0\n",
      "\t E   = 10.0\n",
      "\t I   = 210.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 520.0\n",
      "\t F   = 31.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.07\n",
      "\t S   = 20244.0\n",
      "\t E   = 4.0\n",
      "\t I   = 109.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 9.0\n",
      "\t R   = 629.0\n",
      "\t F   = 34.0\n",
      "t = 60.01\n",
      "\t S   = 20244.0\n",
      "\t E   = 0.0\n",
      "\t I   = 57.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 684.0\n",
      "\t F   = 37.0\n",
      "t = 70.21\n",
      "\t S   = 20243.0\n",
      "\t E   = 0.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 714.0\n",
      "\t F   = 40.0\n",
      "t = 100.01\n",
      "\t S   = 20243.0\n",
      "\t E   = 0.0\n",
      "\t I   = 6.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 739.0\n",
      "\t F   = 41.0\n",
      "t = 110.51\n",
      "\t S   = 20243.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 744.0\n",
      "\t F   = 41.0\n",
      "t = 0.01\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20791.0\n",
      "\t E   = 65.0\n",
      "\t I   = 116.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 51.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20549.0\n",
      "\t E   = 117.0\n",
      "\t I   = 198.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 150.0\n",
      "\t F   = 15.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20361.0\n",
      "\t E   = 65.0\n",
      "\t I   = 266.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 311.0\n",
      "\t F   = 23.0\n",
      "t = 40.01\n",
      "\t S   = 20354.0\n",
      "\t E   = 14.0\n",
      "\t I   = 176.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 453.0\n",
      "\t F   = 29.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.28\n",
      "\t S   = 20350.0\n",
      "\t E   = 2.0\n",
      "\t I   = 81.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 559.0\n",
      "\t F   = 32.0\n",
      "t = 60.34\n",
      "\t S   = 20349.0\n",
      "\t E   = 1.0\n",
      "\t I   = 35.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 607.0\n",
      "\t F   = 33.0\n",
      "t = 80.25\n",
      "\t S   = 20349.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 637.0\n",
      "\t F   = 34.0\n",
      "t = 90.08\n",
      "\t S   = 20349.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 642.0\n",
      "\t F   = 34.0\n",
      "t = 0.01\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20763.0\n",
      "\t E   = 76.0\n",
      "\t I   = 131.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 56.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20489.0\n",
      "\t E   = 142.0\n",
      "\t I   = 231.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 157.0\n",
      "\t F   = 10.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20313.0\n",
      "\t E   = 50.0\n",
      "\t I   = 282.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 361.0\n",
      "\t F   = 19.0\n",
      "t = 40.02\n",
      "\t S   = 20297.0\n",
      "\t E   = 11.0\n",
      "\t I   = 161.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 531.0\n",
      "\t F   = 28.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.59\n",
      "\t S   = 20295.0\n",
      "\t E   = 1.0\n",
      "\t I   = 93.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 607.0\n",
      "\t F   = 31.0\n",
      "t = 60.00\n",
      "\t S   = 20295.0\n",
      "\t E   = 1.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 654.0\n",
      "\t F   = 32.0\n",
      "t = 70.05\n",
      "\t S   = 20295.0\n",
      "\t E   = 0.0\n",
      "\t I   = 24.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 673.0\n",
      "\t F   = 34.0\n",
      "t = 80.58\n",
      "\t S   = 20295.0\n",
      "\t E   = 0.0\n",
      "\t I   = 9.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 687.0\n",
      "\t F   = 36.0\n",
      "t = 110.05\n",
      "\t S   = 20295.0\n",
      "\t E   = 0.0\n",
      "\t I   = 1.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 695.0\n",
      "\t F   = 37.0\n",
      "t = 0.00\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20742.0\n",
      "\t E   = 97.0\n",
      "\t I   = 139.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 47.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20473.0\n",
      "\t E   = 132.0\n",
      "\t I   = 242.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 169.0\n",
