Gillespie_MKVII.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "import scipy as sp\n",
    "import timeit\n",
    "lower_receptor = 200\n",
    "upper_receptor = 250\n",
    "kmax = 7.1e-11\n",
    "s = 4e-4 #radius of receptor in cm\n",
    "a = 0.00038 #semilarge axis of cell\n",
    "b = 8e-5    #semismall axis of cell\n",
    "c = math.pi/np.log(2*a/b)\n",
    "k2 = 2.2e-3\n",
    "k3 =1.5e-3\n",
    "nc = 10\n",
    "e = 0.00005\n",
    "max_steps = 2000\n",
    "step = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Generate_Population(num_bacteria, max_receptors):\n",
    "    pop = np.zeros((num_bacteria,3))\n",
    "    pop[:,0] = np.random.randint(lower_receptor,upper_receptor,(num_bacteria),dtype=np.int32)\n",
    "    pop = np.split(pop,num_bacteria/1000)\n",
    "    return pop\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Generate_Data(pop,max_steps):\n",
    "    M = upper_receptor\n",
    "    data = np.zeros((max_steps,M,M),dtype=np.int32)\n",
    "    return data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Sort_Pop(pop):\n",
    "    #sorts pop based on receptor freedom\n",
    "    for receptor in range(len(pop)):\n",
    "        pop[receptor] = pop[receptor][np.argsort(pop[receptor][:,0])]\n",
    "    return pop;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def Unique(pop):\n",
    "    start = timeit.default_timer()\n",
    "    unq = [0]*len(pop)\n",
    "    counts = [0]*len(pop)\n",
    "    for index in range(len(pop)):\n",
    "        #print(pop[index])\n",
    "        a,c = np.unique(pop[index],axis=0,return_counts=True)\n",
    "        unq[index] = a\n",
    "        counts[index] = c\n",
    "    return unq, counts\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Sorting(pop):\n",
    "    reactants = dict(zip(range(upper_receptor), [0]*upper_receptor)) \n",
    "    reactants['x2'] = 0\n",
    "    #this dictionary is purely for the foward reaction for association\n",
    "    for r in range(len(unique_subpops)):\n",
    "        subpop = pop[r]\n",
    "        u1,c1 = np.unique(subpop[:,0],return_counts=True)  #find the number of reactants in this subpop\n",
    "        for unique in range(len(u1)):\n",
    "            reactants[u1[unique]] += c1[unique]\n",
    "            \n",
    "        reactants['x2'] += np.sum(subpop[:,1])\n",
    "    return reactants\n",
    "        \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The calculation of reaction constant $k_1s$ is dependent on temperature and theoretically the number of receptors on a cell:\n",
    "\n",
    "\\begin{equation}\n",
    "    k_{1 \\text{ } receptor} = 4D_3sc_\\infty\n",
    "\\end{equation}\n",
    "\n",
    "where $c_\\infty$ is the total concentration of substrate, and $s$ the radius of the disk-like receptor.  The 3-dimensional diffusion constant $D_3$ is experimentally verified and calculated with the Stokes-Einstein relation:\n",
    "\n",
    "\\begin{equation}\n",
    "    D_3 = \\frac{k_BT}{6\\pi \\eta R}\n",
    "\\end{equation}\n",
    "\n",
    "where $k_B$ is the boltzmann's constant, $T$ is temperature, $\\eta$ is the viscosity of fluid, and $R$ the hydrodynamic radius of the phage particle head.\n",
    "As N increases, the kinetic rate grows proportionally.  If N were to be so large that the entire surface of the cell was densely covered in receptors, then we can derive $k_{max}$:\n",
    "\n",
    "\\begin{equation}\n",
    "    k_{max} = \\frac{4\\pi aD_3c_\\infty}{ln(\\frac{2a}{b})}\n",
    "\\end{equation}\n",
    "\n",
    "Assuming that a cell can behave as an insulating ellipsoid impermeable to electric field, it would exhibit capacitance:\n",
    "\n",
    "\\begin{equation}\n",
    "    C = \\frac{k}{k_{max}} = \\frac{sN}{sN+{\\pi a}/{ln(\\frac{2a}{b})}}\n",
    "\\end{equation}\n",
    "\n",
    "Overall, assuming uniform distribution of $N$ receptors across the cell surface, adsorbance to the cell would be approximated with:\n",
    "\n",
    "\\begin{equation}\n",
    "    k = k_{max} \\bigg{(}\\frac{sN}{sN + {\\pi a / ln(\\frac{2a}{b}})}\\bigg)\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"foo\">\n",
    "    \n",
    "| T (C)| $k_1$ | $k_2$ | $k_3$\n",
    "| ----- | --------- | ----- | ---- |\n",
    "| 3 | 9.6e-11 | 4.0e-3 | 1.5e-3 |\n",
    "| 4 | 3.0e-12 | 2.1e-3 | 7.9e-4 |\n",
    "| 10 | 2.3e-12 | 1.2e-3 | 2.0e-4 |\n",
    "| 15 | 1.6e-11 | 4.2e-3 | 1.4e-3 |\n",
    "| 20 | 2.0e-11 | 8.5e-4 | 8.0e-4 |\n",
    "| 24 | 1.2e-11 | 3.0e-3 | 1.2e-3 |\n",
    "| 30 | 3.3e-11 | 6.2e-4 | 5.7e-4 |\n",
    "| 35 | 1.5e-11 | 1.4e-3 | 1.2e-3 |\n",
    "| 37 | 2.0e-11 | 2.2e-3 | 1.5e-3 |\n",
    "| 40 | 1.6e-11 | 4.0e-4 | 5.1e-4 |\n",
    "\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Comparison to ODE model\n",
    "\\begin{equation}\n",
    "\\\\ \\frac{dN_{BP}}{dt} = k_1N_BN_P-(k_2+k_3)N_{BP}\n",
    "\\\\ \\frac{dN_P}{dt} = k_2N_{BP} - k_1N_BN_P\n",
    "\\\\ \\frac{dN_B}{dt} = k_2N_{BP}-k_1N_BN_P\n",
    "\\\\ \\frac{dN^{*}_{BP}}{dt}=k_3N_{BP}\n",
    "\\end{equation}\n",
    "$N_B$ susceptible bacteria, $N_P$ free phage, $N_{BP}$ transient bacterium-phage complexes, $N_{BP}*$ is infected cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#data constants\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "T = [1,3,4,10,15,20,24,30,35,37,40]\n",
    "glucose_grown_k1 = [9.6e-13, 3.0e-12, 2.3e-12, 1.6e-11, 2.0e-11, 1.2e-11, 3.3e-11, \n",
    "                    1.5e-11, 2e-11,1.6e-11, 1.6e-11]\n",
    "glucose_grown_k2 = [3.8e-4, 4e-3, 2.1e-3, 1.2e-3, 4.2e-3, 8.5e-4, 3e-3, 6.2e-4,\n",
    "                   1.4e-3, 2.2e-3, 4.3e-4]\n",
    "glucose_grown_k3 = [1.7e-3, 1.5e-3, 7.9e-4, 2.0e-4, 1.4e-3, 8.0e-4, 1.2e-3, \n",
    "                   5.7e-4, 1.2e-3, 1.5e-3, 5.1e-4]\n",
    "\n",
    "maltose_grown_k1 = [7.4e-13, 6.0e-12, 3.6e-12, 1.3e-11, 3.5e-11, 1.4e-11, 2.2e-11, 1.6e-11,\n",
    "                   2.7e-11, 2.6e-11, 2.9e-11]\n",
    "maltose_grown_k2 = [2.5e-3, 1.7e-3, 3.6e-3, 1.1e-3, 2.0e-3, 9.7e-4, 1.8e-3, 1.9e-3, 1.8e-3,\n",
    "                   5.4e-3, 2.3e-3]\n",
    "maltose_grown_k3 = [1e-3, 7.2e-4, 5.2e-4, 4.7e-4, 8.4e-4, 5.7e-4, 8.4e-4, 7.8e-4, 6e-4, 1.5e-3, 1.2e-3]\n",
    "plt.title('Glucose Grown Cells')\n",
    "plt.yscale('log')\n",
    "plt.xlabel('Temperature (\\N{DEGREE SIGN} C)')\n",
    "plt.ylabel('$cm^3s^{-1}$ / $s^{-1}$')\n",
    "plt.plot(T, glucose_grown_k1, 'ro', label = 'k1 $cm^3/s$')\n",
    "plt.plot(T, glucose_grown_k2, 'bo', label = 'k2 1/s')\n",
    "plt.plot(T, glucose_grown_k3, 'go', label = 'k3 1/s')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.title('Maltose Grown Cells')\n",
    "plt.yscale('log')\n",
    "plt.xlabel('Temperature (\\N{DEGREE SIGN} C)')\n",
    "plt.ylabel('$cm^3s^{-1}$ / $s^{-1}$')\n",
    "plt.plot(T, maltose_grown_k1, 'ro', label = 'k1 $cm^3/s$')\n",
    "plt.plot(T, maltose_grown_k2, 'bo', label = 'k2 1/s')\n",
    "plt.plot(T, maltose_grown_k3, 'go', label = 'k3 1/s')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f90215fa2e8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2880x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.integrate import odeint\n",
    "def phage_kinetics(pop,t,k1,k2,k3):\n",
    "    \n",
    "    B = pop[0]\n",
    "    P = pop[1]\n",
    "    BP = pop[2]\n",
    "    BP_ = pop[3]\n",
    "    #print(B,P,BP,BP_)\n",
    "\n",
    "    dBPdt = k1*B*P-(k2+k3)*BP\n",
    "    dPdt = k2*BP-k1*B*P\n",
    "    dBdt = k2*BP-k1*B*P\n",
    "    dBP_dt = k3*BP\n",
    "    #print(dBdt,dPdt,dBPdt,dBP_dt)\n",
    "    return [dBdt, dPdt, dBPdt, dBP_dt];\n",
    "\n",
    "#time points\n",
    "n = 6116\n",
    "t = np.linspace(0,800,n) #120 minutes divided by 6116 intervals\n",
    " \n",
    "B = np.zeros(n)\n",
    "P = np.zeros(n)\n",
    "BP = np.zeros(n)\n",
    "BP_ = np.zeros(n)\n",
    "#initial conditions:\n",
    "num_bacteria = int(3e+7)\n",
    "num_phages = num_bacteria*5e-4\n",
    "pop0 = [num_bacteria,num_phages,0,0]\n",
    "k1,k2,k3 = 2.0e-11,2.2e-3,1.5e-3\n",
    "for i in range(1,n):\n",
    "    tspan = [t[i-1],t[i]]\n",
    "    pop = odeint(phage_kinetics,pop0,t,args=(k1,k2,k3))\n",
    "    pop0 = pop[i]\n",
    "    B[i] = pop0[0]\n",
    "    P[i] = pop0[1]\n",
    "    BP[i] = pop0[2]\n",
    "    BP_[i] = pop0[3]\n",
    "\n",
    "plt.figure(figsize=[40,20])\n",
    "#time points\n",
    "n = 6116\n",
    "t = np.linspace(0,80,n) #120 minutes divided by 6116 intervals\n",
    "\n",
    "B = np.zeros(n)\n",
    "P = np.zeros(n)\n",
    "BP = np.zeros(n)\n",
    "BP_ = np.zeros(n)\n",
    "#initial conditions:\n",
    "num_bacteria = int(3e+7)\n",
    "num_phages = num_bacteria*5e-4\n",
    "pop0 = [num_bacteria,num_phages,0,0]\n",
    "for i in range(1,n):\n",
    "    tspan = [t[i-1],t[i]]\n",
    "    pop = odeint(phage_kinetics,pop0,t,args=(k1,k2,k3))\n",
    "    pop0 = pop[i]\n",
    "    B[i] = pop0[0]\n",
    "    P[i] = pop0[1]\n",
    "    \n",
    "    BP[i] = pop0[2]\n",
    "    BP_[i] = pop0[3]\n",
    "plt.title('Gillespie vs Deterministic', fontsize=40)\n",
    "plt.plot(t[1:6115],BP[1:6115]+BP_[1:6115],label = 'deterministic BP complexes',linestyle = '--',linewidth=4.0)\n",
    "plt.plot(t[1:6115],P[1:6115], label = 'deterministic free Phages',linestyle = '--',linewidth = 4.0)\n",
    "\n",
    "plt.xlabel('Time (minutes)', fontsize = 40)\n",
    "plt.ylabel('Number Free Phages / Phage-Bacteria Complexes',fontsize = 40)\n",
    "\n",
    "plt.xticks(fontsize=40)\n",
    "plt.yticks(fontsize=30)\n",
    "plt.legend(bbox_to_anchor=(1, .5),fontsize=30,ncol=2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#calculate the k1s after being sorted\n",
    "def K1_calculation():\n",
    "    k1 = np.zeros((upper_receptor))  \n",
    "    for i,m in enumerate(range(upper_receptor)):\n",
    "        #k1[i] = kmax * (s*m) / (s*m+c) #dynamic k1\n",
    "        k1[i] = 2.0e-11 #if we say k is the same for all bacteria no matter what\n",
    "    return k1\n",
    "\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Find_Criticals(reactants,num_phages):\n",
    "    criticals = []\n",
    "    noncriticals = []\n",
    "    for j in list(reactants.keys()):\n",
    "        if reactants[j]<nc:\n",
    "            if j!='x2' and num_phages<nc:\n",
    "                criticals.append(j)\n",
    "            if j=='x2':\n",
    "                criticals.append(j)\n",
    "            else:\n",
    "                pass\n",
    "        else:\n",
    "            noncriticals.append(j)\n",
    "    return criticals,noncriticals\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def Propensity(reactants, k1):\n",
    "    aj = {}\n",
    "    r_keys = list(reactants.keys())\n",
    "    for i,keys in enumerate(r_keys):\n",
    "        if keys != 'x2':\n",
    "            aj[keys] = reactants[keys]*k1[i]*num_phages\n",
    "        else:\n",
    "            aj[keys] = reactants[keys]*k2\n",
    "            aj['x3'] = reactants[keys]*k3\n",
    "    #x2 is the dissociation reaction\n",
    "    #x3 is the irreversible reaction\n",
    "    return aj\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " \\begin{equation}\n",
    "        f_{jj'} \\equiv \\sum_{i=1}^{N}\\frac{\\partial a_j(x)}{\\partial x_i}v_{ij'}, \\quad{} j\\in[1,M];j'\\in J_{ncr}\n",
    "    \\end{equation}\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Find_Fj(aj): #partial derivatives of the propensities\n",
    "    fj = {}\n",
    "    p_keys = list(aj.keys())\n",
    "    for i,keys in enumerate(p_keys):\n",
    "        if (keys != 'x2' and keys != 'x3'):\n",
    "            fj[keys] = -k1[i]*(reactants[keys]+num_phages)\n",
    "        if keys == 'x2':\n",
    "            fj[keys] = -k2\n",
    "        if keys == 'x3':\n",
    "            fj[keys] = -k3\n",
    "    return fj;\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\begin{equation}\n",
    "        u_j(x) \\equiv \\sum_{j'\\in J_{ncr}} f_{jj'}(x)a_{j'}(x), \\quad{} j\\in[1,M]\n",
    "    \\end{equation}\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Find_Uj(fj,aj,reactants,criticals):\n",
    "    uj = {}\n",
    "    f_keys = list(fj.keys())\n",
    "    for i,keys in enumerate(f_keys):\n",
    "        if (keys != 'x2' and keys != 'x3'):\n",
    "            if keys not in criticals: #make sure we are not including critical reactions\n",
    "                uj[keys] = fj[keys]*aj[keys]\n",
    "        if keys == 'x2' and keys not in criticals:\n",
    "            uj[keys] = fj[keys]*aj[keys]\n",
    "        if keys == 'x3' and keys not in criticals:\n",
    "            uj[keys] = fj[keys]*aj[keys]\n",
    "    return uj\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\\begin{equation}\n",
    "        \\sigma^2_j(x) \\equiv \\sum_{j' \\in J_{ncr}} f^2_{jj'} a_{j'}(x) \\quad{} j \\in [1,M];\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Find_Sj(fj,aj,reactants,criticals):\n",
    "    sj = {}\n",
    "    s_keys = list(fj.keys())\n",
    "    for i,keys in enumerate(s_keys):\n",
    "        if (keys != 'x2' and keys != 'x3'):\n",
    "            if keys not in criticals: #make sure we are not including critical reactions\n",
    "                sj[keys] = np.power(fj[keys],2) * aj[keys]\n",
    "        if keys == 'x2' and keys not in criticals:\n",
    "            sj[keys] = np.power(fj[keys],2) * aj[keys]\n",
    "        if keys == 'x3' and keys not in criticals:\n",
    "            sj[keys] = np.power(fj[keys],2) * aj[keys]\n",
    "    return sj\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Find_Tau1(uj,sj,aj,criticals,noncriticals):\n",
    "    #find the total sum of all propensities\n",
    "    right = []\n",
    "    left = []\n",
    "    total_prop = np.sum(list(aj.values()))\n",
    "         \n",
    "    uj_keys = list(uj.keys()) #noncritical anyways\n",
    "    sj_keys = list(sj.keys()) #noncritical anyways\n",
    "    u_ = 0\n",
    "    s_ = 0\n",
    "    t_keys = uj_keys\n",
    "    for key in uj_keys:\n",
    "        if key != 'x2' or key != 'x3':\n",
    "            left.append(e*total_prop/abs(uj[key]))\n",
    "            right.append(np.power((e*total_prop),2)/sj[key])\n",
    "        else:\n",
    "            break;\n",
    "    \n",
    "    if 'x2' in uj_keys:\n",
    "        right.append((e*total_prop)/sj['x2'])\n",
    "        left.append(np.power(e*total_prop,2)/abs(uj['x2']))\n",
    "    if 'x3' in sj_keys:\n",
    "        left.append(np.power((e*total_prop),2)/abs(uj['x3']))\n",
    "        right.append(np.power(e*total_prop,2)/sj['x3'])\n",
    "    else:\n",
    "        pass\n",
    "    #print('THE LEFT AND RIGHT MIN CALCULATIONS')\n",
    "    left = np.array(left)\n",
    "    right = np.array(right)\n",
    "    left[np.where(left == np.inf)[0]] = np.nan\n",
    "    right[np.where(right == np.inf)[0]] = np.nan\n",
    "    #print(left,right)\n",
    "    tau1 = np.nanmin([np.nanmin(right),np.nanmin(left)])\n",
    "    #tau1 in unit of seconds\n",
    "    \n",
    "    return tau1\n",
    "\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Find_Tau2(aj,criticals):\n",
    "    critical_sum = 0\n",
    "    for j in criticals:\n",
    "        critical_sum += aj[j]\n",
    "    if critical_sum != 0:\n",
    "        tau2 = np.random.exponential(1/critical_sum)\n",
    "    else:\n",
    "        tau2 = np.nan\n",
    "\n",
    "    if tau2 == np.inf or tau2 == -np.inf:\n",
    "        tau2 = np.nan\n",
    "    \n",
    "    return tau2;\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Best_Tau(tau1,tau2):\n",
    "    tau = np.nanmin(tau1,tau2)\n",
    "    return tau\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#the last two indices of Rj are the dissociation and \n",
    "#irrev binding respectively\n",
    "def Find_Rj_No_Criticals(aj,tau,noncriticals):   \n",
    "    aj_keys = list(aj.keys())\n",
    "    #Rj = np.zeros((len(aj_keys)))\n",
    "    Rj = {}\n",
    "    for keys in aj_keys:\n",
    "        Rj[keys] = np.random.poisson(aj[keys]*tau)\n",
    "    return Rj\n",
    "     \n",
    "        \n",
    "def Find_Rj_Criticals(aj,tau,criticals,noncriticals):\n",
    "    Rj = {}\n",
    "    aj_keys = list(aj.keys())\n",
    "    for keys in aj_keys:\n",
    "        if keys not in criticals:\n",
    "            Rj[keys] = np.random.poisson(aj[keys]*tau)\n",
    "        else:  #criticals are set to 0 \n",
    "            Rj[keys] = 0\n",
    "            \n",
    "    #find a single critical reaction to fire exactly once\n",
    "    point_probabilities = np.zeros((len(criticals))) \n",
    "    critical_sum = 0\n",
    "    for i in criticals:\n",
    "        critical_sum += aj[i]\n",
    "    for i in range(len(criticals)):\n",
    "        point_probabilities[i] = aj[i]/critical_sum\n",
    "        \n",
    "    point_probabilities = point_probabilities/np.sum(point_probabilities)\n",
    "    chosen_critical = np.random.choice(criticals,p=point_probabilities)\n",
    "    Rj[chosen_critical] = 1      \n",
    "    return Rj\n",
    "\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Direct_SSA(pop,num_phages):\n",
    "    v1 = np.array([-1,1,0])\n",
    "    v2 = np.array([+1,-1,0])\n",
    "    v3 = np.array([0,-1,1])\n",
    "    t = 0\n",
    "    for iteration in range(100): #evolve 100 times\n",
    "        success = False\n",
    "        print('DIRECT SSA ITERATION: {}'.format(iteration))\n",
    "        #unique_subpops, counts_subpops = Unique(pop)\n",
    "        reactants = Sorting(pop)\n",
    "        aj = Propensity(reactants,k1)\n",
    "        propensities = list(aj.values())\n",
    "        total_sum_prop = np.sum(propensities)\n",
    "        tau = (1/total_sum_prop)*np.log(1/np.random.uniform())\n",
    "        #tau = np.random.exponential(1/total_sum_prop)\n",
    "        upper_limit = np.random.uniform()*total_sum_prop #issue with upper limit condition\n",
    "        r_keys = list(reactants.keys())\n",
    "        \n",
    "        probs = np.array(propensities)/np.sum(propensities)\n",
    "        probs = probs/np.sum(probs)\n",
    "        \n",
    "        j = np.random.choice(list(aj.keys()),p = probs)\n",
    "        if j == 'x2':\n",
    "            print(v2)\n",
    "            #dissociation\n",
    "            while(success == False):\n",
    "                sb = np.random.randint(0,len(pop))\n",
    "                subpop = pop[sb]\n",
    "                to_reverse = np.where(subpop[:,1]>0)[0] #just change the first index where it occurs\n",
    "                if len(to_reverse) != 0:\n",
    "                    to_reverse = np.random.choice(to_reverse)\n",
    "                    print(subpop[to_reverse])\n",
    "                    subpop[to_reverse] += v2\n",
    "                    print(subpop[to_reverse])\n",
    "                    pop[sb] = subpop\n",
    "                    num_phages += 1\n",
    "                    success = True\n",
    "                    break;\n",
    "                else:\n",
    "                    pass;\n",
    "        if j == 'x3':\n",
    "            print(v3)\n",
