{ "cells": [ { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "# Agent based or Individual based stochastic models " ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "## model conceptualization" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "* This is a model for describing Q fever transmission within a dairy herd. \n", "* The idea of the model is simple\n", "* the probability of a susceptible cow to get infected depends on the environmental bacterial load in the herd\n", "* an infected cow sheds bacteria in environment through various routes" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "https://royalsocietypublishing.org/doi/full/10.1098/rspb.2010.0575" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "![alt text](rspb20100575-g1.jpg \"Title\")" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "We are developing a simpler version of the model. \n", "We will assume SIR transmission " ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## importing packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\falco\\anaconda3\\lib\\site-packages\\numpy\\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:\n", "C:\\Users\\falco\\anaconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.NOIJJG62EMASZI6NYURL6JBKM4EVBGM7.gfortran-win_amd64.dll\n", "C:\\Users\\falco\\anaconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.WCDJNK7YVMPZQ2ME2ZZHJJRJ3JIKNDB7.gfortran-win_amd64.dll\n", " warnings.warn(\"loaded more than 1 DLL from .libs:\"\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pylab as pl\n", "import math as math\n", "import random as random \n", "from scipy import stats as stats\n", "import math as ma\n", "import scipy.special as sp\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.style as style\n", "style.use('fivethirtyeight')\n", "plt.rcParams['font.family'] = 'Times New Roman'\n", "sns.set_context(\"notebook\", font_scale=1.30, rc={\"lines.linewidth\": 0.8})\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Lets understand stochasticity" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "* Stochastic processes are randomly determined processes. \n", "* They are random but still have some central tendency." ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "### coin toss" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "probability = 0.5" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "array([1, 0])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.multinomial(1, [probability, 1-probability])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "def toss_coin():\n", " result = np.random.multinomial(1, [probability, 1-probability])\n", " if result[0] == 1:\n", " print('Heads')\n", " elif result[1] == 1:\n", " print('Tails')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tails\n" ] } ], "source": [ "toss_coin()" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "### multiple outcomes" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "![alt text](probability.jpg \"Title\")" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "* at time *t*\n", "* probability of an individual to get infected with normal shedding is 0.4\n", "* and to become a super spreader is 0.1\n", "* hence for it to remain susceptible is 1-(0.1+0.4) = 0.5" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "p_infection = 0.4 ## probability to get infected\n", "p_superspreader = 0.1 ## probability to become super spreader\n", "\n", "def change_susceptibles():\n", " result = np.random.multinomial(1, [(1-(p_infection+ p_superspreader)), p_infection, p_superspreader])\n", " if result[0] == 1:\n", " print('remain susceptible')\n", " elif result[1] == 1:\n", " print('become infected')\n", " elif result[2] == 1:\n", " print('become super-spreader')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 0])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.multinomial(1, [(1-(p_infection+ p_superspreader)), p_infection, p_superspreader])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "become infected\n" ] } ], "source": [ "change_susceptibles()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hideCode": false, "hidePrompt": false, "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "become infected\n", "become infected\n", "remain