      "\t F   = 8.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.01\n",
      "\t S   = 20232.0\n",
      "\t E   = 90.0\n",
      "\t I   = 317.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 10.0\n",
      "\t R   = 361.0\n",
      "\t F   = 19.0\n",
      "t = 40.01\n",
      "\t S   = 20215.0\n",
      "\t E   = 19.0\n",
      "\t I   = 214.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 9.0\n",
      "\t R   = 539.0\n",
      "\t F   = 33.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 20213.0\n",
      "\t E   = 4.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 654.0\n",
      "\t F   = 37.0\n",
      "t = 60.02\n",
      "\t S   = 20210.0\n",
      "\t E   = 1.0\n",
      "\t I   = 64.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 706.0\n",
      "\t F   = 43.0\n",
      "t = 70.95\n",
      "\t S   = 20210.0\n",
      "\t E   = 0.0\n",
      "\t I   = 29.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 739.0\n",
      "\t F   = 46.0\n",
      "t = 80.34\n",
      "\t S   = 20210.0\n",
      "\t E   = 0.0\n",
      "\t I   = 13.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 756.0\n",
      "\t F   = 46.0\n",
      "t = 0.00\n",
      "\t S   = 20894.0\n",
      "\t E   = 108.0\n",
      "\t I   = 26.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 1.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20736.0\n",
      "\t E   = 97.0\n",
      "\t I   = 138.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 54.0\n",
      "\t F   = 4.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.01\n",
      "\t S   = 20450.0\n",
      "\t E   = 156.0\n",
      "\t I   = 244.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 169.0\n",
      "\t F   = 9.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20254.0\n",
      "\t E   = 81.0\n",
      "\t I   = 280.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 387.0\n",
      "\t F   = 20.0\n",
      "t = 40.12\n",
      "\t S   = 20244.0\n",
      "\t E   = 13.0\n",
      "\t I   = 189.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 546.0\n",
      "\t F   = 33.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.04\n",
      "\t S   = 20241.0\n",
      "\t E   = 2.0\n",
      "\t I   = 90.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 652.0\n",
      "\t F   = 42.0\n",
      "t = 60.11\n",
      "\t S   = 20241.0\n",
      "\t E   = 0.0\n",
      "\t I   = 52.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 687.0\n",
      "\t F   = 46.0\n",
      "t = 70.64\n",
      "\t S   = 20239.0\n",
      "\t E   = 1.0\n",
      "\t I   = 20.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 721.0\n",
      "\t F   = 46.0\n",
      "t = 80.46\n",
      "\t S   = 20239.0\n",
      "\t E   = 0.0\n",
      "\t I   = 7.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 735.0\n",
      "\t F   = 46.0\n",
      "t = 0.02\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.03\n",
      "\t S   = 20736.0\n",
      "\t E   = 102.0\n",
      "\t I   = 143.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 45.0\n",
      "\t F   = 3.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20396.0\n",
      "\t E   = 173.0\n",
      "\t I   = 251.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 197.0\n",
      "\t F   = 12.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20149.0\n",
      "\t E   = 82.0\n",
      "\t I   = 357.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 413.0\n",
      "\t F   = 26.0\n",
      "t = 40.03\n",
      "\t S   = 20139.0\n",
      "\t E   = 13.0\n",
      "\t I   = 233.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 599.0\n",
      "\t F   = 41.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.12\n",
      "\t S   = 20138.0\n",
      "\t E   = 1.0\n",
      "\t I   = 120.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 720.0\n",
      "\t F   = 48.0\n",
      "t = 60.14\n",
      "\t S   = 20137.0\n",
      "\t E   = 0.0\n",
      "\t I   = 63.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 773.0\n",
      "\t F   = 50.0\n",
      "t = 70.06\n",
      "\t S   = 20137.0\n",
      "\t E   = 0.0\n",
      "\t I   = 36.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 801.0\n",
      "\t F   = 50.0\n",
      "t = 80.42\n",
      "\t S   = 20137.0\n",
      "\t E   = 0.0\n",
      "\t I   = 17.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 821.0\n",
      "\t F   = 50.0\n",
      "t = 90.75\n",