    "            #irreversible binding\n",
    "            while(success == False):\n",
    "                sb = np.random.randint(0,len(pop))\n",
    "                subpop = pop[sb]\n",
    "                to_perm = np.where(subpop[:,1]>0)[0] #just change the first index where it occurs\n",
    "                if len(to_perm) != 0:\n",
    "                    to_perm = np.random.choice(to_perm)\n",
    "                    print(subpop[to_perm])\n",
    "                    subpop[to_perm] += v3\n",
    "                    print(subpop[to_perm])\n",
    "                    pop[sb] = subpop\n",
    "                    success = True\n",
    "                    break;\n",
    "        else:\n",
    "            #one of the reversible bindings\n",
    "            print(v1)\n",
    "            while(success == False):\n",
    "                sb = np.random.randint(0,len(pop))\n",
    "                subpop = pop[sb]\n",
    "                to_associate = np.where(subpop[:,0]>0)[0]\n",
    "                if len(to_associate) != 0:\n",
    "                    to_associate = np.random.choice(to_associate)\n",
    "                    print(subpop[to_associate])\n",
    "                    subpop[to_associate] += v1\n",
    "                    print(subpop[to_associate])\n",
    "                    pop[sb] = subpop\n",
    "                    num_phages -= 1\n",
    "                    success = True\n",
    "                    break;\n",
    "        \n",
    "        \n",
    "        t+=tau\n",
    "        print('TIME: {}'.format(t))\n",
    "    print('Number of Phages after SSA: {}'.format(num_phages))\n",
    "            \n",
    "    return pop,num_phages,t\n",
    "            \n",
    "        \n",
    "        \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#now we need to go back and mutate\n",
    "#distribute the poisson generated mutations to all the valid bacteria\n",
    "#respectively \n",
    "#Hopefully, Rjs never get too big so that this disgusting nest of loops becomes too expensive\n",
    "def Evolution(pop,Rj,num_phages):\n",
    "    v1 = np.array([-1,+1,0])\n",
    "    v2 = np.array([+1,-1,0])\n",
    "    v3 = np.array([0,-1,+1])\n",
    "    #predict how many cycles we will go through based on Rj\n",
    "    fires = int(np.sum(list(Rj.values())))\n",
    "    cycles = np.random.randint(0,len(pop),fires) #randomly choose the subpop to distribute to\n",
    "    for rxn in list(Rj.keys()): #352\n",
    "        if Rj[rxn] != 0:\n",
    "            for pop_index in cycles:\n",
    "                subpop = pop[pop_index]             #10000\n",
    "                if rxn not in ['x2','x3']:\n",
    "                    #distribute throughout subpops\n",
    "                    indices = np.where(pop[pop_index][:,0]==rxn)[0]\n",
    "                    i=0\n",
    "                    if len(indices)!=0:\n",
    "                        while(Rj[rxn]>0):\n",
    "                            #print(subpop[indices[i]])\n",
    "                            subpop[indices[i]]+=v1\n",
    "                            #print(subpop[indices[i]])\n",
    "                            num_phages -= 1\n",
    "                            Rj[rxn] -= 1\n",
    "                            i+=1\n",
    "                            if i>len(indices)-1:\n",
    "                                break;\n",
    "                    else:\n",
    "                        pass;\n",
    "                if rxn == 'x2':\n",
    "                    #this is a dissociation reaction\n",
    "                    indices = np.where(pop[pop_index][:,1]>0)[0]\n",
    "                    #print('dissociate rxn')\n",
    "                    #print(indices)\n",
    "                    i = 0\n",
    "                    if len(indices)!=0:\n",
    "                        while(Rj[rxn]>0):\n",
    "                            #print(Rj[rxn])\n",
    "                            #print(subpop[indices[i]])\n",
    "                            subpop[indices[i]]+=v2\n",
    "                            #print(subpop[indices[i]])\n",
    "                            num_phages += 1\n",
    "                            Rj[rxn] -= 1\n",
    "                            i+=1\n",
    "                            if i>len(indices)-1:\n",
    "                                break;\n",
    "                if rxn == 'x3':\n",
    "                    indices = np.where(pop[pop_index][:,1]>0)[0]\n",
    "                    i = 0\n",
    "                    #print('irrev binding')\n",
    "                    #print(indices)\n",
    "                    if len(indices)!=0:\n",
    "                        while(Rj[rxn]>0):\n",
    "                            #print(Rj[rxn])\n",
    "                            #print(subpop[indices[i]])\n",
    "                            subpop[indices[i]]+=v3\n",
    "                            #print(subpop[indices[i]])\n",
    "                            Rj[rxn] -= 1\n",
    "                            i+=1\n",
    "                            if i>len(indices)-1:\n",
    "                                break;\n",
    "                pop[pop_index] = subpop\n",
    "    return pop,num_phages;\n",
    "\n",
    "                       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Update_Data(pop):\n",
    "    d = np.zeros((upper_receptor,upper_receptor),dtype = np.int32)\n",
    "    for subpop in pop:\n",
    "        u,c = np.unique(subpop[:,1:3],axis=0,return_counts=True)\n",
    "        for d_index in range(len(c)):  \n",
    "            a = int(u[d_index][0])\n",
    "            b = int(u[d_index][1])\n",
    "            d[a][b] += int(c[d_index])\n",
    "    return d;\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "k1 = K1_calculation()\n",
    "num_bacteria = int(3e+7)\n",
    "num_phages = num_bacteria*5e-4\n",
    "pop = Generate_Population(num_bacteria,upper_receptor)\n",
    "pop = Sort_Pop(pop) #may not be necessary?  I think it speeds up the np.unique function\n",
    "data = Generate_Data(pop,max_steps)\n",
    "t=0\n",
    "time = np.zeros((max_steps))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TOTAL NUMBER OF REACTANTS: 30000000.0\n",
      "============CRITICAL REACTIONS DETECTED==============\n",
      "=========Number of Criticals Detected: 1===========\n",
      "CRITICAL REACTION INDICES: ['x2']\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 0, 200: 600948, 201: 600060, 202: 599578, 203: 600331, 204: 599899, 205: 600118, 206: 600639, 207: 600075, 208: 599405, 209: 599396, 210: 599739, 211: 599940, 212: 599760, 213: 599931, 214: 600231, 215: 601456, 216: 599728, 217: 600172, 218: 600316, 219: 599595, 220: 601129, 221: 599101, 222: 599155, 223: 599461, 224: 599022, 225: 600308, 226: 601419, 227: 600014, 228: 599286, 229: 599377, 230: 599676, 231: 600556, 232: 599805, 233: 599010, 234: 600280, 235: 598986, 236: 599893, 237: 601463, 238: 600135, 239: 600105, 240: 600754, 241: 600168, 242: 599019, 243: 600211, 244: 600540, 245: 600737, 246: 600275, 247: 599158, 248: 600388, 249: 599252, 'x2': 0.0}\n",
      "tau1: 202.27645407638767 vs tau2: nan\n",
      "TOTAL PROPENSITY: 8.999999999999998\n",
      "noncritical poisson\n",
      "total sum prop: 8.999999999999998\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:17: RuntimeWarning: divide by zero encountered in double_scalars\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:18: RuntimeWarning: divide by zero encountered in double_scalars\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:26: RuntimeWarning: divide by zero encountered in double_scalars\n",
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:27: RuntimeWarning: divide by zero encountered in double_scalars\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DATA: \n",
      "[[29998155        0        0 ...        0        0        0]\n",
      " [    1845        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 202.27645407638767 (s)\n",
      "time t: 202.27645407638767 (s)\n",
      "time t: 3.371274234606461 (min)\n",
      "Free Phages Left (algorithmic): 13155.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001845.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 36, 200: 600955, 201: 600046, 202: 599581, 203: 600351, 204: 599877, 205: 600122, 206: 600647, 207: 600068, 208: 599409, 209: 599390, 210: 599746, 211: 599947, 212: 599749, 213: 599930, 214: 600230, 215: 601459, 216: 599714, 217: 600185, 218: 600314, 219: 599598, 220: 601126, 221: 599114, 222: 599141, 223: 599468, 224: 599028, 225: 600294, 226: 601427, 227: 599998, 228: 599301, 229: 599383, 230: 599672, 231: 600547, 232: 599806, 233: 599012, 234: 600285, 235: 598981, 236: 599893, 237: 601469, 238: 600131, 239: 600102, 240: 600758, 241: 600160, 242: 599030, 243: 600205, 244: 600540, 245: 600739, 246: 600277, 247: 599164, 248: 600381, 249: 599214, 'x2': 1845.0}\n",
      "tau1: 6.0657484000201556e-05 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.719499999999998\n",
      "---===ENGAGE DIRECT SSA===---\n",
      "DIRECT SSA ITERATION: 0\n",
      "[-1  1  0]\n",
      "[235.   0.   0.]\n",
      "[234.   1.   0.]\n",
      "TIME: 0.08103234143882716\n",
      "DIRECT SSA ITERATION: 1\n",
      "[-1  1  0]\n",
      "[200.   0.   0.]\n",
      "[199.   1.   0.]\n",
      "TIME: 0.38622466216319523\n",
      "DIRECT SSA ITERATION: 2\n",
      "[-1  1  0]\n",
      "[217.   0.   0.]\n",
      "[216.   1.   0.]\n",
      "TIME: 0.6381981968336679\n",
      "DIRECT SSA ITERATION: 3\n",
      "[-1  1  0]\n",
      "[226.   0.   0.]\n",
      "[225.   1.   0.]\n",
      "TIME: 0.7479224400461084\n",
      "DIRECT SSA ITERATION: 4\n",
      "[-1  1  0]\n",
      "[219.   0.   0.]\n",
      "[218.   1.   0.]\n",
      "TIME: 0.8273304143742468\n",
      "DIRECT SSA ITERATION: 5\n",
      "[-1  1  0]\n",
      "[244.   0.   0.]\n",
      "[243.   1.   0.]\n",
      "TIME: 0.82912823377061\n",
      "DIRECT SSA ITERATION: 6\n",
      "[ 0 -1  1]\n",
      "[201.   1.   0.]\n",
      "[201.   0.   1.]\n",
      "TIME: 0.8332370554528926\n",
      "DIRECT SSA ITERATION: 7\n",
      "[ 1 -1  0]\n",
      "[216.   1.   0.]\n",
      "[217.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 0.9685213195725665\n",
      "DIRECT SSA ITERATION: 8\n",
      "[-1  1  0]\n",
      "[219.   0.   0.]\n",
      "[218.   1.   0.]\n",
      "TIME: 0.9851350451997484\n",
      "DIRECT SSA ITERATION: 9\n",
      "[-1  1  0]\n",
      "[200.   0.   0.]\n",
      "[199.   1.   0.]\n",
      "TIME: 1.2521408542505876\n",
      "DIRECT SSA ITERATION: 10\n",
      "[-1  1  0]\n",
      "[233.   0.   0.]\n",
      "[232.   1.   0.]\n",
      "TIME: 1.2866303475694765\n",
      "DIRECT SSA ITERATION: 11\n",
      "[-1  1  0]\n",
      "[220.   0.   0.]\n",
      "[219.   1.   0.]\n",
      "TIME: 1.338240117889018\n",
      "DIRECT SSA ITERATION: 12\n",
      "[ 1 -1  0]\n",
      "[223.   1.   0.]\n",
      "[224.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 1.3464162596001987\n",
      "DIRECT SSA ITERATION: 13\n",
      "[-1  1  0]\n",
      "[214.   0.   0.]\n",
      "[213.   1.   0.]\n",
      "TIME: 1.3735375542250519\n",
      "DIRECT SSA ITERATION: 14\n",
      "[-1  1  0]\n",
      "[238.   0.   0.]\n",
      "[237.   1.   0.]\n",
      "TIME: 1.59778661675538\n",
      "DIRECT SSA ITERATION: 15\n",
      "[-1  1  0]\n",
      "[221.   0.   0.]\n",
      "[220.   1.   0.]\n",
      "TIME: 1.6092461578037216\n",
      "DIRECT SSA ITERATION: 16\n",
      "[-1  1  0]\n",
      "[224.   0.   0.]\n",
      "[223.   1.   0.]\n",
      "TIME: 1.7230530135399078\n",
      "DIRECT SSA ITERATION: 17\n",
      "[-1  1  0]\n",
      "[201.   0.   0.]\n",
      "[200.   1.   0.]\n",
      "TIME: 1.7498376561732305\n",
      "DIRECT SSA ITERATION: 18\n",
      "[-1  1  0]\n",
      "[229.   0.   0.]\n",
      "[228.   1.   0.]\n",
      "TIME: 1.830131077620005\n",
      "DIRECT SSA ITERATION: 19\n",
      "[-1  1  0]\n",
      "[234.   0.   0.]\n",
      "[233.   1.   0.]\n",
      "TIME: 1.9476820461151367\n",
      "DIRECT SSA ITERATION: 20\n",
      "[-1  1  0]\n",
      "[205.   0.   0.]\n",
      "[204.   1.   0.]\n",
      "TIME: 1.9568216674342662\n",
      "DIRECT SSA ITERATION: 21\n",
      "[ 1 -1  0]\n",
      "[223.   1.   0.]\n",
      "[224.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 1.99061556881649\n",
      "DIRECT SSA ITERATION: 22\n",
      "[-1  1  0]\n",
      "[229.   0.   0.]\n",
      "[228.   1.   0.]\n",
      "TIME: 1.9973130418887286\n",
      "DIRECT SSA ITERATION: 23\n",
      "[-1  1  0]\n",
      "[233.   0.   0.]\n",
      "[232.   1.   0.]\n",
      "TIME: 2.0884578497358453\n",
      "DIRECT SSA ITERATION: 24\n",
      "[ 0 -1  1]\n",
      "[213.   1.   0.]\n",
      "[213.   0.   1.]\n",
      "TIME: 2.1440398694281804\n",
      "DIRECT SSA ITERATION: 25\n",
      "[ 0 -1  1]\n",
      "[237.   1.   0.]\n",
      "[237.   0.   1.]\n",
      "TIME: 2.1649136504553472\n",
      "DIRECT SSA ITERATION: 26\n",
      "[-1  1  0]\n",
      "[238.   0.   0.]\n",
      "[237.   1.   0.]\n",
      "TIME: 2.1817562701987483\n",
      "DIRECT SSA ITERATION: 27\n",
      "[-1  1  0]\n",
      "[213.   0.   0.]\n",
      "[212.   1.   0.]\n",
      "TIME: 2.195834468302451\n",
      "DIRECT SSA ITERATION: 28\n",
      "[-1  1  0]\n",
      "[245.   0.   0.]\n",
      "[244.   1.   0.]\n",
      "TIME: 2.22972794673177\n",
      "DIRECT SSA ITERATION: 29\n",
      "[-1  1  0]\n",
      "[238.   0.   0.]\n",
      "[237.   1.   0.]\n",
      "TIME: 2.2717412237276995\n",
      "DIRECT SSA ITERATION: 30\n",
      "[ 0 -1  1]\n",
      "[228.   1.   0.]\n",
      "[228.   0.   1.]\n",
      "TIME: 2.3811816228476625\n",
      "DIRECT SSA ITERATION: 31\n",
      "[-1  1  0]\n",
      "[249.   0.   0.]\n",
      "[248.   1.   0.]\n",
      "TIME: 2.452338808280247\n",
      "DIRECT SSA ITERATION: 32\n",
      "[-1  1  0]\n",
      "[214.   0.   0.]\n",
      "[213.   1.   0.]\n",
      "TIME: 2.5751307409912316\n",
      "DIRECT SSA ITERATION: 33\n",
      "[-1  1  0]\n",
      "[205.   0.   0.]\n",
      "[204.   1.   0.]\n",
      "TIME: 2.5796459818524378\n",
      "DIRECT SSA ITERATION: 34\n",
      "[-1  1  0]\n",
      "[212.   0.   0.]\n",
      "[211.   1.   0.]\n",
      "TIME: 2.766544721581259\n",
      "DIRECT SSA ITERATION: 35\n",
      "[-1  1  0]\n",
      "[203.   0.   0.]\n",
      "[202.   1.   0.]\n",
      "TIME: 2.7801333862970674\n",
      "DIRECT SSA ITERATION: 36\n",
      "[-1  1  0]\n",
      "[229.   0.   0.]\n",
      "[228.   1.   0.]\n",
      "TIME: 2.827878913992874\n",
      "DIRECT SSA ITERATION: 37\n",
      "[-1  1  0]\n",
      "[235.   0.   0.]\n",
      "[234.   1.   0.]\n",
      "TIME: 2.840486911127568\n",
      "DIRECT SSA ITERATION: 38\n",
      "[ 0 -1  1]\n",
      "[248.   1.   0.]\n",
      "[248.   0.   1.]\n",
      "TIME: 2.8532396436312806\n",
      "DIRECT SSA ITERATION: 39\n",
      "[-1  1  0]\n",
      "[206.   0.   0.]\n",
      "[205.   1.   0.]\n",
      "TIME: 2.878094656040726\n",
      "DIRECT SSA ITERATION: 40\n",
      "[-1  1  0]\n",
      "[232.   0.   0.]\n",
      "[231.   1.   0.]\n",
      "TIME: 3.009800033844125\n",
      "DIRECT SSA ITERATION: 41\n",
      "[-1  1  0]\n",
      "[222.   0.   0.]\n",
      "[221.   1.   0.]\n",
      "TIME: 3.019209571019408\n",
      "DIRECT SSA ITERATION: 42\n",
      "[ 1 -1  0]\n",
      "[234.   1.   0.]\n",
      "[235.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 3.037819970699796\n",
      "DIRECT SSA ITERATION: 43\n",
      "[ 0 -1  1]\n",
      "[204.   1.   0.]\n",
      "[204.   0.   1.]\n",
      "TIME: 3.1022293511057852\n",
      "DIRECT SSA ITERATION: 44\n",
      "[-1  1  0]\n",
      "[213.   0.   0.]\n",
      "[212.   1.   0.]\n",
      "TIME: 3.102771553674458\n",
      "DIRECT SSA ITERATION: 45\n",
      "[-1  1  0]\n",
      "[223.   0.   0.]\n",
      "[222.   1.   0.]\n",
      "TIME: 3.110498206415273\n",
      "DIRECT SSA ITERATION: 46\n",
      "[ 1 -1  0]\n",
      "[245.   1.   0.]\n",
      "[246.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 3.116076912107488\n",
      "DIRECT SSA ITERATION: 47\n",
      "[-1  1  0]\n",
      "[225.   0.   0.]\n",
      "[224.   1.   0.]\n",
      "TIME: 3.1790777739289995\n",
      "DIRECT SSA ITERATION: 48\n",
      "[-1  1  0]\n",
      "[205.   0.   0.]\n",
      "[204.   1.   0.]\n",
      "TIME: 3.2150535998959056\n",
      "DIRECT SSA ITERATION: 49\n",
      "[ 0 -1  1]\n",
      "[199.   1.   0.]\n",
      "[199.   0.   1.]\n",
      "TIME: 3.321115787979344\n",
      "DIRECT SSA ITERATION: 50\n",
      "[ 0 -1  1]\n",
      "[241.   1.   0.]\n",
      "[241.   0.   1.]\n",
      "TIME: 3.457109134723572\n",
      "DIRECT SSA ITERATION: 51\n",
      "[ 0 -1  1]\n",
      "[211.   1.   0.]\n",
      "[211.   0.   1.]\n",
      "TIME: 3.58549201233748\n",
      "DIRECT SSA ITERATION: 52\n",
      "[-1  1  0]\n",
      "[212.   0.   0.]\n",
      "[211.   1.   0.]\n",
      "TIME: 4.091727992777784\n",
      "DIRECT SSA ITERATION: 53\n",
      "[-1  1  0]\n",
      "[238.   0.   0.]\n",
      "[237.   1.   0.]\n",
      "TIME: 4.120143662407417\n",
      "DIRECT SSA ITERATION: 54\n",
      "[ 1 -1  0]\n",
      "[211.   1.   0.]\n",
      "[212.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 4.12169865759233\n",
      "DIRECT SSA ITERATION: 55\n",
      "[ 1 -1  0]\n",
      "[202.   1.   0.]\n",
      "[203.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 4.12409560975032\n",
      "DIRECT SSA ITERATION: 56\n",
      "[ 0 -1  1]\n",
      "[244.   1.   0.]\n",
      "[244.   0.   1.]\n",
      "TIME: 4.13093363276219\n",
      "DIRECT SSA ITERATION: 57\n",
      "[ 1 -1  0]\n",
      "[228.   1.   0.]\n",
      "[229.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 4.191823583148926\n",
      "DIRECT SSA ITERATION: 58\n",
      "[-1  1  0]\n",
      "[208.   0.   0.]\n",
      "[207.   1.   0.]\n",
      "TIME: 4.311383026057385\n",
      "DIRECT SSA ITERATION: 59\n",
      "[-1  1  0]\n",
      "[248.   0.   0.]\n",
      "[247.   1.   0.]\n",
      "TIME: 4.357637615718509\n",
      "DIRECT SSA ITERATION: 60\n",
      "[ 1 -1  0]\n",
      "[218.   1.   0.]\n",
      "[219.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 4.416738819668258\n",
      "DIRECT SSA ITERATION: 61\n",
      "[-1  1  0]\n",
      "[203.   0.   0.]\n",
      "[202.   1.   0.]\n",
      "TIME: 4.514089984788197\n",
      "DIRECT SSA ITERATION: 62\n",
      "[ 0 -1  1]\n",
      "[228.   1.   0.]\n",
      "[228.   0.   1.]\n",
      "TIME: 4.542994801304243\n",
      "DIRECT SSA ITERATION: 63\n",
      "[ 0 -1  1]\n",
      "[231.   1.   0.]\n",
      "[231.   0.   1.]\n",
      "TIME: 4.617015302953148\n",
      "DIRECT SSA ITERATION: 64\n",
      "[-1  1  0]\n",
      "[216.   0.   0.]\n",
      "[215.   1.   0.]\n",
      "TIME: 4.621725070732199\n",
      "DIRECT SSA ITERATION: 65\n",
      "[ 0 -1  1]\n",
      "[220.   1.   0.]\n",
      "[220.   0.   1.]\n",
      "TIME: 4.679040148513931\n",
      "DIRECT SSA ITERATION: 66\n",