susceptible\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "remain susceptible\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "remain susceptible\n", "become infected\n", "become super-spreader\n", "become super-spreader\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "remain susceptible\n", "become infected\n", "become infected\n", "become infected\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "remain susceptible\n", "become super-spreader\n", "remain susceptible\n", "become infected\n", "remain susceptible\n", "become infected\n", "become super-spreader\n", "become infected\n", "become super-spreader\n", "become infected\n", "remain susceptible\n", "become infected\n", "become infected\n", "become infected\n", "become infected\n", "become infected\n", "become infected\n", "become infected\n", "become super-spreader\n", "become infected\n", "become infected\n", "become infected\n", "become infected\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "remain susceptible\n", "remain susceptible\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "become infected\n", "become infected\n", "become infected\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "become super-spreader\n", "become super-spreader\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "remain susceptible\n", "become super-spreader\n", "remain susceptible\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "become infected\n", "become infected\n", "become super-spreader\n", "remain susceptible\n", "remain susceptible\n", "become super-spreader\n", "become infected\n", "become infected\n", "become infected\n", "remain susceptible\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "become infected\n", "remain susceptible\n", "remain susceptible\n", "remain susceptible\n", "become infected\n", "remain susceptible\n", "become super-spreader\n", "remain susceptible\n", "become infected\n", "become infected\n", "become infected\n", "remain susceptible\n" ] } ], "source": [ "for i in range(100):\n", " change_susceptibles()" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Object oriented modeling" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "n = 20\n", "class Person:\n", " name = \"\"\n", " workplace = \"\"\n", " age = n\n", " def __init__(self, personName, workplace, n):\n", " self.name = personName\n", " self.workplace = workplace\n", " self.age = n\n", "\n", " def __repr__(self):\n", " return str(self.name)+', '+str(self.workplace)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "ename": "TypeError", "evalue": "__init__() missing 1 required positional argument: 'n'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mPranav\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mPerson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Pranav'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"UC Davis\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mTypeError\u001b[0m: __init__() missing 1 required positional argument: 'n'" ] } ], "source": [ "Pranav = Person('Pranav', \"UC Davis\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'Pranav' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mPranav\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mNameError\u001b[0m: name 'Pranav' is not defined" ] } ], "source": [ "Pranav" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Model Parameters" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "pi= ma.pi\n", "\n", "##Transmission probabilities \n", "m = 0.7; ##Transition probability from I- to S\n", "q = 0.02; ##Transition Probability from I- to I+\n", "pIp = 0.5; ## Proportion of Cows going from I- to I + and becoming I+ milk pers\n", "r1 = 0.2; ##Transition Probability I= to C=\n", "r2 = 0.02; ## Transition Probability I+ to C+\n", "s = 0.15; ##Transition Probability C+ to I+\n", "tau = 0.0096; ##Transition probability C+ to C-\n", "pc = 1; ##Transition Probability from C- to I+\n", "\n", "mu = 0.2 ## DEATH OF BACTERIA IN ENVIRONMENT COMPARTMENT\n", "pmf = 0.28; ##Probability of bacteria shed hrough muucs/ feces filing the environement compartment \n", "\n", "## Shedding level probabilities for Iminus \n", "qte1 = [0.85,0.15,0];\n", "rho = 0.28; ##fraction of excreted bacteria in mucus / feces contaminating the environment\n", "High = 1/float(30); ##qunatity of bacteria shed by high shedding animal durin one week\n", "#High = 1\n", "intitialheardsize = 50; #Animals in the herd" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Agent characteristics " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "def enum(enumName, *listValueNames):\n", " # A sequence of integers, we create as \n", " # As there are values in the enum.