      "\t S   = 20137.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 829.0\n",
      "\t F   = 50.0\n",
      "t = 0.02\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.00\n",
      "\t S   = 20749.0\n",
      "\t E   = 100.0\n",
      "\t I   = 121.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 53.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.00\n",
      "\t S   = 20462.0\n",
      "\t E   = 152.0\n",
      "\t I   = 228.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 173.0\n",
      "\t F   = 13.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20289.0\n",
      "\t E   = 62.0\n",
      "\t I   = 302.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 346.0\n",
      "\t F   = 27.0\n",
      "t = 40.02\n",
      "\t S   = 20278.0\n",
      "\t E   = 15.0\n",
      "\t I   = 184.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 509.0\n",
      "\t F   = 37.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.01\n",
      "\t S   = 20275.0\n",
      "\t E   = 0.0\n",
      "\t I   = 100.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 608.0\n",
      "\t F   = 43.0\n",
      "t = 60.48\n",
      "\t S   = 20275.0\n",
      "\t E   = 0.0\n",
      "\t I   = 45.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 661.0\n",
      "\t F   = 47.0\n",
      "t = 70.01\n",
      "\t S   = 20275.0\n",
      "\t E   = 0.0\n",
      "\t I   = 22.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 681.0\n",
      "\t F   = 48.0\n",
      "t = 80.92\n",
      "\t S   = 20275.0\n",
      "\t E   = 0.0\n",
      "\t I   = 11.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 693.0\n",
      "\t F   = 48.0\n",
      "t = 90.87\n",
      "\t S   = 20275.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 702.0\n",
      "\t F   = 48.0\n",
      "t = 0.06\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.01\n",
      "\t S   = 20725.0\n",
      "\t E   = 90.0\n",
      "\t I   = 142.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 67.0\n",
      "\t F   = 5.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.03\n",
      "\t S   = 20421.0\n",
      "\t E   = 146.0\n",
      "\t I   = 257.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 189.0\n",
      "\t F   = 14.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.02\n",
      "\t S   = 20198.0\n",
      "\t E   = 73.0\n",
      "\t I   = 329.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 405.0\n",
      "\t F   = 20.0\n",
      "t = 40.16\n",
      "\t S   = 20184.0\n",
      "\t E   = 16.0\n",
      "\t I   = 196.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 4.0\n",
      "\t R   = 599.0\n",
      "\t F   = 30.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.61\n",
      "\t S   = 20182.0\n",
      "\t E   = 3.0\n",
      "\t I   = 114.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 685.0\n",
      "\t F   = 39.0\n",
      "t = 60.65\n",
      "\t S   = 20181.0\n",
      "\t E   = 2.0\n",
      "\t I   = 56.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 743.0\n",
      "\t F   = 42.0\n",
      "t = 70.35\n",
      "\t S   = 20181.0\n",
      "\t E   = 1.0\n",
      "\t I   = 25.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 776.0\n",
      "\t F   = 43.0\n",
      "t = 90.56\n",
      "\t S   = 20181.0\n",
      "\t E   = 0.0\n",
      "\t I   = 10.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 793.0\n",
      "\t F   = 43.0\n",
      "t = 0.09\n",
      "\t S   = 20894.0\n",
      "\t E   = 107.0\n",
      "\t I   = 28.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.02\n",
      "\t S   = 20725.0\n",
      "\t E   = 94.0\n",
      "\t I   = 158.0\n",
      "\t D_E = 1.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 50.0\n",
      "\t F   = 0.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20396.0\n",
      "\t E   = 170.0\n",
      "\t I   = 274.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 181.0\n",
      "\t F   = 7.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.03\n",
      "\t S   = 20195.0\n",
      "\t E   = 91.0\n",
      "\t I   = 336.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 386.0\n",
      "\t F   = 20.0\n",
      "t = 40.05\n",
      "\t S   = 20179.0\n",
      "\t E   = 22.0\n",
      "\t I   = 218.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 577.0\n",
      "\t F   = 26.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.11\n",
      "\t S   = 20173.0\n",