      "[ 1 -1  0]\n",
      "[224.   1.   0.]\n",
      "[225.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 4.918797957148835\n",
      "DIRECT SSA ITERATION: 67\n",
      "[-1  1  0]\n",
      "[240.   0.   0.]\n",
      "[239.   1.   0.]\n",
      "TIME: 5.126281932110062\n",
      "DIRECT SSA ITERATION: 68\n",
      "[-1  1  0]\n",
      "[200.   0.   0.]\n",
      "[199.   1.   0.]\n",
      "TIME: 5.141822039174214\n",
      "DIRECT SSA ITERATION: 69\n",
      "[ 0 -1  1]\n",
      "[247.   1.   0.]\n",
      "[247.   0.   1.]\n",
      "TIME: 5.162000455923152\n",
      "DIRECT SSA ITERATION: 70\n",
      "[ 1 -1  0]\n",
      "[243.   1.   0.]\n",
      "[244.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 5.2226946667691685\n",
      "DIRECT SSA ITERATION: 71\n",
      "[ 0 -1  1]\n",
      "[222.   1.   0.]\n",
      "[222.   0.   1.]\n",
      "TIME: 5.300770059377153\n",
      "DIRECT SSA ITERATION: 72\n",
      "[ 0 -1  1]\n",
      "[237.   1.   0.]\n",
      "[237.   0.   1.]\n",
      "TIME: 5.358886320232556\n",
      "DIRECT SSA ITERATION: 73\n",
      "[-1  1  0]\n",
      "[245.   0.   0.]\n",
      "[244.   1.   0.]\n",
      "TIME: 5.385211535789156\n",
      "DIRECT SSA ITERATION: 74\n",
      "[-1  1  0]\n",
      "[244.   0.   0.]\n",
      "[243.   1.   0.]\n",
      "TIME: 5.417166719973104\n",
      "DIRECT SSA ITERATION: 75\n",
      "[-1  1  0]\n",
      "[231.   0.   0.]\n",
      "[230.   1.   0.]\n",
      "TIME: 5.46502739181675\n",
      "DIRECT SSA ITERATION: 76\n",
      "[ 1 -1  0]\n",
      "[230.   1.   0.]\n",
      "[231.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 5.652683395939095\n",
      "DIRECT SSA ITERATION: 77\n",
      "[ 1 -1  0]\n",
      "[200.   1.   0.]\n",
      "[201.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 5.913026083861751\n",
      "DIRECT SSA ITERATION: 78\n",
      "[-1  1  0]\n",
      "[246.   0.   0.]\n",
      "[245.   1.   0.]\n",
      "TIME: 5.9301913977684295\n",
      "DIRECT SSA ITERATION: 79\n",
      "[ 1 -1  0]\n",
      "[215.   1.   0.]\n",
      "[216.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 5.986115695124931\n",
      "DIRECT SSA ITERATION: 80\n",
      "[ 1 -1  0]\n",
      "[202.   1.   0.]\n",
      "[203.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 6.083909969424235\n",
      "DIRECT SSA ITERATION: 81\n",
      "[ 1 -1  0]\n",
      "[233.   1.   0.]\n",
      "[234.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 6.084984990812619\n",
      "DIRECT SSA ITERATION: 82\n",
      "[-1  1  0]\n",
      "[248.   0.   0.]\n",
      "[247.   1.   0.]\n",
      "TIME: 6.09633503138683\n",
      "DIRECT SSA ITERATION: 83\n",
      "[-1  1  0]\n",
      "[242.   0.   0.]\n",
      "[241.   1.   0.]\n",
      "TIME: 6.173439953251093\n",
      "DIRECT SSA ITERATION: 84\n",
      "[ 1 -1  0]\n",
      "[199.   1.   0.]\n",
      "[200.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 6.399476811812374\n",
      "DIRECT SSA ITERATION: 85\n",
      "[-1  1  0]\n",
      "[224.   0.   0.]\n",
      "[223.   1.   0.]\n",
      "TIME: 6.444380848363018\n",
      "DIRECT SSA ITERATION: 86\n",
      "[-1  1  0]\n",
      "[202.   0.   0.]\n",
      "[201.   1.   0.]\n",
      "TIME: 6.449109819495739\n",
      "DIRECT SSA ITERATION: 87\n",
      "[ 1 -1  0]\n",
      "[224.   1.   0.]\n",
      "[225.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 6.589968989415517\n",
      "DIRECT SSA ITERATION: 88\n",
      "[ 1 -1  0]\n",
      "[232.   1.   0.]\n",
      "[233.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 6.641117628752846\n",
      "DIRECT SSA ITERATION: 89\n",
      "[ 1 -1  0]\n",
      "[237.   1.   0.]\n",
      "[238.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 6.759148226831892\n",
      "DIRECT SSA ITERATION: 90\n",
      "[ 1 -1  0]\n",
      "[201.   1.   0.]\n",
      "[202.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 6.7753530304041005\n",
      "DIRECT SSA ITERATION: 91\n",
      "[-1  1  0]\n",
      "[204.   0.   0.]\n",
      "[203.   1.   0.]\n",
      "TIME: 6.792863156458418\n",
      "DIRECT SSA ITERATION: 92\n",
      "[-1  1  0]\n",
      "[213.   0.   0.]\n",
      "[212.   1.   0.]\n",
      "TIME: 6.93145600249509\n",
      "DIRECT SSA ITERATION: 93\n",
      "[-1  1  0]\n",
      "[200.   0.   0.]\n",
      "[199.   1.   0.]\n",
      "TIME: 6.933183612682697\n",
      "DIRECT SSA ITERATION: 94\n",
      "[ 0 -1  1]\n",
      "[219.   1.   0.]\n",
      "[219.   0.   1.]\n",
      "TIME: 6.945554218944988\n",
      "DIRECT SSA ITERATION: 95\n",
      "[-1  1  0]\n",
      "[204.   0.   0.]\n",
      "[203.   1.   0.]\n",
      "TIME: 6.986628848675441\n",
      "DIRECT SSA ITERATION: 96\n",
      "[-1  1  0]\n",
      "[207.   0.   0.]\n",
      "[206.   1.   0.]\n",
      "TIME: 7.065832937930076\n",
      "DIRECT SSA ITERATION: 97\n",
      "[ 1 -1  0]\n",
      "[199.   1.   0.]\n",
      "[200.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 7.06645063634474\n",
      "DIRECT SSA ITERATION: 98\n",
      "[ 1 -1  0]\n",
      "[247.   1.   0.]\n",
      "[248.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 7.146512650001239\n",
      "DIRECT SSA ITERATION: 99\n",
      "[ 1 -1  0]\n",
      "[243.   1.   0.]\n",
      "[244.   0.   0.]\n",
      "[-1  1  0]\n",
      "TIME: 7.229433179926658\n",
      "Number of Phages after SSA: 13120.0\n",
      "DATA: \n",
      "[[29998120       17        0 ...        0        0        0]\n",
      " [    1863        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 7.229433179926658 (s)\n",
      "time t: 209.5058872563143 (s)\n",
      "time t: 3.4917647876052387 (min)\n",
      "Free Phages Left (algorithmic): 13120.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001863.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599598, 220: 601126, 221: 599114, 222: 599141, 223: 599467, 224: 599027, 225: 600296, 226: 601426, 227: 599998, 228: 599303, 229: 599381, 230: 599672, 231: 600548, 232: 599806, 233: 599011, 234: 600286, 235: 598980, 236: 599893, 237: 601472, 238: 600128, 239: 600103, 240: 600757, 241: 600161, 242: 599029, 243: 600205, 244: 600542, 245: 600737, 246: 600277, 247: 599165, 248: 600381, 249: 599213, 'x2': 1863.0}\n",
      "tau1: 21.75990917175709 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.7651\n",
      "noncritical poisson\n",
      "total sum prop: 14.7651\n",
      "DATA: \n",
      "[[29998034       68        0 ...        0        0        0]\n",
      " [    1898        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 21.75990917175709 (s)\n",
      "time t: 231.2657964280714 (s)\n",
      "time t: 3.854429940467857 (min)\n",
      "Free Phages Left (algorithmic): 13034.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001898.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599598, 220: 601126, 221: 599114, 222: 599141, 223: 599467, 224: 599030, 225: 600298, 226: 601425, 227: 599997, 228: 599306, 229: 599378, 230: 599673, 231: 600545, 232: 599809, 233: 599009, 234: 600287, 235: 598979, 236: 599895, 237: 601472, 238: 600131, 239: 600101, 240: 600756, 241: 600158, 242: 599031, 243: 600204, 244: 600541, 245: 600739, 246: 600277, 247: 599167, 248: 600380, 249: 599209, 'x2': 1898.0}\n",
      "tau1: 21.584615395501125 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.842999999999998\n",
      "noncritical poisson\n",
      "total sum prop: 14.842999999999998\n",
      "DATA: \n",
      "[[29997919      125        0 ...        0        0        0]\n",
      " [    1956        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 21.584615395501125 (s)\n",
      "time t: 252.85041182357253 (s)\n",
      "time t: 4.214173530392875 (min)\n",
      "Free Phages Left (algorithmic): 12919.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001956.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599140, 223: 599467, 224: 599029, 225: 600301, 226: 601422, 227: 599997, 228: 599306, 229: 599378, 230: 599673, 231: 600543, 232: 599812, 233: 599009, 234: 600286, 235: 598980, 236: 599902, 237: 601472, 238: 600124, 239: 600109, 240: 600752, 241: 600155, 242: 599032, 243: 600202, 244: 600542, 245: 600737, 246: 600277, 247: 599169, 248: 600382, 249: 599203, 'x2': 1956.0}\n",
      "tau1: 21.357501073619634 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.988600000000002\n",
      "noncritical poisson\n",
      "total sum prop: 14.988600000000002\n",
      "DATA: \n",
      "[[29997821      185        0 ...        0        0        0]\n",
      " [    1994        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 21.357501073619634 (s)\n",
      "time t: 274.20791289719216 (s)\n",
      "time t: 4.5701318816198695 (min)\n",
      "Free Phages Left (algorithmic): 12821.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001994.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599027, 225: 600301, 226: 601426, 227: 599996, 228: 599302, 229: 599378, 230: 599676, 231: 600539, 232: 599819, 233: 599007, 234: 600287, 235: 598973, 236: 599904, 237: 601474, 238: 600120, 239: 600112, 240: 600751, 241: 600157, 242: 599037, 243: 600194, 244: 600547, 245: 600735, 246: 600274, 247: 599171, 248: 600381, 249: 599201, 'x2': 1994.0}\n",
      "tau1: 21.179785279806357 vs tau2: nan\n",
      "TOTAL PROPENSITY: 15.0704\n",
      "noncritical poisson\n",
      "total sum prop: 15.0704\n",
      "DATA: \n",
      "[[29997760      246        0 ...        0        0        0]\n",
      " [    1994        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 21.179785279806357 (s)\n",
      "time t: 295.3876981769985 (s)\n",
      "time t: 4.9231283029499755 (min)\n",
      "Free Phages Left (algorithmic): 12760.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001994.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599027, 225: 600301, 226: 601426, 227: 599996, 228: 599302, 229: 599378, 230: 599676, 231: 600542, 232: 599818, 233: 599006, 234: 600289, 235: 598975, 236: 599901, 237: 601475, 238: 600122, 239: 600108, 240: 600753, 241: 600156, 242: 599040, 243: 600196, 244: 600542, 245: 600738, 246: 600274, 247: 599169, 248: 600382, 249: 599197, 'x2': 1994.0}\n",
      "tau1: 21.07703567272064 vs tau2: nan\n",
      "TOTAL PROPENSITY: 15.0338\n",
      "noncritical poisson\n",
      "total sum prop: 15.0338\n",
      "DATA: \n",
      "[[29997691      310        0 ...        0        0        0]\n",
      " [    1999        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 21.07703567272064 (s)\n",
      "time t: 316.46473384971915 (s)\n",
      "time t: 5.274412230828653 (min)\n",
      "Free Phages Left (algorithmic): 12691.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001999.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599027, 225: 600301, 226: 601426, 227: 599996, 228: 599302, 229: 599378, 230: 599676, 231: 600545, 232: 599818, 233: 599005, 234: 600293, 235: 598973, 236: 599902, 237: 601473, 238: 600125, 239: 600104, 240: 600754, 241: 600158, 242: 599041, 243: 600194, 244: 600541, 245: 600735, 246: 600275, 247: 599176, 248: 600379, 249: 599192, 'x2': 1999.0}\n",
      "tau1: 20.960315584341753 vs tau2: nan\n",
      "TOTAL PROPENSITY: 15.0109\n",
      "noncritical poisson\n",
      "total sum prop: 15.0109\n",
      "DATA: \n",
      "[[29997617      360        0 ...        0        0        0]\n",
      " [    2023        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 20.960315584341753 (s)\n",
      "time t: 337.4250494340609 (s)\n",
      "time t: 5.623750823901015 (min)\n",
      "Free Phages Left (algorithmic): 12617.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002023.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599028, 225: 600302, 226: 601425, 227: 600001, 228: 599302, 229: 599372, 230: 599676, 231: 600547, 232: 599817, 233: 599010, 234: 600290, 235: 598972, 236: 599904, 237: 601471, 238: 600125, 239: 600107, 240: 600752, 241: 600156, 242: 599043, 243: 600197, 244: 600539, 245: 600736, 246: 600272, 247: 599179, 248: 600376, 249: 599190, 'x2': 2023.0}\n",
      "tau1: 20.834356581237255 vs tau2: nan\n",
      "TOTAL PROPENSITY: 15.0553\n",
      "noncritical poisson\n",
      "total sum prop: 15.0553\n",
      "DATA: \n",
      "[[29997544      410        0 ...        0        0        0]\n",
      " [    2046        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 20.834356581237255 (s)\n",
      "time t: 358.25940601529817 (s)\n",
      "time t: 5.970990100254969 (min)\n",
      "Free Phages Left (algorithmic): 12544.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002046.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599030, 225: 600303, 226: 601426, 227: 599999, 228: 599304, 229: 599369, 230: 599678, 231: 600547, 232: 599817, 233: 599009, 234: 600289, 235: 598972, 236: 599905, 237: 601474, 238: 600122, 239: 600108, 240: 600753, 241: 600158, 242: 599043, 243: 600196, 244: 600534, 245: 600738, 246: 600272, 247: 599181, 248: 600375, 249: 599187, 'x2': 2046.0}\n",
      "tau1: 20.713324770364263 vs tau2: nan\n",
      "TOTAL PROPENSITY: 15.096599999999999\n",
      "noncritical poisson\n",
      "total sum prop: 15.096599999999999\n",
      "DATA: \n",
      "[[29997471      470        0 ...        0        0        0]\n",
      " [    2059        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 20.713324770364263 (s)\n",
      "time t: 378.9727307856624 (s)\n",
      "time t: 6.31621217976104 (min)\n",
      "Free Phages Left (algorithmic): 12471.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002059.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599030, 225: 600303, 226: 601426, 227: 600001, 228: 599307, 229: 599368, 230: 599679, 231: 600544, 232: 599820, 233: 599007, 234: 600287, 235: 598975, 236: 599902, 237: 601478, 238: 600120, 239: 600110, 240: 600751, 241: 600162, 242: 599042, 243: 600193, 244: 600532, 245: 600739, 246: 600272, 247: 599182, 248: 600373, 249: 599186, 'x2': 2059.0}\n",
      "tau1: 20.594272948936126 vs tau2: nan\n",
      "TOTAL PROPENSITY: 15.1009\n",
      "noncritical poisson\n",
      "total sum prop: 15.1009\n",
      "DATA: \n",
      "[[29997417      525        0 ...        0        0        0]\n",
      " [    2058        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 20.594272948936126 (s)\n",
      "time t: 399.56700373459853 (s)\n",
      "time t: 6.659450062243309 (min)\n",
      "Free Phages Left (algorithmic): 12417.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002058.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599030, 225: 600303, 226: 601426, 227: 600001, 228: 599307, 229: 599368, 230: 599682, 231: 600542, 232: 599821, 233: 599009, 234: 600286, 235: 598978, 236: 599898, 237: 601478, 238: 600122, 239: 600108, 240: 600751, 241: 600165, 242: 599040, 243: 600193, 244: 600532, 245: 600737, 246: 600272, 247: 599185, 248: 600372, 249: 599183, 'x2': 2058.0}\n",
      "tau1: 20.50588502999782 vs tau2: nan\n",
      "TOTAL PROPENSITY: 15.064799999999998\n",
      "noncritical poisson\n",
      "total sum prop: 15.064799999999998\n",
      "DATA: \n",
      "[[29997363      578        0 ...        0        0        0]\n",
      " [    2059        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 20.50588502999782 (s)\n",
      "time t: 420.07288876459637 (s)\n",
      "time t: 7.001214812743273 (min)\n",
      "Free Phages Left (algorithmic): 12363.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002059.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599030, 225: 600303, 226: 601426, 227: 600001, 228: 599307, 229: 599368, 230: 599682, 231: 600542, 232: 599824, 233: 599008, 234: 600285, 235: 598982, 236: 599895, 237: 601478, 238: 600124, 239: 600106, 240: 600752, 241: 600168, 242: 599036, 243: 600198, 244: 600527, 245: 600739, 246: 600269, 247: 599188, 248: 600372, 249: 599179, 'x2': 2059.0}\n",
      "tau1: 20.417906559089502 vs tau2: nan\n",
      "TOTAL PROPENSITY: 15.036100000000001\n",
      "noncritical poisson\n",
      "total sum prop: 15.036100000000001\n",
      "DATA: \n",
      "[[29997290      640        0 ...        0        0        0]\n",
      " [    2070        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 20.417906559089502 (s)\n",
      "time t: 440.49079532368586 (s)\n",
      "time t: 7.341513255394764 (min)\n",
      "Free Phages Left (algorithmic): 12290.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002070.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599030, 225: 600303, 226: 601426, 227: 600003, 228: 599306, 229: 599369, 230: 599683, 231: 600544, 232: 599821, 233: 599006, 234: 600290, 235: 598981, 236: 599897, 237: 601474, 238: 600127, 239: 600106, 240: 600752, 241: 600167, 242: 599035, 243: 600198, 244: 600525, 245: 600742, 246: 600266, 247: 599191, 248: 600374, 249: 599173, 'x2': 2070.0}\n",
      "tau1: 20.301032069708945 vs tau2: nan\n",
      "TOTAL PROPENSITY: 15.033000000000001\n",
      "noncritical poisson\n",
      "total sum prop: 15.033000000000001\n",
      "DATA: \n",
      "[[29997220      695        0 ...        0        0        0]\n",
      " [    2085        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 20.301032069708945 (s)\n",
      "time t: 460.7918273933948 (s)\n",
      "time t: 7.679863789889913 (min)\n",
      "Free Phages Left (algorithmic): 12220.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002085.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599030, 225: 600303, 226: 601429, 227: 600000, 228: 599310, 229: 599366, 230: 599684, 231: 600542, 232: 599826, 233: 599003, 234: 600288, 235: 598985, 236: 599894, 237: 601477, 238: 600130, 239: 600107, 240: 600749, 241: 600165, 242: 599033, 243: 600200, 244: 600525, 245: 600741, 246: 600268, 247: 599191, 248: 600374, 249: 599169, 'x2': 2085.0}\n",
      "tau1: 20.191197061359173 vs tau2: nan\n",
      "TOTAL PROPENSITY: 15.0465\n",
      "noncritical poisson\n",
      "total sum prop: 15.0465\n",
      "DATA: \n",
      "[[29997164      751        0 ...        0        0        0]\n",
      " [    2085        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 20.191197061359173 (s)\n",
      "time t: 480.98302445475395 (s)\n",
      "time t: 8.016383740912566 (min)\n",
      "Free Phages Left (algorithmic): 12164.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002085.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599030, 225: 600303, 226: 601429, 227: 600000, 228: 599310, 229: 599366, 230: 599685, 231: 600543, 232: 599831, 233: 598999, 234: 600287, 235: 598985, 236: 599895, 237: 601477, 238: 600130, 239: 600106, 240: 600750, 241: 600165, 242: 599033, 243: 600201, 244: 600525, 245: 600740, 246: 600271, 247: 599186, 248: 600374, 249: 599168, 'x2': 2085.0}\n",
      "tau1: 20.101120733396748 vs tau2: nan\n",
      "TOTAL PROPENSITY: 15.0129\n",
      "noncritical poisson\n",
      "total sum prop: 15.0129\n",
      "DATA: \n",
      "[[29997109      818        0 ...        0        0        0]\n",
      " [    2073        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 20.101120733396748 (s)\n",
      "time t: 501.08414518815067 (s)\n",
      "time t: 8.351402419802511 (min)\n",
      "Free Phages Left (algorithmic): 12109.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002073.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599030, 225: 600303, 226: 601429, 227: 600000, 228: 599310, 229: 599366, 230: 599685, 231: 600543, 232: 599833, 233: 599000, 234: 600287, 235: 598984, 236: 599896, 237: 601477, 238: 600130, 239: 600107, 240: 600749, 241: 600166, 242: 599032, 243: 600200, 244: 600526, 245: 600743, 246: 600269, 247: 599188, 248: 600369, 249: 599167, 'x2': 2073.0}\n",
      "tau1: 20.009552593259258 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.935500000000001\n",
      "noncritical poisson\n",
      "total sum prop: 14.935500000000001\n",
      "DATA: \n",
      "[[29997055      885        0 ...        0        0        0]\n",
      " [    2060        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 20.009552593259258 (s)\n",
      "time t: 521.0936977814099 (s)\n",
      "time t: 8.684894963023499 (min)\n",
      "Free Phages Left (algorithmic): 12055.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002060.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599030, 225: 600303, 226: 601429, 227: 600000, 228: 599310, 229: 599366, 230: 599685, 231: 600543, 232: 599834, 233: 599001, 234: 600287, 235: 598985, 236: 599901, 237: 601473, 238: 600127, 239: 600109, 240: 600748, 241: 600167, 242: 599031, 243: 600200, 244: 600528, 245: 600744, 246: 600270, 247: 599184, 248: 600371, 249: 599163, 'x2': 2060.0}\n",
      "tau1: 19.919353536467938 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.854999999999999\n",
      "noncritical poisson\n",
      "total sum prop: 14.854999999999999\n",
      "DATA: \n",
      "[[29997016      924        0 ...        0        0        0]\n",
      " [    2060        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.919353536467938 (s)\n",
      "time t: 541.0130513178779 (s)\n",
      "time t: 9.016884188631298 (min)\n",
      "Free Phages Left (algorithmic): 12016.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002060.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599470, 224: 599030, 225: 600303, 226: 601429, 227: 600000, 228: 599310, 229: 599366, 230: 599685, 231: 600543, 232: 599834, 233: 599001, 234: 600287, 235: 598985, 236: 599901, 237: 601475, 238: 600126, 239: 600113, 240: 600745, 241: 600166, 242: 599031, 243: 600201, 244: 600531, 245: 600742, 246: 600273, 247: 599180, 248: 600378, 249: 599154, 'x2': 2060.0}\n",
      "tau1: 19.856647948327044 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.831599999999998\n",
      "noncritical poisson\n",
      "total sum prop: 14.831599999999998\n",
      "DATA: \n",
      "[[29996959      977        0 ...        0        0        0]\n",
      " [    2064        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.856647948327044 (s)\n",
      "time t: 560.8696992662049 (s)\n",
      "time t: 9.347828321103414 (min)\n",
      "Free Phages Left (algorithmic): 11959.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002064.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599472, 224: 599029, 225: 600305, 226: 601431, 227: 599996, 228: 599311, 229: 599367, 230: 599684, 231: 600545, 232: 599832, 233: 598999, 234: 600292, 235: 598980, 236: 599903, 237: 601475, 238: 600127, 239: 600112, 240: 600746, 241: 600165, 242: 599033, 243: 600197, 244: 600531, 245: 600743, 246: 600276, 247: 599180, 248: 600374, 249: 599154, 'x2': 2064.0}\n",
      "tau1: 19.766354943061685 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.812199999999999\n",
      "noncritical poisson\n",
      "total sum prop: 14.812199999999999\n",
      "DATA: \n",
      "[[29996923     1013        0 ...        0        0        0]\n",
      " [    2064        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.766354943061685 (s)\n",
      "time t: 580.6360542092666 (s)\n",
      "time t: 9.677267570154443 (min)\n",
      "Free Phages Left (algorithmic): 11923.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002064.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599472, 224: 599029, 225: 600305, 226: 601431, 227: 599996, 228: 599311, 229: 599368, 230: 599686, 231: 600543, 232: 599831, 233: 599001, 234: 600294, 235: 598976, 236: 599904, 237: 601475, 238: 600128, 239: 600111, 240: 600745, 241: 600168, 242: 599033, 243: 600197, 244: 600529, 245: 600744, 246: 600278, 247: 599178, 248: 600374, 249: 599152, 'x2': 2064.0}\n",
      "tau1: 19.70874811046511 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.7906\n",
      "noncritical poisson\n",
      "total sum prop: 14.7906\n",
      "DATA: \n",
      "[[29996879     1057        0 ...        0        0        0]\n",
      " [    2064        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.70874811046511 (s)\n",
      "time t: 600.3448023197317 (s)\n",
      "time t: 10.005746705328862 (min)\n",
      "Free Phages Left (algorithmic): 11879.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002064.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599472, 224: 599029, 225: 600305, 226: 601431, 227: 599996, 228: 599311, 229: 599368, 230: 599689, 231: 600543, 232: 599829, 233: 599004, 234: 600292, 235: 598978, 236: 599902, 237: 601475, 238: 600126, 239: 600114, 240: 600745, 241: 600166, 242: 599038, 243: 600192, 244: 600529, 245: 600744, 246: 600280, 247: 599176, 248: 600376, 249: 599149, 'x2': 2064.0}\n",
      "tau1: 19.6384539244186 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.764199999999999\n",
      "noncritical poisson\n",
      "total sum prop: 14.764199999999999\n",
      "DATA: \n",
      "[[29996816     1120        0 ...        0        0        0]\n",
      " [    2064        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.6384539244186 (s)\n",
      "time t: 619.9832562441503 (s)\n",
      "time t: 10.333054270735838 (min)\n",
      "Free Phages Left (algorithmic): 11816.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002064.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599472, 224: 599029, 225: 600305, 226: 601431, 227: 599996, 228: 599313, 229: 599368, 230: 599691, 231: 600542, 232: 599829, 233: 599004, 234: 600291, 235: 598979, 236: 599902, 237: 601475, 238: 600126, 239: 600116, 240: 600743, 241: 600165, 242: 599040, 243: 600191, 244: 600530, 245: 600741, 246: 600283, 247: 599177, 248: 600372, 249: 599148, 'x2': 2064.0}\n",
      "tau1: 19.538024063040556 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.726400000000002\n",
      "noncritical poisson\n",
      "total sum prop: 14.726400000000002\n",
      "DATA: \n",
      "[[29996794     1153        0 ...        0        0        0]\n",
      " [    2053        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.538024063040556 (s)\n",
      "time t: 639.5212803071909 (s)\n",
      "time t: 10.658688005119847 (min)\n",
      "Free Phages Left (algorithmic): 11794.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002053.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599472, 224: 599029, 225: 600305, 226: 601431, 227: 599996, 228: 599313, 229: 599368, 230: 599691, 231: 600542, 232: 599829, 233: 599004, 234: 600291, 235: 598979, 236: 599902, 237: 601475, 238: 600126, 239: 600116, 240: 600746, 241: 600166, 242: 599038, 243: 600190, 244: 600532, 245: 600740, 246: 600284, 247: 599177, 248: 600370, 249: 599147, 'x2': 2053.0}\n",
      "tau1: 19.499183881781548 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.6725\n",
      "noncritical poisson\n",
      "total sum prop: 14.6725\n",
      "DATA: \n",
      "[[29996742     1205        0 ...        0        0        0]\n",
      " [    2053        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.499183881781548 (s)\n",
      "time t: 659.0204641889724 (s)\n",
      "time t: 10.98367440314954 (min)\n",
      "Free Phages Left (algorithmic): 11742.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002053.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599472, 224: 599029, 225: 600305, 226: 601431, 227: 599996, 228: 599313, 229: 599370, 230: 599690, 231: 600543, 232: 599830, 233: 599002, 234: 600293, 235: 598977, 236: 599905, 237: 601474, 238: 600123, 239: 600122, 240: 600746, 241: 600162, 242: 599037, 243: 600192, 244: 600534, 245: 600736, 246: 600285, 247: 599179, 248: 600368, 249: 599145, 'x2': 2053.0}\n",
      "tau1: 19.41634486933051 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.6413\n",
      "noncritical poisson\n",
      "total sum prop: 14.6413\n",
      "DATA: \n",
      "[[29996708     1239        0 ...        0        0        0]\n",
      " [    2053        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.41634486933051 (s)\n",
      "time t: 678.4368090583029 (s)\n",
      "time t: 11.307280150971714 (min)\n",
      "Free Phages Left (algorithmic): 11708.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002053.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599472, 224: 599029, 225: 600305, 226: 601431, 227: 599996, 228: 599313, 229: 599370, 230: 599690, 231: 600543, 232: 599830, 233: 599002, 234: 600293, 235: 598977, 236: 599905, 237: 601475, 238: 600122, 239: 600124, 240: 600750, 241: 600158, 242: 599039, 243: 600195, 244: 600527, 245: 600737, 246: 600285, 247: 599180, 248: 600374, 249: 599137, 'x2': 2053.0}\n",
      "tau1: 19.362276242487305 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.6209\n",
      "noncritical poisson\n",
      "total sum prop: 14.6209\n",
      "DATA: \n",
      "[[29996662     1285        0 ...        0        0        0]\n",
      " [    2053        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.362276242487305 (s)\n",
      "time t: 697.7990853007901 (s)\n",
      "time t: 11.629984755013169 (min)\n",
      "Free Phages Left (algorithmic): 11662.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002053.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599142, 223: 599472, 224: 599029, 225: 600305, 226: 601431, 227: 599996, 228: 599313, 229: 599370, 230: 599690, 231: 600543, 232: 599830, 233: 599004, 234: 600291, 235: 598979, 236: 599906, 237: 601477, 238: 600120, 239: 600123, 240: 600749, 241: 600161, 242: 599043, 243: 600191, 244: 600526, 245: 600737, 246: 600284, 247: 599182, 248: 600370, 249: 599137, 'x2': 2053.0}\n",
      "tau1: 19.28924456459605 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.5933\n",
      "noncritical poisson\n",
      "total sum prop: 14.5933\n",
      "DATA: \n",
      "[[29996595     1352        0 ...        0        0        0]\n",
      " [    2053        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.28924456459605 (s)\n",
      "time t: 717.0883298653862 (s)\n",
      "time t: 11.951472164423103 (min)\n",
      "Free Phages Left (algorithmic): 11595.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002053.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601429, 227: 600000, 228: 599310, 229: 599369, 230: 599690, 231: 600544, 232: 599830, 233: 599004, 234: 600290, 235: 598981, 236: 599906, 237: 601476, 238: 600119, 239: 600124, 240: 600752, 241: 600159, 242: 599045, 243: 600188, 244: 600527, 245: 600734, 246: 600287, 247: 599181, 248: 600370, 249: 599135, 'x2': 2053.0}\n",
      "tau1: 19.18311920561726 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.5531\n",
      "noncritical poisson\n",
      "total sum prop: 14.5531\n",
      "DATA: \n",
      "[[29996555     1392        0 ...        0        0        0]\n",
      " [    2053        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.18311920561726 (s)\n",
      "time t: 736.2714490710034 (s)\n",
      "time t: 12.271190817850057 (min)\n",
      "Free Phages Left (algorithmic): 11555.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002053.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601429, 227: 600000, 228: 599310, 229: 599369, 230: 599690, 231: 600544, 232: 599831, 233: 599005, 234: 600290, 235: 598981, 236: 599905, 237: 601478, 238: 600117, 239: 600126, 240: 600750, 241: 600162, 242: 599046, 243: 600184, 244: 600532, 245: 600732, 246: 600285, 247: 599181, 248: 600368, 249: 599135, 'x2': 2053.0}\n",
      "tau1: 19.119900340259964 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.5291\n",
      "noncritical poisson\n",
      "total sum prop: 14.5291\n",
      "DATA: \n",
      "[[29996503     1445        0 ...        0        0        0]\n",
      " [    2052        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.119900340259964 (s)\n",
      "time t: 755.3913494112634 (s)\n",
      "time t: 12.589855823521056 (min)\n",
      "Free Phages Left (algorithmic): 11503.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002052.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601429, 227: 600000, 228: 599310, 229: 599369, 230: 599693, 231: 600541, 232: 599832, 233: 599008, 234: 600290, 235: 598979, 236: 599904, 237: 601481, 238: 600115, 239: 600126, 240: 600751, 241: 600163, 242: 599046, 243: 600180, 244: 600535, 245: 600731, 246: 600289, 247: 599177, 248: 600371, 249: 599130, 'x2': 2052.0}\n",
      "tau1: 19.037428740756845 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.4942\n",
      "noncritical poisson\n",
      "total sum prop: 14.4942\n",
      "DATA: \n",
      "[[29996456     1493        0 ...        0        0        0]\n",
      " [    2051        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 19.037428740756845 (s)\n",
      "time t: 774.4287781520202 (s)\n",
      "time t: 12.90714630253367 (min)\n",
      "Free Phages Left (algorithmic): 11456.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002051.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601429, 227: 600000, 228: 599310, 229: 599369, 230: 599693, 231: 600543, 232: 599830, 233: 599011, 234: 600288, 235: 598981, 236: 599904, 237: 601480, 238: 600115, 239: 600126, 240: 600751, 241: 600163, 242: 599048, 243: 600178, 244: 600537, 245: 600732, 246: 600288, 247: 599176, 248: 600371, 249: 599127, 'x2': 2051.0}\n",
      "tau1: 18.962963960434532 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.462299999999999\n",
      "noncritical poisson\n",
      "total sum prop: 14.462299999999999\n",
      "DATA: \n",
      "[[29996435     1514        0 ...        0        0        0]\n",
      " [    2051        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.962963960434532 (s)\n",
      "time t: 793.3917421124547 (s)\n",
      "time t: 13.223195701874245 (min)\n",
      "Free Phages Left (algorithmic): 11435.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002051.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601429, 227: 600000, 228: 599310, 229: 599369, 230: 599693, 231: 600543, 232: 599830, 233: 599011, 234: 600288, 235: 598981, 236: 599904, 237: 601480, 238: 600115, 239: 600126, 240: 600752, 241: 600165, 242: 599047, 243: 600181, 244: 600532, 245: 600732, 246: 600292, 247: 599174, 248: 600373, 249: 599123, 'x2': 2051.0}\n",
      "tau1: 18.92993612075947 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.4497\n",
      "noncritical poisson\n",
      "total sum prop: 14.4497\n",
      "DATA: \n",
      "[[29996378     1560        0 ...        0        0        0]\n",
      " [    2062        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.92993612075947 (s)\n",
      "time t: 812.3216782332142 (s)\n",
      "time t: 13.538694637220237 (min)\n",
      "Free Phages Left (algorithmic): 11378.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002062.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599372, 230: 599689, 231: 600547, 232: 599827, 233: 599015, 234: 600283, 235: 598982, 236: 599905, 237: 601479, 238: 600117, 239: 600127, 240: 600750, 241: 600167, 242: 599045, 243: 600182, 244: 600532, 245: 600733, 246: 600294, 247: 599170, 248: 600372, 249: 599122, 'x2': 2062.0}\n",
      "tau1: 18.845895683802127 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.456199999999999\n",
      "noncritical poisson\n",
      "total sum prop: 14.456199999999999\n",
      "DATA: \n",
      "[[29996344     1606        0 ...        0        0        0]\n",
      " [    2050        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.845895683802127 (s)\n",
      "time t: 831.1675739170164 (s)\n",
      "time t: 13.85279289861694 (min)\n",
      "Free Phages Left (algorithmic): 11344.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002050.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599372, 230: 599689, 231: 600547, 232: 599827, 233: 599016, 234: 600283, 235: 598983, 236: 599905, 237: 601481, 238: 600115, 239: 600128, 240: 600750, 241: 600165, 242: 599044, 243: 600184, 244: 600531, 245: 600734, 246: 600299, 247: 599163, 248: 600375, 249: 599119, 'x2': 2050.0}\n",
      "tau1: 18.786651336827248 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.3914\n",
      "noncritical poisson\n",
      "total sum prop: 14.3914\n",
      "DATA: \n",
      "[[29996299     1651        0 ...        0        0        0]\n",
      " [    2050        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.786651336827248 (s)\n",
      "time t: 849.9542252538437 (s)\n",
      "time t: 14.165903754230728 (min)\n",
      "Free Phages Left (algorithmic): 11299.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002050.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599372, 230: 599689, 231: 600547, 232: 599829, 233: 599018, 234: 600281, 235: 598984, 236: 599903, 237: 601481, 238: 600117, 239: 600128, 240: 600748, 241: 600167, 242: 599044, 243: 600183, 244: 600533, 245: 600735, 246: 600298, 247: 599161, 248: 600375, 249: 599117, 'x2': 2050.0}\n",
      "tau1: 18.716225420681308 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.3644\n",
      "noncritical poisson\n",
      "total sum prop: 14.3644\n",
      "DATA: \n",
      "[[29996262     1688        0 ...        0        0        0]\n",
      " [    2050        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.716225420681308 (s)\n",
      "time t: 868.670450674525 (s)\n",
      "time t: 14.477840844575416 (min)\n",
      "Free Phages Left (algorithmic): 11262.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002050.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599372, 230: 599689, 231: 600547, 232: 599829, 233: 599018, 234: 600281, 235: 598986, 236: 599903, 237: 601483, 238: 600119, 239: 600126, 240: 600744, 241: 600171, 242: 599042, 243: 600184, 244: 600532, 245: 600733, 246: 600299, 247: 599163, 248: 600376, 249: 599113, 'x2': 2050.0}\n",
      "tau1: 18.65841874178592 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.342199999999998\n",
      "noncritical poisson\n",
      "total sum prop: 14.342199999999998\n",
      "DATA: \n",
      "[[29996206     1744        0 ...        0        0        0]\n",
      " [    2050        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.65841874178592 (s)\n",
      "time t: 887.3288694163109 (s)\n",
      "time t: 14.788814490271848 (min)\n",
      "Free Phages Left (algorithmic): 11206.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002050.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599376, 230: 599689, 231: 600546, 232: 599831, 233: 599016, 234: 600281, 235: 598986, 236: 599903, 237: 601481, 238: 600119, 239: 600128, 240: 600743, 241: 600170, 242: 599043, 243: 600183, 244: 600532, 245: 600739, 246: 600295, 247: 599162, 248: 600378, 249: 599109, 'x2': 2050.0}\n",