\n", " listValueNumbers = range(len(listValueNames))\n", " # Creation definately attributes. \n", " # Fill with initial correspondence: enum value -> integer\n", " dictAttrib = dict( zip(listValueNames, listValueNumbers) )\n", " # Create the reverse dictionary. whole -> enum value\n", " dictReverse = dict( zip(listValueNumbers, listValueNames) )\n", " # Adding the inverse dictionary in attributes\n", " dictAttrib[\"dictReverse\"] = dictReverse\n", " # Create and renvoyage type\n", " mainType = type(enumName, (), dictAttrib)\n", " return mainType\n", " \n", "Health = enum(\"Health\", \"Susceptible\", \"Infected\", \"Recovered\")\n", "Herdinfectedornot = enum(\"Herdinfectedornot\",\"InfectionFree\", \"Infected\")\n", "HerdExposedtoBacteria = enum(\"HerdExposedtoBacteria\",\"NotExposed\",\"Exposed\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Agents" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "class Cow(object):\n", " def __init__(self, healthstate = Health.Susceptible):\n", " self.healthstate = healthstate\n", " \n", " def __repr__(self):\n", " return str(self.healthstate)\n", " \n", " def setHealthState(self, state):\n", " self.healthstate = state\n", " \n", " def changeSusceptible(self, Multinomial):\n", " if Multinomial[1] == 1:\n", " self.healthstate = Health.Infected\n", " return True\n", " return False\n", " \n", " def changeInfected(self, Multinomial):\n", " if Multinomial[0] == 1:\n", " self.setHealthState(Health.Susceptible)\n", " return True\n", " elif Multinomial[1] == 1:\n", " self.setHealthState(Health.Infected)\n", " elif Multinomial[2] ==1:\n", " self.setHealthState(Health.Recovered)\n", " return True\n", " return False" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "class calendar (object):\n", " def __init__(self, week=random.randint(1,52)):\n", " self.week = week\n", " \n", " def ChangeOneWeek (self):\n", " if self.week < 52:\n", " self.week = self.week+1;\n", " if self.week == 52:\n", " self.week = 0" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "####################################################################################################################################################\n", "#####################################################################################################################################################\n", "#####################################################################################################################################################\n", "#####################################################################################################################################################\n", "\n", "######################## Description of Objects: Herd\n", "\n", " \n", "class Herd (object):\n", " def __init__(self, initialHerdSize=None, time = None, HerdId = None):\n", " self.initialHerdSize = initialHerdSize\n", " self.time = time\n", " self.HerdID = HerdId\n", " self.A = 17*self.initialHerdSize\n", " \n", " self.S = 0;\n", " self.I = 0;\n", " self.R = 0;\n", " self.E = 0;\n", " \n", " self.Slist = []\n", " self.Ilist = []\n", " self.clist = []\n", " self.Elist = []\n", " self.Elist.append(self.E)\n", " self.Nlist = []\n", " self.incidence = np.zeros(time_length)\n", " \n", " self.N = initialHerdSize\n", " \n", " \n", " \n", " self.pinfection = 1-math.exp(-(self.E))\n", " \n", " self.Herdinfectionstate = False \n", " \n", " \n", " self.PopulateHerd()\n", " \n", " def PopulateHerd(self):\n", " self.lCows = [Cow(healthstate=Health.Susceptible) for i in range(self.initialHerdSize)]\n", " \n", " def __repr__(self):\n", " return str(self.HerdID)\n", " def InitiateInfection(self,TimeStep):\n", " #self.lCows[0].healthstate = Health.Infected;\n", " #self.lCows[1].healthstate = Health.Infected;\n", " \n", " #self.Herdinfectionstate = True\n", " self.HerdExposedAir = HerdExposedtoBacteria.Exposed\n", " self.E = 0.01\n", "# self.indexcases = 4\n", "\n", " def InfectionDynamics (self, TimeStep):\n", " if self.pinfection<0:\n", " self.pinfection =0\n", " ## loop for all cows\n", " for iCow in self.lCows:\n", " if iCow.healthstate==Health.Susceptible: \n", " state=np.random.multinomial(1, [(1-self.pinfection), self.pinfection])\n", " isInfected = iCow.changeSusceptible(state)\n", " #if isInfected:\n", " # print(iCow.healthstate)\n", "\n", "\n", " elif iCow.healthstate==Health.Infected:\n", " state=np.random.multinomial(1,[m,(1-m-q),q])\n", " becomingSusceptible = iCow.changeInfected(state)\n", " \n", " ## Live animals, will be counted each time step\n", " self.S=0;\n", " self.I=0;\n", " self.c=0;\n", " self.N=0; \n", " \n", "#____________Enumerating number of animals in each healthstate _______________________________________________________________________________________________________________________________________________________________\n", " \n", " for iCow in (self.lCows[:]):\n", " if iCow.healthstate==Health.Susceptible:\n", " self.S+=1\n", " elif iCow.healthstate==Health.Infected:\n", " self.I+=1\n", " elif iCow.healthstate==Health.Recovered:\n", " self.c+=1\n", " self.N =self.S+self.I +self.c\n", " #print(self.I)\n", " \n", " \n", " def BacteriaExcretion (self):\n", " E1=0;\n", " Q1Dl = 0;\n", " ## Calculating the bacteria shedd at time \"t\"\n", " for iCow in self.lCows:\n", " if iCow.healthstate==Health.Infected:# I shedding with feces\n", " sheddinglevelprob=np.random.multinomial(1,qte1)\n", " if sheddinglevelprob[1]==1:\n", " Q1Dl+=1 ## *low\n", " \n", "#____________Counting the Bacteria shed accordint to the SEASON _______________________________________________________________________________________________________________________________________________________________ \n", " E1=Q1Dl*High*rho\n", " self.E+=(E1-(self.E*mu))\n", " #print(self.E)\n", " \n", " \n", " def calculationInfectionProbability (self):\n", " self.pinfection=1-math.exp(-(self.E))\n", " #print(self.pinfection)\n", " \n", " \n", " def appendingTimeLoopResults(self):\n", " self.Slist.append(self.S)\n", " self.Ilist.append(self.I)\n", " self.clist.append(self.c)\n", " self.Nlist.append(self.N)\n", " self.Elist.append(self.E)\n", " \n", " if self.Herdinfectionstate == True and self.I == 0:\n", " self.Herdinfectionstate == False\n", " " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "class ResultsInfectionCause (object):\n", " def __init__ (self,lHerds):\n", " self.Prevalence=0\n", " def appendInfectionCauses (self, lHerds):\n", " for iHerd in lHerds:\n", " #if iHerd.Herdinfectionstate:\n", " if iHerd.ExposedBy != infectionCause.Free :\n", " self.Prevalence+=1 \n", " \n", "class Results (object):\n", " def __init__(self):\n", " self.Susc = [] ##Suscpetibles\n", " self.INFECTED= [] ##Iminus milk shedders\n", " self.CARRIERS = [] ##Carriers\n", " self.Eload=[] ## Environmental bacterial load\n", " \n", " def appendingSimuLoopResults (self, iHerd):\n", " self.Susc.append(iHerd.Slist) ##Suscpetibles\n", " self.INFECTED.append(iHerd.Ilist) \n", " self.CARRIERS.append(iHerd.clist) ##Carriers\n", " self.Eload.append(iHerd.Elist) ## Environmental bacterial load\n", " \n", "class SavingResultsInfectionCause (object):\n", " def __init__(self):\n", " self.HerdPrevalence=[]\n", " \n", " def appendingresultsofinfectioncause (self, HerdPrevalence):\n", " self.HerdPrevalence.append(HerdPrevalence)\n", "\n", "class HerdInfectionProbability (object):\n", " def __init__ (self, simu):\n", " self.InfectedTimes= [0 for x in range(Herds)]\n", " self.ExposedByWIND= [0 for x in range(Herds)]\n", " self.ExposedByMOVEMENT= [0 for x in range(Herds)]\n", " self.MeanTimeforINFECTION=[[0 for x in range (simu)] for h in range(Herds)]\n", " \n", " def HerdInfectionProb (self,lHerds,si):\n", " for iHerd in lHerds:\n", " if iHerd.Herdinfectionstate== True:\n", " self.InfectedTimes[lHerds.index (iHerd)] +=1\n", " if iHerd.ExposedBy == infectionCause.Wind :\n", " self.ExposedByWIND[lHerds.index (iHerd)] +=1\n", " if iHerd.ExposedBy == infectionCause.Movement :\n", " self.ExposedByMOVEMENT[lHerds.index (iHerd) ]+=1\n", " if iHerd.TimeforInfection!