      "\t E   = 4.0\n",
      "\t I   = 118.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 696.0\n",
      "\t F   = 33.0\n",
      "t = 60.05\n",
      "\t S   = 20173.0\n",
      "\t E   = 1.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 7.0\n",
      "\t R   = 755.0\n",
      "\t F   = 38.0\n",
      "t = 70.12\n",
      "\t S   = 20173.0\n",
      "\t E   = 0.0\n",
      "\t I   = 18.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 792.0\n",
      "\t F   = 43.0\n",
      "t = 90.80\n",
      "\t S   = 20173.0\n",
      "\t E   = 0.0\n",
      "\t I   = 3.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 806.0\n",
      "\t F   = 44.0\n",
      "t = 0.06\n",
      "\t S   = 20893.0\n",
      "\t E   = 109.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 0.0\n",
      "\t F   = 0.0\n",
      "t = 10.07\n",
      "\t S   = 20752.0\n",
      "\t E   = 87.0\n",
      "\t I   = 134.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 50.0\n",
      "\t F   = 6.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 20.02\n",
      "\t S   = 20452.0\n",
      "\t E   = 155.0\n",
      "\t I   = 248.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 156.0\n",
      "\t F   = 16.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 30.00\n",
      "\t S   = 20258.0\n",
      "\t E   = 70.0\n",
      "\t I   = 305.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 5.0\n",
      "\t R   = 366.0\n",
      "\t F   = 25.0\n",
      "t = 40.05\n",
      "\t S   = 20251.0\n",
      "\t E   = 11.0\n",
      "\t I   = 190.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 3.0\n",
      "\t R   = 540.0\n",
      "\t F   = 34.0\n",
      "[Checkpoint: Updating parameters]\n",
      "t = 50.17\n",
      "\t S   = 20249.0\n",
      "\t E   = 2.0\n",
      "\t I   = 110.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 625.0\n",
      "\t F   = 37.0\n",
      "t = 60.01\n",
      "\t S   = 20249.0\n",
      "\t E   = 1.0\n",
      "\t I   = 55.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 6.0\n",
      "\t R   = 679.0\n",
      "\t F   = 39.0\n",
      "t = 70.12\n",
      "\t S   = 20249.0\n",
      "\t E   = 1.0\n",
      "\t I   = 27.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 2.0\n",
      "\t R   = 709.0\n",
      "\t F   = 41.0\n",
      "t = 80.33\n",
      "\t S   = 20249.0\n",
      "\t E   = 0.0\n",
      "\t I   = 12.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 1.0\n",
      "\t R   = 723.0\n",
      "\t F   = 44.0\n",
      "t = 90.03\n",
      "\t S   = 20249.0\n",
      "\t E   = 0.0\n",
      "\t I   = 4.0\n",
      "\t D_E = 0.0\n",
      "\t D_I = 0.0\n",
      "\t R   = 732.0\n",
      "\t F   = 44.0\n"
     ]
    }
   ],
   "source": [
    "# With current testing and social distancing throughout\n",
    "numNodes = S20['total_pop']\n",
    "G_normal, G_relaxed, G_Quarantine = gen_graphs(numNodes, coeff)\n",
    "\n",
    "final = []\n",
    "initI = int(I*coeff)\n",
    "theta_E = Et[0]\n",
    "theta_I = It[0]\n",
    "mf = 1\n",
    "checkpoints  =  {'t': [15,25,50],\n",
    "                   'theta_E': Et[1:],\n",
    "                   'theta_I': It[1:],\n",
    "                 'G': [G_relaxed,G_Quarantine,G_Quarantine]\n",
    "                      }\n",
    "\n",
    "temp = monte(numNodes,initI=initI,theta_E = theta_E, theta_I = theta_I ,mf=mf, checkpoints=checkpoints, G = G_normal, sim=sim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Dates')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "infected = temp['df_I']\n",
    "detected = temp['df_DI']\n",
    "inf_std = temp['df_Istd']\n",
    "det_std = temp['df_DIstd']\n",
    "plt.plot(infected, label='Infected Population', color='b')\n",
    "plt.plot(infected - 1.96*inf_std/np.sqrt(sim), 'r--', alpha=0.7)\n",
    "plt.plot(infected + 1.96*inf_std/np.sqrt(sim), 'r--', alpha=0.7)\n",
    "plt.plot(detected, label='Detected Cases', color='orange')\n",
    "plt.plot(detected - 1.96*det_std/np.sqrt(sim), 'b--', alpha=0.7)\n",
    "plt.plot(detected + 1.96*det_std/np.sqrt(sim), 'b--', alpha=0.7)\n",
    "plt.plot(list(infected.keys())[:date_length], S20_ts, color='g', label='Detected Cases (Ground Truth)')\n",
    "plt.legend()\n",
    "plt.title('Region 1 - 20000 population')\n",
    "plt.ylabel('Percentage Populatiton')\n",
    "plt.xlabel('Dates')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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