      "tau1: 18.571097617818978 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.308599999999998\n",
      "noncritical poisson\n",
      "total sum prop: 14.308599999999998\n",
      "DATA: \n",
      "[[29996171     1780        0 ...        0        0        0]\n",
      " [    2049        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.571097617818978 (s)\n",
      "time t: 905.8999670341299 (s)\n",
      "time t: 15.098332783902164 (min)\n",
      "Free Phages Left (algorithmic): 11171.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002049.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599376, 230: 599689, 231: 600546, 232: 599831, 233: 599016, 234: 600281, 235: 598986, 236: 599903, 237: 601484, 238: 600118, 239: 600127, 240: 600745, 241: 600170, 242: 599043, 243: 600183, 244: 600533, 245: 600742, 246: 600288, 247: 599164, 248: 600380, 249: 599105, 'x2': 2049.0}\n",
      "tau1: 18.51606904486768 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.2839\n",
      "noncritical poisson\n",
      "total sum prop: 14.2839\n",
      "DATA: \n",
      "[[29996158     1828        0 ...        0        0        0]\n",
      " [    2014        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.51606904486768 (s)\n",
      "time t: 924.4160360789975 (s)\n",
      "time t: 15.40693393464996 (min)\n",
      "Free Phages Left (algorithmic): 11158.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002014.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599376, 230: 599689, 231: 600546, 232: 599831, 233: 599016, 234: 600281, 235: 598986, 236: 599903, 237: 601484, 238: 600118, 239: 600127, 240: 600745, 241: 600170, 242: 599044, 243: 600182, 244: 600534, 245: 600741, 246: 600292, 247: 599162, 248: 600383, 249: 599100, 'x2': 2014.0}\n",
      "tau1: 18.477441217674617 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.1466\n",
      "noncritical poisson\n",
      "total sum prop: 14.1466\n",
      "DATA: \n",
      "[[29996108     1878        0 ...        0        0        0]\n",
      " [    2014        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.477441217674617 (s)\n",
      "time t: 942.8934772966721 (s)\n",
      "time t: 15.714891288277869 (min)\n",
      "Free Phages Left (algorithmic): 11108.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002014.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599376, 230: 599692, 231: 600543, 232: 599835, 233: 599014, 234: 600286, 235: 598979, 236: 599905, 237: 601488, 238: 600115, 239: 600127, 240: 600744, 241: 600168, 242: 599045, 243: 600183, 244: 600535, 245: 600742, 246: 600291, 247: 599163, 248: 600380, 249: 599099, 'x2': 2014.0}\n",
      "tau1: 18.399155909049878 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.116600000000002\n",
      "noncritical poisson\n",
      "total sum prop: 14.116600000000002\n",
      "DATA: \n",
      "[[29996061     1925        0 ...        0        0        0]\n",
      " [    2014        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.399155909049878 (s)\n",
      "time t: 961.292633205722 (s)\n",
      "time t: 16.021543886762036 (min)\n",
      "Free Phages Left (algorithmic): 11061.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002014.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599376, 230: 599692, 231: 600544, 232: 599834, 233: 599017, 234: 600285, 235: 598979, 236: 599905, 237: 601489, 238: 600114, 239: 600126, 240: 600748, 241: 600164, 242: 599047, 243: 600185, 244: 600537, 245: 600738, 246: 600290, 247: 599164, 248: 600379, 249: 599097, 'x2': 2014.0}\n",
      "tau1: 18.325719252833466 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.0884\n",
      "noncritical poisson\n",
      "total sum prop: 14.0884\n",
      "DATA: \n",
      "[[29996026     1960        0 ...        0        0        0]\n",
      " [    2014        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.325719252833466 (s)\n",
      "time t: 979.6183524585555 (s)\n",
      "time t: 16.326972540975923 (min)\n",
      "Free Phages Left (algorithmic): 11026.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002014.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599376, 230: 599692, 231: 600544, 232: 599834, 233: 599017, 234: 600285, 235: 598984, 236: 599903, 237: 601488, 238: 600115, 239: 600126, 240: 600747, 241: 600162, 242: 599049, 243: 600185, 244: 600538, 245: 600739, 246: 600287, 247: 599166, 248: 600378, 249: 599095, 'x2': 2014.0}\n",
      "tau1: 18.271127775406857 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.0674\n",
      "noncritical poisson\n",
      "total sum prop: 14.0674\n",
      "DATA: \n",
      "[[29995998     1988        0 ...        0        0        0]\n",
      " [    2014        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.271127775406857 (s)\n",
      "time t: 997.8894802339623 (s)\n",
      "time t: 16.631491337232706 (min)\n",
      "Free Phages Left (algorithmic): 10998.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002014.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599376, 230: 599692, 231: 600544, 232: 599834, 233: 599017, 234: 600285, 235: 598984, 236: 599903, 237: 601488, 238: 600117, 239: 600127, 240: 600747, 241: 600162, 242: 599050, 243: 600184, 244: 600536, 245: 600741, 246: 600288, 247: 599163, 248: 600378, 249: 599094, 'x2': 2014.0}\n",
      "tau1: 18.227513226012952 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.050600000000003\n",
      "noncritical poisson\n",
      "total sum prop: 14.050600000000003\n",
      "DATA: \n",
      "[[29995983     2003        0 ...        0        0        0]\n",
      " [    2014        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.227513226012952 (s)\n",
      "time t: 1016.1169934599753 (s)\n",
      "time t: 16.935283224332924 (min)\n",
      "Free Phages Left (algorithmic): 10983.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002014.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599376, 230: 599692, 231: 600544, 232: 599834, 233: 599017, 234: 600285, 235: 598984, 236: 599903, 237: 601488, 238: 600117, 239: 600127, 240: 600747, 241: 600162, 242: 599054, 243: 600184, 244: 600535, 245: 600738, 246: 600289, 247: 599162, 248: 600381, 249: 599091, 'x2': 2014.0}\n",
      "tau1: 18.20416972760921 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.041599999999999\n",
      "noncritical poisson\n",
      "total sum prop: 14.041599999999999\n",
      "DATA: \n",
      "[[29995957     2029        0 ...        0        0        0]\n",
      " [    2014        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.20416972760921 (s)\n",
      "time t: 1034.3211631875845 (s)\n",
      "time t: 17.238686053126408 (min)\n",
      "Free Phages Left (algorithmic): 10957.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002014.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599376, 230: 599692, 231: 600544, 232: 599834, 233: 599017, 234: 600285, 235: 598984, 236: 599903, 237: 601492, 238: 600113, 239: 600127, 240: 600749, 241: 600161, 242: 599057, 243: 600182, 244: 600533, 245: 600743, 246: 600285, 247: 599165, 248: 600380, 249: 599088, 'x2': 2014.0}\n",
      "tau1: 18.16374309584971 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.026\n",
      "noncritical poisson\n",
      "total sum prop: 14.026\n",
      "DATA: \n",
      "[[29995918     2068        0 ...        0        0        0]\n",
      " [    2014        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.16374309584971 (s)\n",
      "time t: 1052.4849062834342 (s)\n",
      "time t: 17.541415104723903 (min)\n",
      "Free Phages Left (algorithmic): 10918.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002014.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599116, 222: 599149, 223: 599467, 224: 599029, 225: 600306, 226: 601430, 227: 600002, 228: 599308, 229: 599376, 230: 599692, 231: 600544, 232: 599837, 233: 599017, 234: 600284, 235: 598982, 236: 599906, 237: 601490, 238: 600114, 239: 600131, 240: 600747, 241: 600157, 242: 599059, 243: 600185, 244: 600530, 245: 600743, 246: 600285, 247: 599164, 248: 600380, 249: 599087, 'x2': 2014.0}\n",
      "tau1: 18.10318740756851 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.002600000000001\n",
      "noncritical poisson\n",
      "total sum prop: 14.002600000000001\n",
      "DATA: \n",
      "[[29995858     2116        0 ...        0        0        0]\n",
      " [    2026        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.10318740756851 (s)\n",
      "time t: 1070.5880936910028 (s)\n",
      "time t: 17.843134894850046 (min)\n",
      "Free Phages Left (algorithmic): 10858.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002026.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601427, 227: 600004, 228: 599305, 229: 599378, 230: 599692, 231: 600544, 232: 599837, 233: 599017, 234: 600282, 235: 598983, 236: 599906, 237: 601492, 238: 600114, 239: 600131, 240: 600747, 241: 600158, 242: 599058, 243: 600183, 244: 600530, 245: 600745, 246: 600286, 247: 599161, 248: 600379, 249: 599087, 'x2': 2026.0}\n",
      "tau1: 18.017559831692132 vs tau2: nan\n",
      "TOTAL PROPENSITY: 14.011\n",
      "noncritical poisson\n",
      "total sum prop: 14.011\n",
      "DATA: \n",
      "[[29995809     2165        0 ...        0        0        0]\n",
      " [    2026        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 18.017559831692132 (s)\n",
      "time t: 1088.6056535226949 (s)\n",
      "time t: 18.143427558711583 (min)\n",
      "Free Phages Left (algorithmic): 10809.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002026.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601427, 227: 600004, 228: 599305, 229: 599386, 230: 599687, 231: 600542, 232: 599839, 233: 599016, 234: 600283, 235: 598984, 236: 599904, 237: 601493, 238: 600113, 239: 600129, 240: 600749, 241: 600159, 242: 599055, 243: 600185, 244: 600530, 245: 600744, 246: 600286, 247: 599163, 248: 600380, 249: 599083, 'x2': 2026.0}\n",
      "tau1: 17.942024824390355 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.981599999999998\n",
      "noncritical poisson\n",
      "total sum prop: 13.981599999999998\n",
      "DATA: \n",
      "[[29995761     2212        0 ...        0        0        0]\n",
      " [    2027        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.942024824390355 (s)\n",
      "time t: 1106.5476783470851 (s)\n",
      "time t: 18.442461305784754 (min)\n",
      "Free Phages Left (algorithmic): 10761.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002027.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601429, 227: 600004, 228: 599307, 229: 599385, 230: 599685, 231: 600543, 232: 599840, 233: 599013, 234: 600285, 235: 598985, 236: 599903, 237: 601493, 238: 600114, 239: 600127, 240: 600751, 241: 600156, 242: 599056, 243: 600185, 244: 600532, 245: 600745, 246: 600286, 247: 599161, 248: 600378, 249: 599083, 'x2': 2027.0}\n",
      "tau1: 17.868843242772154 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.9565\n",
      "noncritical poisson\n",
      "total sum prop: 13.9565\n",
      "DATA: \n",
      "[[29995722     2251        0 ...        0        0        0]\n",
      " [    2027        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.868843242772154 (s)\n",
      "time t: 1124.4165215898572 (s)\n",
      "time t: 18.740275359830953 (min)\n",
      "Free Phages Left (algorithmic): 10722.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002027.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601429, 227: 600004, 228: 599307, 229: 599385, 230: 599685, 231: 600543, 232: 599841, 233: 599016, 234: 600284, 235: 598983, 236: 599906, 237: 601490, 238: 600118, 239: 600123, 240: 600753, 241: 600155, 242: 599056, 243: 600185, 244: 600534, 245: 600742, 246: 600288, 247: 599158, 248: 600380, 249: 599081, 'x2': 2027.0}\n",
      "tau1: 17.808974306470084 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.9331\n",
      "noncritical poisson\n",
      "total sum prop: 13.9331\n",
      "DATA: \n",
      "[[29995690     2283        0 ...        0        0        0]\n",
      " [    2027        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.808974306470084 (s)\n",
      "time t: 1142.2254958963274 (s)\n",
      "time t: 19.037091598272124 (min)\n",
      "Free Phages Left (algorithmic): 10690.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002027.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601429, 227: 600004, 228: 599307, 229: 599385, 230: 599685, 231: 600543, 232: 599841, 233: 599016, 234: 600289, 235: 598980, 236: 599905, 237: 601493, 238: 600116, 239: 600123, 240: 600753, 241: 600154, 242: 599057, 243: 600184, 244: 600536, 245: 600741, 246: 600288, 247: 599156, 248: 600383, 249: 599078, 'x2': 2027.0}\n",
      "tau1: 17.759926110014796 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.9139\n",
      "noncritical poisson\n",
      "total sum prop: 13.9139\n",
      "DATA: \n",
      "[[29995658     2315        0 ...        0        0        0]\n",
      " [    2027        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.759926110014796 (s)\n",
      "time t: 1159.985422006342 (s)\n",
      "time t: 19.333090366772367 (min)\n",
      "Free Phages Left (algorithmic): 10658.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002027.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601429, 227: 600004, 228: 599307, 229: 599385, 230: 599685, 231: 600543, 232: 599841, 233: 599016, 234: 600289, 235: 598982, 236: 599907, 237: 601494, 238: 600111, 239: 600126, 240: 600751, 241: 600156, 242: 599056, 243: 600184, 244: 600538, 245: 600738, 246: 600288, 247: 599158, 248: 600381, 249: 599077, 'x2': 2027.0}\n",
      "tau1: 17.710945549238176 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.8947\n",
      "noncritical poisson\n",
      "total sum prop: 13.8947\n",
      "DATA: \n",
      "[[29995615     2358        0 ...        0        0        0]\n",
      " [    2027        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.710945549238176 (s)\n",
      "time t: 1177.6963675555803 (s)\n",
      "time t: 19.628272792593005 (min)\n",
      "Free Phages Left (algorithmic): 10615.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002027.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601429, 227: 600004, 228: 599308, 229: 599386, 230: 599684, 231: 600545, 232: 599840, 233: 599016, 234: 600291, 235: 598979, 236: 599908, 237: 601496, 238: 600111, 239: 600127, 240: 600748, 241: 600155, 242: 599057, 243: 600182, 244: 600539, 245: 600741, 246: 600284, 247: 599160, 248: 600379, 249: 599077, 'x2': 2027.0}\n",
      "tau1: 17.645234427073344 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.8689\n",
      "noncritical poisson\n",
      "total sum prop: 13.8689\n",
      "DATA: \n",
      "[[29995567     2407        0 ...        0        0        0]\n",
      " [    2026        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.645234427073344 (s)\n",
      "time t: 1195.3416019826536 (s)\n",
      "time t: 19.922360033044228 (min)\n",
      "Free Phages Left (algorithmic): 10567.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002026.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601429, 227: 600004, 228: 599308, 229: 599386, 230: 599687, 231: 600542, 232: 599842, 233: 599016, 234: 600290, 235: 598981, 236: 599908, 237: 601494, 238: 600113, 239: 600129, 240: 600746, 241: 600155, 242: 599055, 243: 600186, 244: 600537, 245: 600738, 246: 600287, 247: 599159, 248: 600382, 249: 599072, 'x2': 2026.0}\n",
      "tau1: 17.571301231103092 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.8364\n",
      "noncritical poisson\n",
      "total sum prop: 13.8364\n",
      "DATA: \n",
      "[[29995532     2443        0 ...        0        0        0]\n",
      " [    2025        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.571301231103092 (s)\n",
      "time t: 1212.9129032137566 (s)\n",
      "time t: 20.21521505356261 (min)\n",
      "Free Phages Left (algorithmic): 10532.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002025.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601429, 227: 600004, 228: 599308, 229: 599389, 230: 599690, 231: 600537, 232: 599844, 233: 599014, 234: 600291, 235: 598981, 236: 599908, 237: 601493, 238: 600112, 239: 600130, 240: 600747, 241: 600156, 242: 599052, 243: 600188, 244: 600535, 245: 600740, 246: 600285, 247: 599161, 248: 600382, 249: 599070, 'x2': 2025.0}\n",
      "tau1: 17.517268768595034 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.811699999999998\n",
      "noncritical poisson\n",
      "total sum prop: 13.811699999999998\n",
      "DATA: \n",
      "[[29995498     2478        0 ...        0        0        0]\n",
      " [    2024        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.517268768595034 (s)\n",
      "time t: 1230.4301719823516 (s)\n",
      "time t: 20.507169533039193 (min)\n",
      "Free Phages Left (algorithmic): 10498.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002024.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601429, 227: 600004, 228: 599308, 229: 599389, 230: 599690, 231: 600537, 232: 599844, 233: 599015, 234: 600292, 235: 598979, 236: 599912, 237: 601491, 238: 600112, 239: 600129, 240: 600749, 241: 600157, 242: 599050, 243: 600188, 244: 600538, 245: 600736, 246: 600285, 247: 599163, 248: 600380, 249: 599069, 'x2': 2024.0}\n",
      "tau1: 17.464815027929305 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.7876\n",
      "noncritical poisson\n",
      "total sum prop: 13.7876\n",
      "DATA: \n",
      "[[29995486     2490        0 ...        0        0        0]\n",
      " [    2024        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.464815027929305 (s)\n",
      "time t: 1247.8949870102808 (s)\n",
      "time t: 20.79824978350468 (min)\n",
      "Free Phages Left (algorithmic): 10486.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002024.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601429, 227: 600004, 228: 599308, 229: 599389, 230: 599690, 231: 600537, 232: 599844, 233: 599015, 234: 600292, 235: 598979, 236: 599912, 237: 601491, 238: 600112, 239: 600129, 240: 600749, 241: 600157, 242: 599051, 243: 600190, 244: 600537, 245: 600734, 246: 600286, 247: 599164, 248: 600381, 249: 599066, 'x2': 2024.0}\n",
      "tau1: 17.446579245745266 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.780399999999998\n",
      "noncritical poisson\n",
      "total sum prop: 13.780399999999998\n",
      "DATA: \n",
      "[[29995447     2537        0 ...        0        0        0]\n",
      " [    2016        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.446579245745266 (s)\n",
      "time t: 1265.341566256026 (s)\n",
      "time t: 21.0890261042671 (min)\n",
      "Free Phages Left (algorithmic): 10447.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002016.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601429, 227: 600004, 228: 599308, 229: 599389, 230: 599692, 231: 600538, 232: 599844, 233: 599012, 234: 600294, 235: 598977, 236: 599913, 237: 601493, 238: 600110, 239: 600130, 240: 600749, 241: 600159, 242: 599048, 243: 600193, 244: 600537, 245: 600733, 246: 600284, 247: 599164, 248: 600382, 249: 599064, 'x2': 2016.0}\n",
      "tau1: 17.38133769554309 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.7274\n",
      "noncritical poisson\n",
      "total sum prop: 13.7274\n",
      "DATA: \n",
      "[[29995399     2585        0 ...        0        0        0]\n",
      " [    2016        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.38133769554309 (s)\n",
      "time t: 1282.7229039515692 (s)\n",
      "time t: 21.378715065859485 (min)\n",
      "Free Phages Left (algorithmic): 10399.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002016.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600006, 228: 599307, 229: 599390, 230: 599692, 231: 600539, 232: 599842, 233: 599012, 234: 600293, 235: 598977, 236: 599912, 237: 601496, 238: 600110, 239: 600129, 240: 600750, 241: 600158, 242: 599049, 243: 600190, 244: 600539, 245: 600733, 246: 600284, 247: 599162, 248: 600386, 249: 599060, 'x2': 2016.0}\n",
      "tau1: 17.30848232364226 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.698599999999999\n",
      "noncritical poisson\n",
      "total sum prop: 13.698599999999999\n",
      "DATA: \n",
      "[[29995378     2606        0 ...        0        0        0]\n",
      " [    2016        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.30848232364226 (s)\n",
      "time t: 1300.0313862752114 (s)\n",
      "time t: 21.667189771253522 (min)\n",
      "Free Phages Left (algorithmic): 10378.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002016.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600006, 228: 599307, 229: 599390, 230: 599692, 231: 600539, 232: 599842, 233: 599012, 234: 600293, 235: 598977, 236: 599912, 237: 601496, 238: 600110, 239: 600129, 240: 600750, 241: 600161, 242: 599051, 243: 600189, 244: 600538, 245: 600731, 246: 600284, 247: 599164, 248: 600384, 249: 599059, 'x2': 2016.0}\n",
      "tau1: 17.276656213105074 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.686\n",
      "noncritical poisson\n",
      "total sum prop: 13.686\n",
      "DATA: \n",
      "[[29995355     2629        0 ...        0        0        0]\n",
      " [    2016        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.276656213105074 (s)\n",
      "time t: 1317.3080424883165 (s)\n",
      "time t: 21.95513404147194 (min)\n",
      "Free Phages Left (algorithmic): 10355.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002016.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600006, 228: 599307, 229: 599390, 230: 599692, 231: 600539, 232: 599842, 233: 599012, 234: 600293, 235: 598977, 236: 599914, 237: 601494, 238: 600115, 239: 600126, 240: 600748, 241: 600162, 242: 599053, 243: 600190, 244: 600535, 245: 600732, 246: 600284, 247: 599163, 248: 600383, 249: 599059, 'x2': 2016.0}\n",
      "tau1: 17.241832648317587 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.6722\n",
      "noncritical poisson\n",
      "total sum prop: 13.6722\n",
      "DATA: \n",
      "[[29995311     2673        0 ...        0        0        0]\n",
      " [    2016        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.241832648317587 (s)\n",
      "time t: 1334.549875136634 (s)\n",
      "time t: 22.2424979189439 (min)\n",
      "Free Phages Left (algorithmic): 10311.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002016.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600006, 228: 599307, 229: 599390, 230: 599692, 231: 600539, 232: 599842, 233: 599013, 234: 600297, 235: 598975, 236: 599914, 237: 601495, 238: 600115, 239: 600124, 240: 600750, 241: 600158, 242: 599053, 243: 600194, 244: 600534, 245: 600733, 246: 600280, 247: 599166, 248: 600384, 249: 599055, 'x2': 2016.0}\n",
      "tau1: 17.17531154442149 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.645800000000001\n",
      "noncritical poisson\n",
      "total sum prop: 13.645800000000001\n",
      "DATA: \n",
      "[[29995261     2723        0 ...        0        0        0]\n",
      " [    2016        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.17531154442149 (s)\n",
      "time t: 1351.7251866810554 (s)\n",
      "time t: 22.528753111350923 (min)\n",
      "Free Phages Left (algorithmic): 10261.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002016.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600006, 228: 599307, 229: 599390, 230: 599694, 231: 600546, 232: 599835, 233: 599015, 234: 600294, 235: 598975, 236: 599914, 237: 601500, 238: 600110, 239: 600126, 240: 600748, 241: 600160, 242: 599054, 243: 600191, 244: 600534, 245: 600735, 246: 600279, 247: 599166, 248: 600385, 249: 599052, 'x2': 2016.0}\n",
      "tau1: 17.09987544642857 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.6158\n",
      "noncritical poisson\n",
      "total sum prop: 13.6158\n",
      "DATA: \n",
      "[[29995257     2727        0 ...        0        0        0]\n",
      " [    2016        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.09987544642857 (s)\n",
      "time t: 1368.825062127484 (s)\n",
      "time t: 22.813751035458065 (min)\n",
      "Free Phages Left (algorithmic): 10257.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002016.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600006, 228: 599307, 229: 599390, 230: 599694, 231: 600546, 232: 599835, 233: 599015, 234: 600294, 235: 598975, 236: 599914, 237: 601500, 238: 600110, 239: 600126, 240: 600748, 241: 600160, 242: 599054, 243: 600191, 244: 600534, 245: 600735, 246: 600282, 247: 599163, 248: 600386, 249: 599051, 'x2': 2016.0}\n",
      "tau1: 17.09384773096221 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.613399999999999\n",
      "noncritical poisson\n",
      "total sum prop: 13.613399999999999\n",
      "DATA: \n",
      "[[29995223     2761        0 ...        0        0        0]\n",
      " [    2016        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.09384773096221 (s)\n",
      "time t: 1385.918909858446 (s)\n",
      "time t: 23.09864849764077 (min)\n",
      "Free Phages Left (algorithmic): 10223.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002016.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600006, 228: 599307, 229: 599390, 230: 599694, 231: 600546, 232: 599835, 233: 599015, 234: 600297, 235: 598972, 236: 599916, 237: 601501, 238: 600110, 239: 600126, 240: 600748, 241: 600158, 242: 599056, 243: 600189, 244: 600535, 245: 600734, 246: 600286, 247: 599161, 248: 600384, 249: 599050, 'x2': 2016.0}\n",
      "tau1: 17.04265505091499 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.593\n",
      "noncritical poisson\n",
      "total sum prop: 13.593\n",
      "DATA: \n",
      "[[29995214     2771        0 ...        0        0        0]\n",
      " [    2015        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.04265505091499 (s)\n",
      "time t: 1402.9615649093612 (s)\n",
      "time t: 23.382692748489355 (min)\n",
      "Free Phages Left (algorithmic): 10214.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002015.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600006, 228: 599307, 229: 599390, 230: 599694, 231: 600546, 232: 599835, 233: 599015, 234: 600297, 235: 598972, 236: 599916, 237: 601501, 238: 600110, 239: 600126, 240: 600748, 241: 600158, 242: 599056, 243: 600192, 244: 600532, 245: 600737, 246: 600285, 247: 599159, 248: 600385, 249: 599049, 'x2': 2015.0}\n",
      "tau1: 17.02829043424317 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.5839\n",
      "noncritical poisson\n",
      "total sum prop: 13.5839\n",
      "DATA: \n",
      "[[29995170     2815        0 ...        0        0        0]\n",
      " [    2015        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 17.02829043424317 (s)\n",
      "time t: 1419.9898553436044 (s)\n",
      "time t: 23.666497589060075 (min)\n",
      "Free Phages Left (algorithmic): 10170.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002015.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600008, 228: 599308, 229: 599388, 230: 599694, 231: 600547, 232: 599835, 233: 599014, 234: 600297, 235: 598974, 236: 599914, 237: 601501, 238: 600111, 239: 600125, 240: 600748, 241: 600158, 242: 599058, 243: 600191, 244: 600534, 245: 600738, 246: 600282, 247: 599159, 248: 600386, 249: 599046, 'x2': 2015.0}\n",
      "tau1: 16.962166563275424 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.557499999999997\n",
      "noncritical poisson\n",
      "total sum prop: 13.557499999999997\n",
      "DATA: \n",
      "[[29995147     2838        0 ...        0        0        0]\n",
      " [    2015        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.962166563275424 (s)\n",
      "time t: 1436.9520219068797 (s)\n",
      "time t: 23.949200365114663 (min)\n",
      "Free Phages Left (algorithmic): 10147.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002015.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600008, 228: 599308, 229: 599388, 230: 599694, 231: 600547, 232: 599835, 233: 599014, 234: 600298, 235: 598976, 236: 599912, 237: 601502, 238: 600109, 239: 600125, 240: 600749, 241: 600159, 242: 599058, 243: 600191, 244: 600533, 245: 600739, 246: 600281, 247: 599161, 248: 600385, 249: 599044, 'x2': 2015.0}\n",
      "tau1: 16.927653007505693 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.543700000000001\n",
      "noncritical poisson\n",
      "total sum prop: 13.543700000000001\n",
      "DATA: \n",
      "[[29995118     2867        0 ...        0        0        0]\n",
      " [    2015        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.927653007505693 (s)\n",
      "time t: 1453.8796749143855 (s)\n",
      "time t: 24.23132791523976 (min)\n",
      "Free Phages Left (algorithmic): 10118.0\n",
      "TOTAL NUMBER OF REACTANTS: 30002015.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600008, 228: 599308, 229: 599388, 230: 599694, 231: 600547, 232: 599835, 233: 599014, 234: 600298, 235: 598976, 236: 599912, 237: 601505, 238: 600108, 239: 600126, 240: 600746, 241: 600162, 242: 599058, 243: 600195, 244: 600528, 245: 600737, 246: 600281, 247: 599163, 248: 600387, 249: 599040, 'x2': 2015.0}\n",
      "tau1: 16.884186014088545 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.526299999999999\n",
      "noncritical poisson\n",
      "total sum prop: 13.526299999999999\n",
      "DATA: \n",
      "[[29995092     2914        0 ...        0        0        0]\n",
      " [    1994        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.884186014088545 (s)\n",
      "time t: 1470.763860928474 (s)\n",
      "time t: 24.512731015474568 (min)\n",
      "Free Phages Left (algorithmic): 10092.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001994.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600008, 228: 599308, 229: 599388, 230: 599694, 231: 600547, 232: 599835, 233: 599014, 234: 600298, 235: 598976, 236: 599912, 237: 601505, 238: 600111, 239: 600127, 240: 600745, 241: 600161, 242: 599057, 243: 600197, 244: 600527, 245: 600739, 246: 600279, 247: 599163, 248: 600385, 249: 599040, 'x2': 1994.0}\n",
      "tau1: 16.827438938716973 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.433\n",
      "noncritical poisson\n",
      "total sum prop: 13.433\n",
      "DATA: \n",
      "[[29995041     2965        0 ...        0        0        0]\n",
      " [    1994        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.827438938716973 (s)\n",
      "time t: 1487.591299867191 (s)\n",
      "time t: 24.79318833111985 (min)\n",
      "Free Phages Left (algorithmic): 10041.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001994.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600008, 228: 599309, 229: 599391, 230: 599691, 231: 600552, 232: 599830, 233: 599015, 234: 600298, 235: 598977, 236: 599912, 237: 601505, 238: 600110, 239: 600128, 240: 600748, 241: 600156, 242: 599056, 243: 600201, 244: 600525, 245: 600741, 246: 600277, 247: 599161, 248: 600386, 249: 599039, 'x2': 1994.0}\n",
      "tau1: 16.750861384152454 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.4024\n",
      "noncritical poisson\n",
      "total sum prop: 13.4024\n",
      "DATA: \n",
      "[[29995033     2974        0 ...        0        0        0]\n",
      " [    1993        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.750861384152454 (s)\n",
      "time t: 1504.3421612513434 (s)\n",
      "time t: 25.072369354189057 (min)\n",
      "Free Phages Left (algorithmic): 10033.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001993.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600306, 226: 601430, 227: 600008, 228: 599309, 229: 599391, 230: 599691, 231: 600552, 232: 599830, 233: 599015, 234: 600298, 235: 598977, 236: 599912, 237: 601505, 238: 600110, 239: 600128, 240: 600748, 241: 600156, 242: 599056, 243: 600201, 244: 600527, 245: 600740, 246: 600277, 247: 599163, 248: 600384, 249: 599038, 'x2': 1993.0}\n",
      "tau1: 16.738015024590194 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.393899999999999\n",
      "noncritical poisson\n",
      "total sum prop: 13.393899999999999\n",
      "DATA: \n",
      "[[29994983     3024        0 ...        0        0        0]\n",
      " [    1993        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.738015024590194 (s)\n",
      "time t: 1521.0801762759336 (s)\n",
      "time t: 25.35133627126556 (min)\n",
      "Free Phages Left (algorithmic): 9983.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001993.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601433, 227: 600008, 228: 599307, 229: 599392, 230: 599691, 231: 600550, 232: 599831, 233: 599015, 234: 600299, 235: 598975, 236: 599913, 237: 601505, 238: 600109, 239: 600127, 240: 600750, 241: 600155, 242: 599058, 243: 600200, 244: 600528, 245: 600741, 246: 600276, 247: 599160, 248: 600385, 249: 599037, 'x2': 1993.0}\n",
      "tau1: 16.663118527345706 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.3639\n",
      "noncritical poisson\n",
      "total sum prop: 13.3639\n",
      "DATA: \n",
      "[[29994947     3060        0 ...        0        0        0]\n",
      " [    1993        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.663118527345706 (s)\n",
      "time t: 1537.7432948032792 (s)\n",
      "time t: 25.629054913387986 (min)\n",
      "Free Phages Left (algorithmic): 9947.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001993.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601433, 227: 600008, 228: 599307, 229: 599392, 230: 599692, 231: 600550, 232: 599834, 233: 599011, 234: 600301, 235: 598977, 236: 599910, 237: 601505, 238: 600111, 239: 600129, 240: 600747, 241: 600155, 242: 599057, 243: 600200, 244: 600527, 245: 600742, 246: 600276, 247: 599163, 248: 600383, 249: 599035, 'x2': 1993.0}\n",
      "tau1: 16.6092970397424 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.342299999999998\n",
      "noncritical poisson\n",
      "total sum prop: 13.342299999999998\n",
      "DATA: \n",
      "[[29994947     3060        0 ...        0        0        0]\n",
      " [    1993        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.6092970397424 (s)\n",
      "time t: 1554.3525918430216 (s)\n",
      "time t: 25.905876530717027 (min)\n",
      "Free Phages Left (algorithmic): 9947.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001993.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601433, 227: 600008, 228: 599307, 229: 599392, 230: 599692, 231: 600550, 232: 599834, 233: 599011, 234: 600301, 235: 598977, 236: 599910, 237: 601505, 238: 600111, 239: 600129, 240: 600747, 241: 600155, 242: 599057, 243: 600200, 244: 600527, 245: 600742, 246: 600276, 247: 599163, 248: 600383, 249: 599035, 'x2': 1993.0}\n",
      "tau1: 16.6092970397424 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.342299999999998\n",
      "noncritical poisson\n",
      "total sum prop: 13.342299999999998\n",
      "DATA: \n",
      "[[29994920     3087        0 ...        0        0        0]\n",
      " [    1993        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.6092970397424 (s)\n",
      "time t: 1570.961888882764 (s)\n",
      "time t: 26.182698148046068 (min)\n",
      "Free Phages Left (algorithmic): 9920.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001993.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601433, 227: 600008, 228: 599307, 229: 599392, 230: 599692, 231: 600550, 232: 599834, 233: 599011, 234: 600301, 235: 598978, 236: 599910, 237: 601507, 238: 600110, 239: 600129, 240: 600746, 241: 600155, 242: 599057, 243: 600199, 244: 600531, 245: 600742, 246: 600273, 247: 599165, 248: 600383, 249: 599032, 'x2': 1993.0}\n",
      "tau1: 16.568988058307383 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.3261\n",
      "noncritical poisson\n",
      "total sum prop: 13.3261\n",
      "DATA: \n",
      "[[29994895     3112        0 ...        0        0        0]\n",
      " [    1993        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.568988058307383 (s)\n",
      "time t: 1587.5308769410715 (s)\n",
      "time t: 26.45884794901786 (min)\n",
      "Free Phages Left (algorithmic): 9895.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001993.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601433, 227: 600008, 228: 599307, 229: 599392, 230: 599692, 231: 600550, 232: 599834, 233: 599011, 234: 600301, 235: 598979, 236: 599912, 237: 601507, 238: 600108, 239: 600130, 240: 600745, 241: 600156, 242: 599055, 243: 600202, 244: 600530, 245: 600742, 246: 600274, 247: 599163, 248: 600383, 249: 599031, 'x2': 1993.0}\n",
      "tau1: 16.53170859257401 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.3111\n",
      "noncritical poisson\n",
      "total sum prop: 13.3111\n",
      "DATA: \n",
      "[[29994856     3151        0 ...        0        0        0]\n",
      " [    1993        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.53170859257401 (s)\n",
      "time t: 1604.0625855336455 (s)\n",
      "time t: 26.734376425560757 (min)\n",
      "Free Phages Left (algorithmic): 9856.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001993.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599392, 230: 599691, 231: 600551, 232: 599833, 233: 599009, 234: 600301, 235: 598980, 236: 599913, 237: 601506, 238: 600108, 239: 600129, 240: 600748, 241: 600159, 242: 599051, 243: 600202, 244: 600530, 245: 600740, 246: 600275, 247: 599164, 248: 600382, 249: 599030, 'x2': 1993.0}\n",
      "tau1: 16.473636463261908 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.2877\n",
      "noncritical poisson\n",
      "total sum prop: 13.2877\n",
      "DATA: \n",
      "[[29994831     3176        0 ...        0        0        0]\n",
      " [    1993        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.473636463261908 (s)\n",
      "time t: 1620.5362219969074 (s)\n",
      "time t: 27.00893703328179 (min)\n",