= None:\n", " self.MeanTimeforINFECTION[lHerds.index (iHerd)][si]= iHerd.TimeforInfection" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Simulation" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "lResults = Results()" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "### Running simulation" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 37.3 s\n" ] } ], "source": [ "%%time\n", "### this command just print out the computer time required ro run this command\n", "\n", "years=5; \n", "time_length=52*years; ## number of time steps I am running the model\n", "dt=1; #time step\n", "simu=100; #number of stochastic iteration\n", "\n", "#### loop function that will run the model n times (n being the number of stochastic iterations)\n", "\n", "for s in range(simu):\n", " ### generate a herd\n", " iHerd = Herd(\n", " initialHerdSize=100,\n", " HerdId=\"UCDavis\",\n", " )\n", " ## create cows in our herd\n", " iHerd.PopulateHerd()\n", " ##inisitate infection \n", " iHerd.InitiateInfection(TimeStep=1)\n", " \n", " ## Start the time loop\n", " for t in range (time_length):\n", "\n", " iHerd.InfectionDynamics(TimeStep=t) ## first infection dynamics will play, cows will change their health states\n", " iHerd.BacteriaExcretion() ## then infected cows will shed bacteria in the environment\n", " iHerd.calculationInfectionProbability() ## estimate the probability of infection for a new cow based on the contamination\n", " iHerd.appendingTimeLoopResults() ## save results in for time t\n", " \n", " ## save results of one stochastic iteration in Results object\n", " lResults.appendingSimuLoopResults(iHerd)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Plotting results" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "## Convert all results to dataframe for easy plotting\n", "Susceptibles = pd.DataFrame(lResults.Susc).T\n", "Infected = pd.DataFrame(lResults.INFECTED).T\n", "Recovered = pd.DataFrame(lResults.CARRIERS).T\n", "Eload = pd.DataFrame(lResults.Eload).T" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "### Plot for health states" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, sharey = False, figsize = [16,6])\n", "#Susceptibles.plot(color = '#808080', ax = ax1)\n", "#Infected.plot(color = '#808080', ax = ax2)\n", "#Recovered.plot(color = '#808080', ax = ax3)\n", "Susceptibles.plot( ax = ax1)\n", "Infected.plot( ax = ax2)\n", "Recovered.plot( ax = ax3)\n", "ax1.get_legend().remove()\n", "ax2.get_legend().remove()\n", "ax3.get_legend().remove()\n", "ax1.set_xlabel('Time (weeks)')\n", "ax2.set_xlabel('Time (weeks)')\n", "ax3.set_xlabel('Time (weeks)')\n", "ax1.set_ylabel('Number of cows')\n", "ax1.set_title('Susceptibles')\n", "ax2.set_title('Infected')\n", "ax3.set_title('Recovered')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "### plot for environmental contamination " ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "hideCode": false, "hideOutput": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1) = plt.subplots(1, 1, sharey = True, figsize = [16,6])\n", "#Eload.plot(color = '#808080', ax = ax1)\n", "Eload.plot(ax = ax1)\n", "ax1.get_legend().remove()\n", "ax1.set_xlabel('Time (weeks)')\n", "ax1.set_ylabel('Environmental bacterial contamination')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (6,4))\n", "Infected.mean(axis=1).plot(ax= ax,label='mean infected')\n", "ax.set_ylim(0)\n", "plt.legend(loc='upper left')\n", "ax.set_ylabel('number of cows')\n", "ax.set_xlabel('time (weeks)')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (6,4))\n", "Eload.mean(axis=1).plot(ax= ax,label='mean contamination')\n", "ax.set_ylim(0)\n", "plt.legend(loc='upper left')\n", "ax.set_ylabel('number of cows')\n", "ax.set_xlabel('time (weeks)')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Making it mode complicated and complex to represent real life heterogeneities " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "https://veterinaryresearch.biomedcentral.com/articles/10.1186/s13567-016-0330-4" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "![alt text](13567_2016_330_Fig2_HTML.webp \"Title\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "![alt text](13567_2016_330_Fig1_HTML.webp \"Title\")" ] } ], "metadata": { "celltoolbar": "Slideshow", "hide_code_all_hidden": true, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }