{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Virus on a Network\n", "\n", "This model replicates the 'virus on a network' model packaged with [Netlogo](http://ccl.northwestern.edu/netlogo/models/). In this notebook, we load up the model, give it some parameters, and collect the results. The model itself is in [model.py](virus_on_network/model.py). We will examine that code in a moment.\n", "\n", "First, let's load the model into our notebook:" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [], "source": [ "import networkx\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "from virus_on_network.model import VirusOnNetwork" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# if you get a 'bad magic number' error RUN THIS BLOCK, then rerun the block above\n", "!find . -name '*.pyc' -delete\n", "\n", "# the second time you run the first block, you might get a warning about numpy.dtype size changed;\n", "# you can ignore this warning and move on to the block below this one.\n", "\n", "# see https://stackoverflow.com/questions/514371/whats-the-bad-magic-number-error" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In model.py, there are a number of variables defined, from line 37 onwards:\n", "\n", "```\n", "class VirusOnNetwork(Model):\n", " \"\"\"A virus model with some number of agents\"\"\"\n", "\n", " def __init__(self, num_nodes=10, avg_node_degree=3, initial_outbreak_size=1, virus_spread_chance=0.4,\n", " virus_check_frequency=0.4, recovery_chance=0.3, gain_resistance_chance=0.5):\n", "\n", "```\n", "\n", "So while these have defaults, let's set those variables for our run:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "model = VirusOnNetwork(num_nodes=5, \n", " avg_node_degree=3, \n", " initial_outbreak_size=1, \n", " virus_spread_chance=0.4,\n", " virus_check_frequency=0.4, \n", " recovery_chance=0.3, \n", " gain_resistance_chance=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That 'self' appears throughout the model. The model creates a randomly wired network of nodes, and each node has an agent, 'self' that checks to see if it is susceptible, or if it is infected, or if it has recovered. Its chances of becoming infected depend on chance and whether or not its linked neighbours are infected.\n", "\n", "We run the model, and indicate how many cycles to iterate:" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "model.run_model(n=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...we collect the data..." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "model_out = model.datacollector.get_model_vars_dataframe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...and see what we got! How did the virus spread on the social network we built?" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results = model_out.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Run the network on an actual _observed_ social network" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's get the ORBIS data from https://raw.githubusercontent.com/sfsheath/gorbit/master/gorbit-edges.csv" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 91474 100 91474 0 0 385k 0 --:--:-- --:--:-- --:--:-- 385k\n" ] } ], "source": [ "!curl https://raw.githubusercontent.com/sfsheath/gorbit/master/gorbit-edges.csv > orbis.csv" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "import networkx as nx\n", "import pandas as pd\n", "\n", "df = pd.read_csv('orbis.csv')\n", "Graphtype = nx.Graph()\n", "ORBIS = nx.from_pandas_edgelist(df, edge_attr='km', create_using=Graphtype)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check to make sure we got the data:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "677" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ORBIS.number_of_nodes()\n" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1104" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ORBIS.number_of_edges()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can plot that network" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (20,10))\n", "nx.draw_networkx(ORBIS)\n", "plt.savefig(\"./map_0.png\", format = \"png\", dpi = 300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Earlier, we imported the model from the `virus_on_network` folder with `import virus_on_network.model`. This time, let's bring the model into this notebook. We now want it to put agents on those nodes we have above, so we want num_nodes to be whatever the number of nodes is from the ORBIS network; we also want to pass the network graph object to the definitions of the model:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "num_nodes = ORBIS.number_of_nodes()" ] }, { "cell_type": "code", "execution_count": 214, "metadata": {}, "outputs": [], "source": [ "import random\n", "import math\n", "from enum import Enum\n", "import networkx as nx\n", "\n", "from mesa import Agent, Model\n", "from mesa.time import RandomActivation\n", "from mesa.datacollection import DataCollector\n", "from mesa.space import NetworkGrid\n", "\n", "\n", "class State(Enum):\n", " SUSCEPTIBLE = 0\n", " INFECTED = 1\n", " RESISTANT = 2\n", "\n", "\n", "def number_state(model, state):\n", " return sum([1 for a in model.grid.get_all_cell_contents() if a.state is state])\n", "\n", "\n", "def number_infected(model):\n", " return number_state(model, State.INFECTED)\n", "\n", "\n", "def number_susceptible(model):\n", " return number_state(model, State.SUSCEPTIBLE)\n", "\n", "\n", "def number_resistant(model):\n", " return number_state(model, State.RESISTANT)\n", "\n", "\n", "class VirusOnNetwork2(Model):\n", " \"\"\"A virus model with some number of agents\"\"\"\n", "\n", " def __init__(self, num_nodes=10, avg_node_degree=3, initial_outbreak_size=1, virus_spread_chance=0.4,\n", " virus_check_frequency=0.4, recovery_chance=0.3, gain_resistance_chance=0.5):\n", "\n", " self.num_nodes = num_nodes\n", " # prob = avg_node_degree / self.num_nodes\n", " self.G = ORBIS #nx.erdos_renyi_graph(n=self.num_nodes, p=prob)\n", " self.grid = NetworkGrid(self.G)\n", " self.schedule = RandomActivation(self)\n", " self.initial_outbreak_size = initial_outbreak_size if initial_outbreak_size <= num_nodes else num_nodes\n", " self.virus_spread_chance = virus_spread_chance\n", " self.virus_check_frequency = virus_check_frequency\n", " self.recovery_chance = recovery_chance\n", " self.gain_resistance_chance = gain_resistance_chance\n", "\n", " self.datacollector = DataCollector({\"Infected\": number_infected,\n", " \"Susceptible\": number_susceptible,\n", " \"Resistant\": number_resistant})\n", "\n", " # Create agents\n", " for i, node in enumerate(self.G.nodes()):\n", " a = VirusAgent(i, self, State.SUSCEPTIBLE, self.virus_spread_chance, self.virus_check_frequency,\n", " self.recovery_chance, self.gain_resistance_chance)\n", " self.schedule.add(a)\n", " # Add the agent to the node\n", " self.grid.place_agent(a, node)\n", "\n", " # Infect some nodes\n", " infected_nodes = random.sample(self.G.nodes(), self.initial_outbreak_size)\n", " for a in self.grid.get_cell_list_contents(infected_nodes):\n", " a.state = State.INFECTED\n", "\n", " self.running = True\n", " self.datacollector.collect(self)\n", "\n", " def resistant_susceptible_ratio(self):\n", " try:\n", " return number_state(self, State.RESISTANT) / number_state(self, State.SUSCEPTIBLE)\n", " except ZeroDivisionError:\n", " return math.inf\n", "\n", " def step(self):\n", " self.schedule.step()\n", " # collect data\n", " self.datacollector.collect(self)\n", "\n", " def run_model(self, n):\n", " for i in range(n):\n", " self.step()\n", "\n", "\n", "class VirusAgent(Agent):\n", " def __init__(self, unique_id, model, initial_state, virus_spread_chance, virus_check_frequency,\n", " recovery_chance, gain_resistance_chance):\n", " super().__init__(unique_id, model)\n", "\n", " self.state = initial_state\n", "\n", " self.virus_spread_chance = virus_spread_chance\n", " self.virus_check_frequency = virus_check_frequency\n", " self.recovery_chance = recovery_chance\n", " self.gain_resistance_chance = gain_resistance_chance\n", "\n", " def try_to_infect_neighbors(self):\n", " neighbors_nodes = self.model.grid.get_neighbors(self.pos, include_center=False)\n", " susceptible_neighbors = [agent for agent in self.model.grid.get_cell_list_contents(neighbors_nodes) if\n", " agent.state is State.SUSCEPTIBLE]\n", " for a in susceptible_neighbors:\n", " if random.random() < self.virus_spread_chance:\n", " a.state = State.INFECTED\n", "\n", " def try_gain_resistance(self):\n", " if random.random() < self.gain_resistance_chance:\n", " self.state = State.RESISTANT\n", "\n", " def try_remove_infection(self):\n", " # Try to remove\n", " if random.random() < self.recovery_chance:\n", " # Success\n", " self.state = State.SUSCEPTIBLE\n", " self.try_gain_resistance()\n", " else:\n", " # Failed\n", " self.state = State.INFECTED\n", "\n", " def try_check_situation(self):\n", " if random.random() < self.virus_check_frequency:\n", " # Checking...\n", " if self.state is State.INFECTED:\n", " self.try_remove_infection()\n", "\n", " def step(self):\n", " if self.state is State.INFECTED:\n", " self.try_to_infect_neighbors()\n", " self.try_check_situation()" ] }, { "cell_type": "code", "execution_count": 215, "metadata": {}, "outputs": [], "source": [ "model2 = VirusOnNetwork2( \n", " initial_outbreak_size=1, \n", " virus_spread_chance=0.4,\n", " virus_check_frequency=0.4, \n", " recovery_chance=0.3, \n", " gain_resistance_chance=0.5)\n", "model2.run_model(n=10)" ] }, { "cell_type": "code", "execution_count": 216, "metadata": {}, "outputs": [], "source": [ "model_out2 = model2.datacollector.get_model_vars_dataframe()" ] }, { "cell_type": "code", "execution_count": 337, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results = model_out2.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's do a parameter sweep. We're going to hold most of the variables constant, and explore how the ability to 'gain resistance' to this 'virus' plays out. (If we're modeling the network connections of the Roman world, perhaps the virus is some new idea about, oh, religious practice. Clearly, many things are simplified here, but this *could* be a start to a much more complicated model if desired)." ] }, { "cell_type": "code", "execution_count": 393, "metadata": {}, "outputs": [], "source": [ "from mesa.batchrunner import BatchRunner\n", "import numpy as np\n", "\n", "fixed_params = dict(initial_outbreak_size=1, \n", " virus_spread_chance=0.4,\n", " virus_check_frequency=0.4,\n", " recovery_chance=0.3)\n", "# Vary density from 0.01 to 1 by increments; np.linspace takes the start, finish, and then\n", "# number of samples to generate. Thus 0,1,50 goes up in 0.02 increments; 0,1,10 would go up by 0.1 :\n", "variable_params = dict(gain_resistance_chance=np.linspace(0,1,10)[1:]\n", " )" ] }, { "cell_type": "code", "execution_count": 394, "metadata": {}, "outputs": [], "source": [ "# At the end of each model run, calculate the number of infected nodes\n", "# these take measurements at the end\n", "\n", "model_reporter = {\"Susceptible\": number_susceptible,\n", " \"Resistant\": number_resistant}" ] }, { "cell_type": "code", "execution_count": 401, "metadata": {}, "outputs": [], "source": [ "# Create the batch runner; each iteration has 10 settings, so this'll run for 100 iterations\n", "# be patient when you run the next block!\n", "param_run = BatchRunner(VirusOnNetwork2, variable_parameters=variable_params, iterations=10, \n", " fixed_parameters=fixed_params, model_reporters=model_reporter)" ] }, { "cell_type": "code", "execution_count": 402, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "90it [09:40, 6.51s/it]\n" ] } ], "source": [ "param_run.run_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we extract the results into a dataframe:" ] }, { "cell_type": "code", "execution_count": 403, "metadata": {}, "outputs": [], "source": [ "df = param_run.get_model_vars_dataframe()" ] }, { "cell_type": "code", "execution_count": 404, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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gain_resistance_chanceRunInfectedResistantSusceptibleinitial_outbreak_sizevirus_spread_chancevirus_check_frequencyrecovery_chance
00.1111110046121610.40.40.3
500.666667005849310.40.40.3
300.4444440055312410.40.40.3
600.777778006235410.40.40.3
200.3333330051716010.40.40.3
\n", "
" ], "text/plain": [ " gain_resistance_chance Run Infected Resistant Susceptible \\\n", "0 0.111111 0 0 461 216 \n", "50 0.666667 0 0 584 93 \n", "30 0.444444 0 0 553 124 \n", "60 0.777778 0 0 623 54 \n", "20 0.333333 0 0 517 160 \n", "\n", " initial_outbreak_size virus_spread_chance virus_check_frequency \\\n", "0 1 0.4 0.4 \n", "50 1 0.4 0.4 \n", "30 1 0.4 0.4 \n", "60 1 0.4 0.4 \n", "20 1 0.4 0.4 \n", "\n", " recovery_chance \n", "0 0.3 \n", "50 0.3 \n", "30 0.3 \n", "60 0.3 \n", "20 0.3 " ] }, "execution_count": 404, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 405, "metadata": {}, "outputs": [ { "data": { "image/png": 