      "Free Phages Left (algorithmic): 9831.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001993.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599392, 230: 599691, 231: 600551, 232: 599833, 233: 599009, 234: 600301, 235: 598980, 236: 599915, 237: 601507, 238: 600107, 239: 600128, 240: 600747, 241: 600163, 242: 599048, 243: 600202, 244: 600532, 245: 600738, 246: 600278, 247: 599162, 248: 600381, 249: 599029, 'x2': 1993.0}\n",
      "tau1: 16.436464481159256 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.272699999999997\n",
      "noncritical poisson\n",
      "total sum prop: 13.272699999999997\n",
      "DATA: \n",
      "[[29994806     3230        0 ...        0        0        0]\n",
      " [    1964        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.436464481159256 (s)\n",
      "time t: 1636.9726864780666 (s)\n",
      "time t: 27.28287810796778 (min)\n",
      "Free Phages Left (algorithmic): 9806.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001964.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599392, 230: 599691, 231: 600551, 232: 599833, 233: 599009, 234: 600301, 235: 598980, 236: 599915, 237: 601508, 238: 600109, 239: 600128, 240: 600745, 241: 600166, 242: 599048, 243: 600199, 244: 600533, 245: 600737, 246: 600280, 247: 599161, 248: 600379, 249: 599029, 'x2': 1964.0}\n",
      "tau1: 16.373200895457067 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.1504\n",
      "noncritical poisson\n",
      "total sum prop: 13.1504\n",
      "DATA: \n",
      "[[29994785     3251        0 ...        0        0        0]\n",
      " [    1964        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.373200895457067 (s)\n",
      "time t: 1653.3458873735237 (s)\n",
      "time t: 27.55576478955873 (min)\n",
      "Free Phages Left (algorithmic): 9785.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001964.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599392, 230: 599691, 231: 600551, 232: 599833, 233: 599009, 234: 600301, 235: 598980, 236: 599915, 237: 601508, 238: 600109, 239: 600128, 240: 600745, 241: 600167, 242: 599049, 243: 600199, 244: 600532, 245: 600738, 246: 600281, 247: 599165, 248: 600375, 249: 599026, 'x2': 1964.0}\n",
      "tau1: 16.34184010073892 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.1378\n",
      "noncritical poisson\n",
      "total sum prop: 13.1378\n",
      "DATA: \n",
      "[[29994744     3292        0 ...        0        0        0]\n",
      " [    1964        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.34184010073892 (s)\n",
      "time t: 1669.6877274742626 (s)\n",
      "time t: 27.82812879123771 (min)\n",
      "Free Phages Left (algorithmic): 9744.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001964.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599393, 230: 599691, 231: 600551, 232: 599834, 233: 599007, 234: 600305, 235: 598979, 236: 599916, 237: 601505, 238: 600111, 239: 600126, 240: 600748, 241: 600164, 242: 599050, 243: 600199, 244: 600532, 245: 600737, 246: 600281, 247: 599166, 248: 600378, 249: 599021, 'x2': 1964.0}\n",
      "tau1: 16.28069852552558 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.1132\n",
      "noncritical poisson\n",
      "total sum prop: 13.1132\n",
      "DATA: \n",
      "[[29994711     3342        0 ...        0        0        0]\n",
      " [    1947        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.28069852552558 (s)\n",
      "time t: 1685.9684259997882 (s)\n",
      "time t: 28.099473766663138 (min)\n",
      "Free Phages Left (algorithmic): 9711.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001947.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599393, 230: 599691, 231: 600551, 232: 599837, 233: 599005, 234: 600304, 235: 598983, 236: 599912, 237: 601507, 238: 600112, 239: 600124, 240: 600750, 241: 600163, 242: 599049, 243: 600200, 244: 600531, 245: 600738, 246: 600283, 247: 599164, 248: 600378, 249: 599019, 'x2': 1947.0}\n",
      "tau1: 16.216359266958698 vs tau2: nan\n",
      "TOTAL PROPENSITY: 13.0305\n",
      "noncritical poisson\n",
      "total sum prop: 13.0305\n",
      "DATA: \n",
      "[[29994673     3384        0 ...        0        0        0]\n",
      " [    1943        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.216359266958698 (s)\n",
      "time t: 1702.184785266747 (s)\n",
      "time t: 28.36974642111245 (min)\n",
      "Free Phages Left (algorithmic): 9673.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001943.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599393, 230: 599691, 231: 600553, 232: 599837, 233: 599004, 234: 600305, 235: 598985, 236: 599910, 237: 601505, 238: 600116, 239: 600121, 240: 600750, 241: 600166, 242: 599048, 243: 600198, 244: 600532, 245: 600739, 246: 600282, 247: 599164, 248: 600378, 249: 599017, 'x2': 1943.0}\n",
      "tau1: 16.156100237874455 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.992899999999999\n",
      "noncritical poisson\n",
      "total sum prop: 12.992899999999999\n",
      "DATA: \n",
      "[[29994646     3411        0 ...        0        0        0]\n",
      " [    1943        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.156100237874455 (s)\n",
      "time t: 1718.3408855046214 (s)\n",
      "time t: 28.639014758410358 (min)\n",
      "Free Phages Left (algorithmic): 9646.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001943.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599393, 230: 599691, 231: 600553, 232: 599837, 233: 599004, 234: 600305, 235: 598985, 236: 599913, 237: 601502, 238: 600116, 239: 600122, 240: 600751, 241: 600167, 242: 599048, 243: 600198, 244: 600532, 245: 600736, 246: 600283, 247: 599166, 248: 600380, 249: 599012, 'x2': 1943.0}\n",
      "tau1: 16.115837377766336 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.976700000000001\n",
      "noncritical poisson\n",
      "total sum prop: 12.976700000000001\n",
      "DATA: \n",
      "[[29994612     3445        0 ...        0        0        0]\n",
      " [    1943        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.115837377766336 (s)\n",
      "time t: 1734.4567228823878 (s)\n",
      "time t: 28.9076120480398 (min)\n",
      "Free Phages Left (algorithmic): 9612.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001943.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599393, 230: 599691, 231: 600553, 232: 599837, 233: 599007, 234: 600303, 235: 598985, 236: 599916, 237: 601499, 238: 600118, 239: 600121, 240: 600750, 241: 600169, 242: 599050, 243: 600195, 244: 600534, 245: 600733, 246: 600284, 247: 599165, 248: 600379, 249: 599012, 'x2': 1943.0}\n",
      "tau1: 16.06520745386064 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.956299999999999\n",
      "noncritical poisson\n",
      "total sum prop: 12.956299999999999\n",
      "DATA: \n",
      "[[29994600     3457        0 ...        0        0        0]\n",
      " [    1943        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.06520745386064 (s)\n",
      "time t: 1750.5219303362485 (s)\n",
      "time t: 29.17536550560414 (min)\n",
      "Free Phages Left (algorithmic): 9600.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001943.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599393, 230: 599691, 231: 600553, 232: 599837, 233: 599007, 234: 600303, 235: 598985, 236: 599916, 237: 601499, 238: 600118, 239: 600121, 240: 600750, 241: 600170, 242: 599049, 243: 600198, 244: 600532, 245: 600734, 246: 600284, 247: 599163, 248: 600382, 249: 599009, 'x2': 1943.0}\n",
      "tau1: 16.047357087000165 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.949100000000001\n",
      "noncritical poisson\n",
      "total sum prop: 12.949100000000001\n",
      "DATA: \n",
      "[[29994569     3524        0 ...        0        0        0]\n",
      " [    1907        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 16.047357087000165 (s)\n",
      "time t: 1766.5692874232486 (s)\n",
      "time t: 29.442821457054144 (min)\n",
      "Free Phages Left (algorithmic): 9569.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001907.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599393, 230: 599691, 231: 600553, 232: 599837, 233: 599007, 234: 600303, 235: 598985, 236: 599918, 237: 601499, 238: 600122, 239: 600117, 240: 600749, 241: 600172, 242: 599047, 243: 600200, 244: 600533, 245: 600732, 246: 600284, 247: 599162, 248: 600383, 249: 599007, 'x2': 1907.0}\n",
      "tau1: 15.969199877029821 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.7973\n",
      "noncritical poisson\n",
      "total sum prop: 12.7973\n",
      "DATA: \n",
      "[[29994558     3535        0 ...        0        0        0]\n",
      " [    1907        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.969199877029821 (s)\n",
      "time t: 1782.5384873002783 (s)\n",
      "time t: 29.708974788337972 (min)\n",
      "Free Phages Left (algorithmic): 9558.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001907.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599393, 230: 599691, 231: 600553, 232: 599837, 233: 599007, 234: 600303, 235: 598985, 236: 599918, 237: 601499, 238: 600122, 239: 600117, 240: 600749, 241: 600172, 242: 599047, 243: 600201, 244: 600533, 245: 600734, 246: 600282, 247: 599163, 248: 600384, 249: 599004, 'x2': 1907.0}\n",
      "tau1: 15.952732412664083 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.7907\n",
      "noncritical poisson\n",
      "total sum prop: 12.7907\n",
      "DATA: \n",
      "[[29994533     3560        0 ...        0        0        0]\n",
      " [    1907        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.952732412664083 (s)\n",
      "time t: 1798.4912197129424 (s)\n",
      "time t: 29.974853661882374 (min)\n",
      "Free Phages Left (algorithmic): 9533.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001907.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599393, 230: 599691, 231: 600553, 232: 599837, 233: 599007, 234: 600304, 235: 598987, 236: 599916, 237: 601499, 238: 600123, 239: 600116, 240: 600748, 241: 600176, 242: 599046, 243: 600200, 244: 600532, 245: 600733, 246: 600285, 247: 599162, 248: 600383, 249: 599003, 'x2': 1907.0}\n",
      "tau1: 15.915337950330876 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.775699999999999\n",
      "noncritical poisson\n",
      "total sum prop: 12.775699999999999\n",
      "DATA: \n",
      "[[29994525     3569        0 ...        0        0        0]\n",
      " [    1906        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.915337950330876 (s)\n",
      "time t: 1814.4065576632734 (s)\n",
      "time t: 30.24010929438789 (min)\n",
      "Free Phages Left (algorithmic): 9525.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001906.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599393, 230: 599691, 231: 600553, 232: 599837, 233: 599007, 234: 600304, 235: 598987, 236: 599916, 237: 601499, 238: 600123, 239: 600116, 240: 600748, 241: 600176, 242: 599046, 243: 600201, 244: 600532, 245: 600734, 246: 600286, 247: 599159, 248: 600384, 249: 599002, 'x2': 1906.0}\n",
      "tau1: 15.902506249945802 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.7672\n",
      "noncritical poisson\n",
      "total sum prop: 12.7672\n",
      "DATA: \n",
      "[[29994498     3597        0 ...        0        0        0]\n",
      " [    1905        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.902506249945802 (s)\n",
      "time t: 1830.3090639132192 (s)\n",
      "time t: 30.50515106522032 (min)\n",
      "Free Phages Left (algorithmic): 9498.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001905.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599394, 230: 599692, 231: 600553, 232: 599837, 233: 599007, 234: 600303, 235: 598988, 236: 599916, 237: 601498, 238: 600122, 239: 600117, 240: 600748, 241: 600175, 242: 599048, 243: 600200, 244: 600535, 245: 600730, 246: 600287, 247: 599158, 248: 600386, 249: 599000, 'x2': 1905.0}\n",
      "tau1: 15.861292765992058 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.7473\n",
      "noncritical poisson\n",
      "total sum prop: 12.7473\n",
      "DATA: \n",
      "[[29994479     3616        0 ...        0        0        0]\n",
      " [    1905        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.861292765992058 (s)\n",
      "time t: 1846.1703566792112 (s)\n",
      "time t: 30.76950594465352 (min)\n",
      "Free Phages Left (algorithmic): 9479.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001905.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599394, 230: 599692, 231: 600553, 232: 599837, 233: 599007, 234: 600303, 235: 598988, 236: 599919, 237: 601497, 238: 600121, 239: 600116, 240: 600748, 241: 600176, 242: 599048, 243: 600200, 244: 600535, 245: 600732, 246: 600286, 247: 599159, 248: 600384, 249: 598999, 'x2': 1905.0}\n",
      "tau1: 15.832935720374826 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.735899999999999\n",
      "noncritical poisson\n",
      "total sum prop: 12.735899999999999\n",
      "DATA: \n",
      "[[29994468     3651        0 ...        0        0        0]\n",
      " [    1881        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.832935720374826 (s)\n",
      "time t: 1862.003292399586 (s)\n",
      "time t: 31.033388206659765 (min)\n",
      "Free Phages Left (algorithmic): 9468.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001881.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599394, 230: 599692, 231: 600553, 232: 599837, 233: 599007, 234: 600303, 235: 598988, 236: 599919, 237: 601497, 238: 600121, 239: 600116, 240: 600748, 241: 600179, 242: 599046, 243: 600200, 244: 600535, 245: 600733, 246: 600285, 247: 599159, 248: 600384, 249: 598998, 'x2': 1881.0}\n",
      "tau1: 15.795626581715366 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.6405\n",
      "noncritical poisson\n",
      "total sum prop: 12.6405\n",
      "DATA: \n",
      "[[29994459     3660        0 ...        0        0        0]\n",
      " [    1881        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.795626581715366 (s)\n",
      "time t: 1877.7989189813013 (s)\n",
      "time t: 31.296648649688354 (min)\n",
      "Free Phages Left (algorithmic): 9459.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001881.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599394, 230: 599692, 231: 600553, 232: 599837, 233: 599007, 234: 600303, 235: 598988, 236: 599919, 237: 601497, 238: 600121, 239: 600116, 240: 600748, 241: 600179, 242: 599047, 243: 600200, 244: 600534, 245: 600734, 246: 600288, 247: 599156, 248: 600384, 249: 598997, 'x2': 1881.0}\n",
      "tau1: 15.782133735023134 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.635100000000001\n",
      "noncritical poisson\n",
      "total sum prop: 12.635100000000001\n",
      "DATA: \n",
      "[[29994437     3682        0 ...        0        0        0]\n",
      " [    1881        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.782133735023134 (s)\n",
      "time t: 1893.5810527163244 (s)\n",
      "time t: 31.55968421193874 (min)\n",
      "Free Phages Left (algorithmic): 9437.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001881.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599394, 230: 599692, 231: 600553, 232: 599837, 233: 599007, 234: 600303, 235: 598988, 236: 599919, 237: 601499, 238: 600120, 239: 600120, 240: 600745, 241: 600181, 242: 599045, 243: 600198, 244: 600535, 245: 600734, 246: 600287, 247: 599158, 248: 600384, 249: 598995, 'x2': 1881.0}\n",
      "tau1: 15.749175492308904 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.6219\n",
      "noncritical poisson\n",
      "total sum prop: 12.6219\n",
      "DATA: \n",
      "[[29994427     3692        0 ...        0        0        0]\n",
      " [    1881        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.749175492308904 (s)\n",
      "time t: 1909.3302282086333 (s)\n",
      "time t: 31.822170470143888 (min)\n",
      "Free Phages Left (algorithmic): 9427.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001881.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599032, 225: 600307, 226: 601434, 227: 600008, 228: 599309, 229: 599394, 230: 599692, 231: 600553, 232: 599837, 233: 599007, 234: 600303, 235: 598988, 236: 599919, 237: 601499, 238: 600120, 239: 600120, 240: 600745, 241: 600181, 242: 599045, 243: 600199, 244: 600536, 245: 600735, 246: 600285, 247: 599158, 248: 600385, 249: 598993, 'x2': 1881.0}\n",
      "tau1: 15.734205861244018 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.6159\n",
      "noncritical poisson\n",
      "total sum prop: 12.6159\n",
      "DATA: \n",
      "[[29994376     3744        0 ...        0        0        0]\n",
      " [    1880        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.734205861244018 (s)\n",
      "time t: 1925.0644340698773 (s)\n",
      "time t: 32.08440723449795 (min)\n",
      "Free Phages Left (algorithmic): 9376.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001880.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600308, 226: 601435, 227: 600004, 228: 599311, 229: 599396, 230: 599689, 231: 600554, 232: 599839, 233: 599007, 234: 600301, 235: 598988, 236: 599917, 237: 601501, 238: 600119, 239: 600121, 240: 600747, 241: 600179, 242: 599044, 243: 600199, 244: 600536, 245: 600736, 246: 600284, 247: 599158, 248: 600387, 249: 598990, 'x2': 1880.0}\n",
      "tau1: 15.657089931422544 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.5816\n",
      "noncritical poisson\n",
      "total sum prop: 12.5816\n",
      "DATA: \n",
      "[[29994351     3769        0 ...        0        0        0]\n",
      " [    1880        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.657089931422544 (s)\n",
      "time t: 1940.7215240012997 (s)\n",
      "time t: 32.34535873335499 (min)\n",
      "Free Phages Left (algorithmic): 9351.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001880.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600308, 226: 601435, 227: 600004, 228: 599311, 229: 599396, 230: 599689, 231: 600554, 232: 599839, 233: 599007, 234: 600301, 235: 598988, 236: 599918, 237: 601502, 238: 600118, 239: 600123, 240: 600744, 241: 600182, 242: 599046, 243: 600196, 244: 600537, 245: 600733, 246: 600286, 247: 599156, 248: 600390, 249: 598987, 'x2': 1880.0}\n",
      "tau1: 15.61977888209952 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.5666\n",
      "noncritical poisson\n",
      "total sum prop: 12.5666\n",
      "DATA: \n",
      "[[29994345     3776        0 ...        0        0        0]\n",
      " [    1879        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.61977888209952 (s)\n",
      "time t: 1956.3413028833993 (s)\n",
      "time t: 32.60568838138999 (min)\n",
      "Free Phages Left (algorithmic): 9345.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001879.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600308, 226: 601435, 227: 600004, 228: 599311, 229: 599396, 230: 599689, 231: 600554, 232: 599839, 233: 599007, 234: 600301, 235: 598988, 236: 599918, 237: 601502, 238: 600118, 239: 600123, 240: 600744, 241: 600182, 242: 599046, 243: 600196, 244: 600538, 245: 600734, 246: 600285, 247: 599156, 248: 600390, 249: 598986, 'x2': 1879.0}\n",
      "tau1: 15.609940099248321 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.5593\n",
      "noncritical poisson\n",
      "total sum prop: 12.5593\n",
      "DATA: \n",
      "[[29994336     3785        0 ...        0        0        0]\n",
      " [    1879        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.609940099248321 (s)\n",
      "time t: 1971.9512429826477 (s)\n",
      "time t: 32.8658540497108 (min)\n",
      "Free Phages Left (algorithmic): 9336.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001879.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600308, 226: 601435, 227: 600004, 228: 599311, 229: 599396, 230: 599689, 231: 600554, 232: 599839, 233: 599007, 234: 600301, 235: 598988, 236: 599918, 237: 601502, 238: 600118, 239: 600123, 240: 600744, 241: 600184, 242: 599047, 243: 600195, 244: 600536, 245: 600735, 246: 600284, 247: 599157, 248: 600389, 249: 598986, 'x2': 1879.0}\n",
      "tau1: 15.596519676920632 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.553899999999999\n",
      "noncritical poisson\n",
      "total sum prop: 12.553899999999999\n",
      "DATA: \n",
      "[[29994301     3820        0 ...        0        0        0]\n",
      " [    1879        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.596519676920632 (s)\n",
      "time t: 1987.5477626595684 (s)\n",
      "time t: 33.125796044326144 (min)\n",
      "Free Phages Left (algorithmic): 9301.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001879.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601435, 227: 600004, 228: 599312, 229: 599396, 230: 599688, 231: 600554, 232: 599839, 233: 599006, 234: 600301, 235: 598989, 236: 599921, 237: 601501, 238: 600115, 239: 600125, 240: 600747, 241: 600181, 242: 599045, 243: 600198, 244: 600533, 245: 600736, 246: 600287, 247: 599153, 248: 600389, 249: 598986, 'x2': 1879.0}\n",
      "tau1: 15.54438401041964 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.5329\n",
      "noncritical poisson\n",
      "total sum prop: 12.5329\n",
      "DATA: \n",
      "[[29994301     3820        0 ...        0        0        0]\n",
      " [    1879        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.54438401041964 (s)\n",
      "time t: 2003.092146669988 (s)\n",
      "time t: 33.384869111166466 (min)\n",
      "Free Phages Left (algorithmic): 9301.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001879.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601435, 227: 600004, 228: 599312, 229: 599396, 230: 599688, 231: 600554, 232: 599839, 233: 599006, 234: 600301, 235: 598989, 236: 599921, 237: 601501, 238: 600115, 239: 600125, 240: 600747, 241: 600181, 242: 599045, 243: 600198, 244: 600533, 245: 600736, 246: 600287, 247: 599153, 248: 600389, 249: 598986, 'x2': 1879.0}\n",
      "tau1: 15.54438401041964 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.5329\n",
      "noncritical poisson\n",
      "total sum prop: 12.5329\n",
      "DATA: \n",
      "[[29994277     3865        0 ...        0        0        0]\n",
      " [    1858        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.54438401041964 (s)\n",
      "time t: 2018.6365306804078 (s)\n",
      "time t: 33.643942178006796 (min)\n",
      "Free Phages Left (algorithmic): 9277.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001858.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601435, 227: 600004, 228: 599312, 229: 599396, 230: 599688, 231: 600554, 232: 599839, 233: 599006, 234: 600301, 235: 598989, 236: 599921, 237: 601501, 238: 600117, 239: 600126, 240: 600744, 241: 600183, 242: 599046, 243: 600196, 244: 600535, 245: 600733, 246: 600290, 247: 599154, 248: 600388, 249: 598983, 'x2': 1858.0}\n",
      "tau1: 15.489880055867408 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.4408\n",
      "noncritical poisson\n",
      "total sum prop: 12.4408\n",
      "DATA: \n",
      "[[29994256     3888        0 ...        0        0        0]\n",
      " [    1856        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.489880055867408 (s)\n",
      "time t: 2034.1264107362751 (s)\n",
      "time t: 33.902106845604585 (min)\n",
      "Free Phages Left (algorithmic): 9256.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001856.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601435, 227: 600004, 228: 599312, 229: 599396, 230: 599688, 231: 600554, 232: 599841, 233: 599007, 234: 600298, 235: 598989, 236: 599925, 237: 601499, 238: 600115, 239: 600126, 240: 600745, 241: 600182, 242: 599049, 243: 600194, 244: 600534, 245: 600734, 246: 600290, 247: 599153, 248: 600391, 249: 598980, 'x2': 1856.0}\n",
      "tau1: 15.456754659447133 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.420800000000002\n",
      "noncritical poisson\n",
      "total sum prop: 12.420800000000002\n",
      "DATA: \n",
      "[[29994230     3914        0 ...        0        0        0]\n",
      " [    1856        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.456754659447133 (s)\n",
      "time t: 2049.583165395722 (s)\n",
      "time t: 34.15971942326203 (min)\n",
      "Free Phages Left (algorithmic): 9230.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001856.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601435, 227: 600004, 228: 599312, 229: 599396, 230: 599688, 231: 600554, 232: 599844, 233: 599008, 234: 600294, 235: 598990, 236: 599925, 237: 601498, 238: 600116, 239: 600126, 240: 600750, 241: 600177, 242: 599049, 243: 600194, 244: 600535, 245: 600732, 246: 600291, 247: 599153, 248: 600392, 249: 598978, 'x2': 1856.0}\n",
      "tau1: 15.417952979837562 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.405200000000002\n",
      "noncritical poisson\n",
      "total sum prop: 12.405200000000002\n",
      "DATA: \n",
      "[[29994189     3962        0 ...        0        0        0]\n",
      " [    1849        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.417952979837562 (s)\n",
      "time t: 2065.0011183755596 (s)\n",
      "time t: 34.416685306259325 (min)\n",
      "Free Phages Left (algorithmic): 9189.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001849.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601436, 227: 600003, 228: 599315, 229: 599395, 230: 599688, 231: 600556, 232: 599844, 233: 599005, 234: 600293, 235: 598991, 236: 599926, 237: 601497, 238: 600119, 239: 600124, 240: 600750, 241: 600176, 242: 599050, 243: 600194, 244: 600534, 245: 600731, 246: 600292, 247: 599155, 248: 600391, 249: 598976, 'x2': 1849.0}\n",
      "tau1: 15.350574900996287 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.3547\n",
      "noncritical poisson\n",
      "total sum prop: 12.3547\n",
      "DATA: \n",
      "[[29994155     3996        0 ...        0        0        0]\n",
      " [    1849        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.350574900996287 (s)\n",
      "time t: 2080.351693276556 (s)\n",
      "time t: 34.67252822127593 (min)\n",
      "Free Phages Left (algorithmic): 9155.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001849.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601437, 227: 600003, 228: 599317, 229: 599393, 230: 599688, 231: 600556, 232: 599844, 233: 599005, 234: 600293, 235: 598991, 236: 599927, 237: 601498, 238: 600118, 239: 600122, 240: 600753, 241: 600175, 242: 599049, 243: 600194, 244: 600534, 245: 600734, 246: 600289, 247: 599155, 248: 600391, 249: 598975, 'x2': 1849.0}\n",
      "tau1: 15.29992321525148 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.334299999999999\n",
      "noncritical poisson\n",
      "total sum prop: 12.334299999999999\n",
      "DATA: \n",
      "[[29994155     3996        0 ...        0        0        0]\n",
      " [    1849        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.29992321525148 (s)\n",
      "time t: 2095.6516164918075 (s)\n",
      "time t: 34.927526941530125 (min)\n",
      "Free Phages Left (algorithmic): 9155.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001849.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601437, 227: 600003, 228: 599317, 229: 599393, 230: 599688, 231: 600556, 232: 599844, 233: 599005, 234: 600293, 235: 598991, 236: 599927, 237: 601498, 238: 600118, 239: 600122, 240: 600753, 241: 600175, 242: 599049, 243: 600194, 244: 600534, 245: 600734, 246: 600289, 247: 599155, 248: 600391, 249: 598975, 'x2': 1849.0}\n",
      "tau1: 15.29992321525148 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.334299999999999\n",
      "noncritical poisson\n",
      "total sum prop: 12.334299999999999\n",
      "DATA: \n",
      "[[29994119     4028        0 ...        0        0        0]\n",
      " [    1853        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.29992321525148 (s)\n",
      "time t: 2110.951539707059 (s)\n",
      "time t: 35.18252566178432 (min)\n",
      "Free Phages Left (algorithmic): 9119.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001853.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601437, 227: 600003, 228: 599317, 229: 599393, 230: 599689, 231: 600556, 232: 599843, 233: 599006, 234: 600295, 235: 598989, 236: 599928, 237: 601496, 238: 600121, 239: 600119, 240: 600757, 241: 600172, 242: 599051, 243: 600195, 244: 600531, 245: 600738, 246: 600287, 247: 599155, 248: 600388, 249: 598975, 'x2': 1853.0}\n",
      "tau1: 15.250066970358539 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.327499999999999\n",
      "noncritical poisson\n",
      "total sum prop: 12.327499999999999\n",
      "DATA: \n",
      "[[29994119     4028        0 ...        0        0        0]\n",
      " [    1853        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.250066970358539 (s)\n",
      "time t: 2126.2016066774177 (s)\n",
      "time t: 35.43669344462363 (min)\n",
      "Free Phages Left (algorithmic): 9119.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001853.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601437, 227: 600003, 228: 599317, 229: 599393, 230: 599689, 231: 600556, 232: 599843, 233: 599006, 234: 600295, 235: 598989, 236: 599928, 237: 601496, 238: 600121, 239: 600119, 240: 600757, 241: 600172, 242: 599051, 243: 600195, 244: 600531, 245: 600738, 246: 600287, 247: 599155, 248: 600388, 249: 598975, 'x2': 1853.0}\n",
      "tau1: 15.250066970358539 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.327499999999999\n",
      "noncritical poisson\n",
      "total sum prop: 12.327499999999999\n",
      "DATA: \n",
      "[[29994098     4049        0 ...        0        0        0]\n",
      " [    1853        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.250066970358539 (s)\n",
      "time t: 2141.4516736477763 (s)\n",
      "time t: 35.69086122746294 (min)\n",
      "Free Phages Left (algorithmic): 9098.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001853.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601437, 227: 600003, 228: 599317, 229: 599393, 230: 599689, 231: 600556, 232: 599843, 233: 599006, 234: 600295, 235: 598989, 236: 599928, 237: 601496, 238: 600121, 239: 600120, 240: 600758, 241: 600170, 242: 599054, 243: 600196, 244: 600529, 245: 600740, 246: 600285, 247: 599154, 248: 600389, 249: 598973, 'x2': 1853.0}\n",
      "tau1: 15.21890856116728 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.3149\n",
      "noncritical poisson\n",
      "total sum prop: 12.3149\n",
      "DATA: \n",
      "[[29994067     4080        0 ...        0        0        0]\n",
      " [    1853        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.21890856116728 (s)\n",
      "time t: 2156.6705822089434 (s)\n",
      "time t: 35.94450970348239 (min)\n",
      "Free Phages Left (algorithmic): 9067.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001853.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601437, 227: 600003, 228: 599317, 229: 599393, 230: 599689, 231: 600556, 232: 599846, 233: 599005, 234: 600294, 235: 598990, 236: 599928, 237: 601494, 238: 600123, 239: 600121, 240: 600758, 241: 600170, 242: 599052, 243: 600197, 244: 600528, 245: 600741, 246: 600284, 247: 599156, 248: 600386, 249: 598973, 'x2': 1853.0}\n",
      "tau1: 15.172971049961422 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.2963\n",
      "noncritical poisson\n",
      "total sum prop: 12.2963\n",
      "DATA: \n",
      "[[29994050     4108        0 ...        0        0        0]\n",
      " [    1842        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.172971049961422 (s)\n",
      "time t: 2171.8435532589046 (s)\n",
      "time t: 36.19739255431508 (min)\n",
      "Free Phages Left (algorithmic): 9050.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001842.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601437, 227: 600003, 228: 599317, 229: 599393, 230: 599689, 231: 600556, 232: 599846, 233: 599005, 234: 600295, 235: 598989, 236: 599930, 237: 601493, 238: 600122, 239: 600123, 240: 600758, 241: 600169, 242: 599051, 243: 600198, 244: 600527, 245: 600741, 246: 600288, 247: 599154, 248: 600385, 249: 598972, 'x2': 1842.0}\n",
      "tau1: 15.137476225536377 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.2454\n",
      "noncritical poisson\n",
      "total sum prop: 12.2454\n",
      "DATA: \n",
      "[[29994020     4138        0 ...        0        0        0]\n",
      " [    1842        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.137476225536377 (s)\n",
      "time t: 2186.981029484441 (s)\n",
      "time t: 36.44968382474068 (min)\n",
      "Free Phages Left (algorithmic): 9020.0\n",
      "TOTAL NUMBER OF REACTANTS: 30001842.0\n",
      "REACTANTS \n",
      ": {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 11: 0, 12: 0, 13: 0, 14: 0, 15: 0, 16: 0, 17: 0, 18: 0, 19: 0, 20: 0, 21: 0, 22: 0, 23: 0, 24: 0, 25: 0, 26: 0, 27: 0, 28: 0, 29: 0, 30: 0, 31: 0, 32: 0, 33: 0, 34: 0, 35: 0, 36: 0, 37: 0, 38: 0, 39: 0, 40: 0, 41: 0, 42: 0, 43: 0, 44: 0, 45: 0, 46: 0, 47: 0, 48: 0, 49: 0, 50: 0, 51: 0, 52: 0, 53: 0, 54: 0, 55: 0, 56: 0, 57: 0, 58: 0, 59: 0, 60: 0, 61: 0, 62: 0, 63: 0, 64: 0, 65: 0, 66: 0, 67: 0, 68: 0, 69: 0, 70: 0, 71: 0, 72: 0, 73: 0, 74: 0, 75: 0, 76: 0, 77: 0, 78: 0, 79: 0, 80: 0, 81: 0, 82: 0, 83: 0, 84: 0, 85: 0, 86: 0, 87: 0, 88: 0, 89: 0, 90: 0, 91: 0, 92: 0, 93: 0, 94: 0, 95: 0, 96: 0, 97: 0, 98: 0, 99: 0, 100: 0, 101: 0, 102: 0, 103: 0, 104: 0, 105: 0, 106: 0, 107: 0, 108: 0, 109: 0, 110: 0, 111: 0, 112: 0, 113: 0, 114: 0, 115: 0, 116: 0, 117: 0, 118: 0, 119: 0, 120: 0, 121: 0, 122: 0, 123: 0, 124: 0, 125: 0, 126: 0, 127: 0, 128: 0, 129: 0, 130: 0, 131: 0, 132: 0, 133: 0, 134: 0, 135: 0, 136: 0, 137: 0, 138: 0, 139: 0, 140: 0, 141: 0, 142: 0, 143: 0, 144: 0, 145: 0, 146: 0, 147: 0, 148: 0, 149: 0, 150: 0, 151: 0, 152: 0, 153: 0, 154: 0, 155: 0, 156: 0, 157: 0, 158: 0, 159: 0, 160: 0, 161: 0, 162: 0, 163: 0, 164: 0, 165: 0, 166: 0, 167: 0, 168: 0, 169: 0, 170: 0, 171: 0, 172: 0, 173: 0, 174: 0, 175: 0, 176: 0, 177: 0, 178: 0, 179: 0, 180: 0, 181: 0, 182: 0, 183: 0, 184: 0, 185: 0, 186: 0, 187: 0, 188: 0, 189: 0, 190: 0, 191: 0, 192: 0, 193: 0, 194: 0, 195: 0, 196: 0, 197: 0, 198: 0, 199: 38, 200: 600953, 201: 600046, 202: 599581, 203: 600353, 204: 599878, 205: 600120, 206: 600647, 207: 600068, 208: 599408, 209: 599390, 210: 599746, 211: 599948, 212: 599751, 213: 599929, 214: 600228, 215: 601459, 216: 599714, 217: 600185, 218: 600315, 219: 599602, 220: 601124, 221: 599120, 222: 599147, 223: 599466, 224: 599034, 225: 600309, 226: 601437, 227: 600003, 228: 599317, 229: 599393, 230: 599689, 231: 600556, 232: 599846, 233: 599005, 234: 600295, 235: 598990, 236: 599932, 237: 601493, 238: 600122, 239: 600125, 240: 600753, 241: 600172, 242: 599052, 243: 600195, 244: 600528, 245: 600740, 246: 600290, 247: 599151, 248: 600386, 249: 598971, 'x2': 1842.0}\n",
      "tau1: 15.093006577920157 vs tau2: nan\n",
      "TOTAL PROPENSITY: 12.227400000000001\n",
      "noncritical poisson\n",
      "total sum prop: 12.227400000000001\n",
      "DATA: \n",
      "[[29994020     4138        0 ...        0        0        0]\n",
      " [    1842        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " ...\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]\n",
      " [       0        0        0 ...        0        0        0]]\n",
      "change in time: 15.093006577920157 (s)\n",
      "time t: 2202.0740360623613 (s)\n",
      "time t: 36.70123393437269 (min)\n",
      "Free Phages Left (algorithmic): 9020.0\n"
     ]
    }
   ],
   "source": [
    "while(step<max_steps):\n",
    "    unique_subpops, counts_subpops = Unique(pop)\n",
    "    start = timeit.default_timer()        \n",
    "    reactants = Sorting(pop)\n",
    "    print('TOTAL NUMBER OF REACTANTS: {}'.format(np.sum(list(reactants.values()))))\n",
    "    criticals, noncriticals = Find_Criticals(reactants,num_phages)\n",
    "    if step > 1:\n",
    "        e = 0.03\n",
    "    if len(criticals)!=0:\n",
    "        print('============CRITICAL REACTIONS DETECTED==============')\n",
    "        print('=========Number of Criticals Detected: {}==========='.format(len(criticals)))\n",
    "        print('CRITICAL REACTION INDICES: {}'.format(criticals))\n",
    "    print('REACTANTS \\n: {}'.format(reactants))\n",
    "    aj = Propensity(reactants,k1)\n",
    "    #print('PROPENSITIES \\n{}'.format(aj))\n",
    "    fj = Find_Fj(aj)\n",
    "    uj = Find_Uj(fj,aj,reactants,criticals)\n",
    "    sj = Find_Sj(fj,aj,reactants,criticals)\n",
    "    tau1 = Find_Tau1(uj,sj,aj,criticals,noncriticals)\n",
    "    tau2 = Find_Tau2(aj,criticals)\n",
    "    print('tau1: {} vs tau2: {}'.format(tau1,tau2))\n",
    "    tau = np.nanmin([tau1,tau2])\n",
    "    tot_sum_prop = np.sum(list(aj.values()))\n",
    "    print('TOTAL PROPENSITY: {}'.format(tot_sum_prop))\n",
    "    if (tau<0.001*tot_sum_prop  or len(noncriticals)==0):\n",
    "        print('---===ENGAGE DIRECT SSA===---')\n",
    "        pop,num_phages,tau = Direct_SSA(pop,num_phages)\n",
    "        \n",
    "    elif tau == tau1:\n",
    "        Rj = Find_Rj_No_Criticals(aj,tau,noncriticals) \n",
    "        print('noncritical poisson')\n",
    "        #print('RJ: \\n{}'.format(Rj))\n",
    "        print('total sum prop: {}'.format(tot_sum_prop))\n",
    "\n",
    "    elif tau == tau2:\n",
    "        Find_Rj_Criticals(aj,tau,criticals,noncriticals)\n",
    "        print('CRITICAL REACTIONS POISSON')\n",
    "        \n",
    "    pop,num_phages = Evolution(pop,Rj,num_phages)\n",
    "        \n",
    "    t+=tau\n",
    "    d = Update_Data(pop)\n",
    "    print('DATA: \\n{}'.format(d.astype(int)))\n",
    "    data[step] = d\n",
    "    time[step] = t\n",
    "    step+=1\n",
    "    print('change in time: {} (s)'.format(tau))\n",
    "    print('time t: {} (s)'.format(t))\n",
    "    print('time t: {} (min)'.format(t/60))\n",
    "    print('Free Phages Left (algorithmic): {}'.format(num_phages))\n",
    "    \n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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