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OKCIiK9fUN17d/RBwqG7dg4uM3bn6WCIiEgd941VEJGAqeRGRgKnkRUQCppIXEQmYSl5EJGAqeRGRgOmkIW0yMVVgLJfnVLHEplQSMyheKNOXTjF0/VVMfvU1Cg1O4L3OYKbmN1GkU0ke2v1OgLn5+tIpssP9OqOUiKjk22FiqsDogWlK5QoAxVJ5bluhWOIzT7606G1n6n7VULFU5v7PP0MiYZQrPjfH6IFpABW9yGVOh2vaYCyXnyv4OMzAXMHPKpUrjOXysd2HiHQnlXwbnGpwGKab70dEOpdKvg360qmg7kdEOpdKvg2yw/2kkonY5lsHJBM2b10qmSA73B/bfYhId1LJt8HIQIb9e7aTSacwqp+Q2bwhiQGZdIr33/I2Movsha+b3+WkU0l+96ffw9jed8/Nl0mn2L9nu950FRF9uqZdRgYysZewSl1E6mlPXkQkYCp5EZGAqeRFRAKmkhcRCZhKXkQkYCp5EZGAqeRFRAKmkhcRCZhKXkQkYCp5EZGAqeRFRAKmkhcRCZhKXkQkYCp5EZGAqeRFRAKmkhcRCZhOGtKFJqYKjOXynCqW6EunGLr+Kh4/9grFUnnJ223ekOTH3nU1k199be622eF+0i3KLSKtpz35LjMxVWD0wDSFYgkHCsUSn3nypWULHuDMhTKfefKlebcdPTDd1G1FpDtpT77LjOXylMqV2OYrlSu8elYlLxIq7cl3mVPFUuxzXqzMxD6niHSGpkrezHaZWd7MTpjZAw22329mz5rZl83sCTN7e/xRBaAvnYp9zvUJvdaLhGrZ/91mlgAeBm4HbgDuNrMb6oZNATvc/V3AY8DvxB1UqrLD/aSSidjmSyUT9G66Irb5RKSzNLMLdxNwwt1fcPeLwDhwZ+0Ad5909wvR4pPANfHGlFkjAxn279lOJp3CgEw6xftveRvpVHLZ227ekOT9t7xt3m3379ne1G1FpDs188ZrBni5ZvkkcPMS4z8I/M1qQsnSRgYyjAxk5q372Mj2Fc93+PDzq40kIh3K3H3pAWZ7gV3ufm+0fA9ws7vf12Ds+4H7gP/s7v/eYPs+YB9Ab2/v4Pj4eMP7PHfuHD09PZf4UNpPuVuvW7Mrd2t1a25YmH1oaOiou+9oegJ3X/IC3ArkapZHgdEG494LPAe8dbk53Z3BwUFfzOTk5KLbOplyt163Zlfu1urW3O4LswNHvImOnb00c0z+aWCbmV1nZuuBu4CDtQPMbAD4Q2C3u59u+hVGRETW1LIl7+5vUD0Ek6O6p/6Iux83s4+a2e5o2BjQAzxqZs+Y2cFFphMRkRZq6huv7n4IOFS37sGa6++NOZeIiMRA34IREQmYSl5EJGAqeRGRgKnkRUQCppIXEQmYSl5EJGAqeRGRgKnkRUQCppIXEQmYSl5EJGAqeRGRgDX1u2skXBNTBV795r/x8w/8NX3pFEPXX8Xjx16hWCovGLshuY43JxOcuVAmYUbFnUw6RXa4H4CxXJ5CsbRgW/0JTkSkdVTyl7GJqQKjB6b5petncNZRKJb4zJMvLTr+QnmGC+UZACrRyWYKxRLZx46BQ3nGF2wbPTANoKIXaRMdrrmMjeXylMqVVc9TrvhcwdcrlSuM5fKrvg8RWRmV/GXsVLEU1P2IyEIq+ctYXzoV1P2IyEIq+ctYdrifVDKx6nmSCSO5zhpuSyUTc2/Mikjr6Y3Xy9jsm6Gv5r+EgT5dIxIglfxlbmQgw+Gzz/P1j++cW/exke0rnktEOosO14iIBEwlLyISMJW8iEjAVPIiIgFTyYuIBEwlLyISMJW8iEjAVPIiIgEz98a/PXDN79jsNeAbi2zeAnyrhXHiotyt163Zlbu1ujU3LMz+dne/qtkbt63kl2JmR9x9R7tzXCrlbr1uza7crdWtuWH12XW4RkQkYCp5EZGAdWrJf7LdAVZIuVuvW7Mrd2t1a25YZfaOPCYvIiLx6NQ9eRERiUFHlbyZ7TKzvJmdMLMH2p2nnpl92sxOm9lXatZdaWZfMLPnoz83R+vNzP5X9Fi+bGY3tjH3tWY2aWbPmtlxM/vVbshuZleY2T+b2bEo90ei9deZ2VNRvs+b2fpo/Zuj5RPR9q3tyF2TP2FmU2b2eJflftHMps3sGTM7Eq3r6OdKlCVtZo+Z2VfN7Dkzu7XTc5tZf/T3PHv5VzP7UKy53b0jLkAC+BrwDmA9cAy4od256jL+EHAj8JWadb8DPBBdfwD47ej6HcDfAAbcAjzVxtxXAzdG198C/AtwQ6dnj+6/J7qeBJ6K8jwC3BWt/wTwi9H1XwI+EV2/C/h8m58v9wN/BjweLXdL7heBLXXrOvq5EmX5P8C90fX1QLobctfkTwDfBN4eZ+62Pqi6B3grkKtZHgVG252rQc6tdSWfB66Orl8N5KPrfwjc3Whcuy/AXwI/2k3ZgQ3Al4CbqX4x5E31zxsgB9waXX9TNM7alPca4Angh4HHo/+UHZ87ytCo5Dv6uQJsAr5e//fW6bnrsv4X4B/jzt1Jh2sywMs1yyejdZ2u191fia5/E+iNrnfk44kOBQxQ3Svu+OzRIY9ngNPAF6j+tFd09zcaZJvLHW0/C3xPaxPP+Z/ArwMz0fL30B25ARz4OzM7amb7onWd/ly5DngN+JPoENmnzGwjnZ+71l3A56LrseXupJLvel59ae3YjyuZWQ/w58CH3P1fa7d1anZ3r7j7e6juGd8EXN/mSMsysx8HTrv70XZnWaEfdPcbgduBXzazH6rd2KHPlTdRPZT6B+4+AJynephjTofmBiB6f2Y38Gj9ttXm7qSSLwDX1ixfE63rdK+a2dUA0Z+no/Ud9XjMLEm14D/r7gei1V2RHcDdi8Ak1cMcaTObPQl9bba53NH2TcC3WxwV4DZgt5m9CIxTPWTze3R+bgDcvRD9eRr4C6ovrp3+XDkJnHT3p6Llx6iWfqfnnnU78CV3fzVaji13J5X808C26BMI66n+6HKwzZmacRD4uej6z1E93j27/mejd8NvAc7W/PjVUmZmwB8Dz7n779Zs6ujsZnaVmaWj6ymq7yM8R7Xs90bD6nPPPp69wBejvaCWcvdRd7/G3bdSfR5/0d3fR4fnBjCzjWb2ltnrVI8Tf4UOf664+zeBl82sP1r1I8CzdHjuGnfz3UM1EGfudr7R0OCNhzuofvLja8BvtjtPg3yfA14BylT3HD5I9djpE8DzwN8DV0ZjDXg4eizTwI425v5Bqj/ufRl4Jrrc0enZgXcBU1HurwAPRuvfAfwzcILqj7dvjtZfES2fiLa/owOeMzv57qdrOj53lPFYdDk++/+w058rUZb3AEei58sEsLlLcm+k+pPbppp1seXWN15FRALWSYdrREQkZip5EZGAqeRFRAKmkhcRCZhKXkQkYCp5EZGAqeRFRAKmkhcRCdj/B4BZHbV5ze4VAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(df.Susceptible, df.gain_resistance_chance)\n", "plt.grid(True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }