diff --git a/doc/devlog/2024-07-12-v0.4.ipynb b/doc/devlog/2024-07-12-v0.4.ipynb new file mode 100644 index 00000000..dce893b0 --- /dev/null +++ b/doc/devlog/2024-07-12-v0.4.ipynb @@ -0,0 +1,264 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# epymorph: migrating from v0.4 to v0.5\n", + "\n", + "An interactive workshop of side-by-side comparisons: this is the v0.4 version." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running simulation (StandardSimulation):\n", + "• 2015-01-01 to 2016-08-23 (600 days)\n", + "• 1 geo nodes\n", + "|####################| 100% \n", + "Runtime: 0.123s\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Example 1: basic simulation\n", + "# watch for changes -- RUME, Simulators, Initializers, geo usage\n", + "\n", + "from functools import partial\n", + "\n", + "from epymorph import *\n", + "from epymorph.initializer import single_location\n", + "\n", + "sim = StandardSimulation(\n", + " geo=geo_library['single_pop'](),\n", + " ipm=ipm_library['sirh'](),\n", + " mm=mm_library['no'](),\n", + " initializer=partial(single_location, location=0, seed_size=100),\n", + " time_frame=TimeFrame.of(\"2015-01-01\", 600),\n", + " params={\n", + " 'beta': 0.4,\n", + " 'gamma': 1 / 4,\n", + " 'xi': 1 / 90,\n", + " 'hospitalization_prob': 0.1,\n", + " 'hospitalization_duration': 7,\n", + " },\n", + " rng=default_rng(42),\n", + ")\n", + "\n", + "with sim_messaging(sim):\n", + " output = sim.run()\n", + "\n", + "plot_pop(output, pop_idx=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running simulation (StandardSimulation):\n", + "• 2015-01-01 to 2015-05-31 (150 days)\n", + "• 6 geo nodes\n", + "|####################| 100% \n", + "Runtime: 0.258s\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Example 2: custom parameter functions\n", + "# watch for changes -- defining and evaluating params functions which access data attributes\n", + "\n", + "from functools import partial\n", + "from math import pi, sin\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from epymorph import *\n", + "from epymorph.initializer import single_location\n", + "\n", + "\n", + "def beta_fn(t, n):\n", + " x = 0.35 + 0.05 * sin(2 * pi * (t / dim.days))\n", + " cutoff = 50 + (n * 3)\n", + " if t > cutoff:\n", + " # `geo` is a proxy with which we can access data attributes on the geo\n", + " pop = geo['population'][n]\n", + " cut = 0.3 if pop < 9_000_000 else 0.25\n", + " x -= cut\n", + " return x\n", + "\n", + "\n", + "sim = StandardSimulation(\n", + " ipm=ipm_library['sirs'](),\n", + " mm=mm_library['pei'](),\n", + " geo=geo_library['pei'](),\n", + " initializer=partial(single_location, location=0, seed_size=10_000),\n", + " time_frame=TimeFrame.of(\"2015-01-01\", 150),\n", + " params={\n", + " 'beta': beta_fn,\n", + " 'gamma': 1 / 6,\n", + " 'xi': 1 / 90,\n", + " 'theta': 0.1,\n", + " 'move_control': 0.9,\n", + " },\n", + ")\n", + "\n", + "with sim_messaging(sim):\n", + " out = sim.run()\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(nrows=2, ncols=1, sharex=True, figsize=(8, 8))\n", + "x_axis = np.arange(out.dim.days)\n", + "ax1.set(title='New infections', ylabel='infections')\n", + "ax1.plot(x_axis, out.incidence_per_day[:, :, 0], label=out.geo_labels)\n", + "ax1.legend()\n", + "\n", + "# For the sake of graphing beta, I can fetch it in its fully-evaluated form\n", + "# from the sim object.\n", + "ax2.set(title='beta function', ylabel='beta', xlabel='days')\n", + "ax2.plot(x_axis, sim.params['beta'], label=out.geo_labels)\n", + "ax2.legend()\n", + "\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running simulation (StandardSimulation):\n", + "• 2015-01-01 to 2015-02-20 (50 days)\n", + "• 6 geo nodes\n", + "|####################| 100% \n", + "Runtime: 0.032s\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Example 3: custom initialization\n", + "# watch for changes -- defining initializers, class parameterization\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from numpy.typing import NDArray\n", + "\n", + "from epymorph import *\n", + "from epymorph.engine.context import RumeContext\n", + "\n", + "\n", + "def my_initializer(ctx: RumeContext, population: NDArray[np.integer], infected_multiplier: int = 100000) -> NDArray[SimDType]:\n", + " # This calculation is arbitrary, just for demonstration.\n", + " _, N, C, _ = ctx.dim.TNCE\n", + " initial = np.zeros(shape=(N, C), dtype=SimDType)\n", + " initial[:, 0] = population\n", + " for n in range(N):\n", + " initial[n, 0] -= infected_multiplier * (n + 1)\n", + " initial[n, 1] += infected_multiplier * (n + 1)\n", + " return initial\n", + "\n", + "\n", + "sim = StandardSimulation(\n", + " geo=geo_library['pei'](),\n", + " ipm=ipm_library['pei'](),\n", + " mm=mm_library['no'](),\n", + " initializer=my_initializer,\n", + " time_frame=TimeFrame.of(\"2015-01-01\", duration_days=50),\n", + " params={\n", + " 'infection_duration': 4,\n", + " 'immunity_duration': 90,\n", + " 'infected_multiplier': 100000,\n", + " },\n", + ")\n", + "\n", + "with sim_messaging(sim):\n", + " out = sim.run()\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.set_title(f\"Infected individuals\")\n", + "ax.set_xlabel('days')\n", + "ax.set_ylabel('individuals')\n", + "ax.plot(out.ticks_in_days, out.prevalence[:, :, 1], label=out.geo_labels)\n", + "ax.legend()\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Example 4: multistrata simulations\n", + "# there's no way to do this (fully) in v0.4!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/devlog/2024-07-12-v0.5.ipynb b/doc/devlog/2024-07-12-v0.5.ipynb new file mode 100644 index 00000000..ae5aa050 --- /dev/null +++ b/doc/devlog/2024-07-12-v0.5.ipynb @@ -0,0 +1,774 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# epymorph: migrating from v0.4 to v0.5\n", + "\n", + "An interactive workshop of side-by-side comparisons: this is the v0.5 version." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running simulation (BasicSimulator):\n", + "• 2015-01-01 to 2016-08-23 (600 days)\n", + "• 1 geo nodes\n", + "|####################| 100% \n", + "Runtime: 0.153s\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Example 1: basic simulation\n", + "# watch for changes -- RUME, Simulators, Initializers, geo usage\n", + "\n", + "from epymorph import *\n", + "\n", + "geo = geo_library['single_pop']()\n", + "\n", + "rume = Rume.single_strata(\n", + " ipm=ipm_library['sirh'](),\n", + " mm=mm_library['no'](),\n", + " init=init.SingleLocation(location=0, seed_size=100),\n", + " scope=geo.spec.scope,\n", + " time_frame=TimeFrame.of(\"2015-01-01\", 600),\n", + " params={\n", + " 'beta': 0.4,\n", + " 'gamma': 1 / 4,\n", + " 'xi': 1 / 90,\n", + " 'hospitalization_prob': 0.1,\n", + " 'hospitalization_duration': 7,\n", + " 'population': geo['population'],\n", + " 'meta::geo::label': geo['label'],\n", + " },\n", + ")\n", + "\n", + "sim = BasicSimulator(rume)\n", + "with sim_messaging(sim):\n", + " output = sim.run(\n", + " # params={'beta': 0.9},\n", + " rng_factory=default_rng(42),\n", + " )\n", + "\n", + "plot_pop(output, pop_idx=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running simulation (BasicSimulator):\n", + "• 2015-01-01 to 2015-05-31 (150 days)\n", + "• 6 geo nodes\n", + "|####################| 100% \n", + "Runtime: 0.301s\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Example 2: custom parameter functions\n", + "# watch for changes -- defining and evaluating params functions which access data attributes\n", + "\n", + "from math import pi, sin\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from epymorph import *\n", + "from epymorph.params import ParamFunctionTimeAndNode\n", + "from epymorph.simulator.data import evaluate_param\n", + "\n", + "POPULATION = AttributeDef('population', int, Shapes.N)\n", + "\n", + "\n", + "class Beta(ParamFunctionTimeAndNode):\n", + "\n", + " attributes = [POPULATION]\n", + "\n", + " def evaluate1(self, day: int, node_index: int) -> float:\n", + " x = 0.35 + 0.05 * sin(2 * pi * (day / self.dim.days))\n", + " cutoff = 50 + (node_index * 3)\n", + " if day > cutoff:\n", + " pop = self.data(POPULATION)[node_index]\n", + " cut = 0.3 if pop < 9_000_000 else 0.25\n", + " x -= cut\n", + " return x\n", + "\n", + "\n", + "geo = geo_library['pei']()\n", + "\n", + "rume = Rume.single_strata(\n", + " scope=geo.spec.scope,\n", + " ipm=ipm_library['sirs'](),\n", + " mm=mm_library['pei'](),\n", + " init=init.SingleLocation(location=0, seed_size=10_000),\n", + " time_frame=TimeFrame.of(\"2015-01-01\", 150),\n", + " params={\n", + " 'beta': Beta(),\n", + " 'gamma': 1 / 6,\n", + " 'xi': 1 / 90,\n", + " 'theta': 0.1,\n", + " 'move_control': 0.9,\n", + " 'population': geo['population'],\n", + " 'commuters': geo['commuters'],\n", + " 'meta::geo::label': geo['label'],\n", + " },\n", + ")\n", + "\n", + "sim = BasicSimulator(rume)\n", + "with sim_messaging(sim):\n", + " out = sim.run()\n", + "\n", + "# For the sake of graphing beta, I need to evaluate beta in the context of the RUME.\n", + "beta_values = evaluate_param(rume, 'beta')\n", + "\n", + "\n", + "### GRAPHS ###\n", + "fig, (ax1, ax2) = plt.subplots(nrows=2, ncols=1, sharex=True, figsize=(8, 8))\n", + "x_axis = np.arange(out.dim.days)\n", + "ax1.set(title='New infections', ylabel='infections')\n", + "ax1.plot(x_axis, out.incidence_per_day[:, :, 0], label=out.geo_labels)\n", + "ax1.legend()\n", + "\n", + "ax2.set(title='beta function', ylabel='beta', xlabel='days')\n", + "ax2.plot(x_axis, beta_values, label=out.geo_labels)\n", + "ax2.legend()\n", + "\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running simulation (BasicSimulator):\n", + "• 2015-01-01 to 2015-02-20 (50 days)\n", + "• 6 geo nodes\n", + "|####################| 100% \n", + "Runtime: 0.038s\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Example 3: custom initialization\n", + "# watch for changes -- defining initializers, class parameterization\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from numpy.typing import NDArray\n", + "\n", + "from epymorph import *\n", + "from epymorph.initializer import Initializer\n", + "\n", + "POPULATION = AttributeDef('population', int, Shapes.N)\n", + "\n", + "\n", + "class MyInitializer(Initializer):\n", + "\n", + " attributes = [POPULATION]\n", + "\n", + " infected_multiplier: int\n", + "\n", + " def __init__(self, infected_multiplier: int = 100_000):\n", + " self.infected_multiplier = infected_multiplier\n", + "\n", + " def evaluate(self) -> NDArray[SimDType]:\n", + " _, N, C, _ = self.dim.TNCE\n", + " initial = np.zeros(shape=(N, C), dtype=SimDType)\n", + " initial[:, 0] = self.data(POPULATION)\n", + " for n in range(N):\n", + " initial[n, 0] -= self.infected_multiplier * (n + 1)\n", + " initial[n, 1] += self.infected_multiplier * (n + 1)\n", + " return initial\n", + "\n", + "\n", + "geo = geo_library['pei']()\n", + "\n", + "rume = Rume.single_strata(\n", + " scope=geo.spec.scope,\n", + " ipm=ipm_library['pei'](),\n", + " mm=mm_library['no'](),\n", + " init=MyInitializer(),\n", + " # init=MyInitializer(10000),\n", + " time_frame=TimeFrame.of(\"2015-01-01\", duration_days=50),\n", + " params={\n", + " 'infection_duration': 4,\n", + " 'immunity_duration': 90,\n", + " 'population': geo['population'],\n", + " 'humidity': geo['humidity'],\n", + " 'meta::geo::label': geo['label'],\n", + " },\n", + ")\n", + "\n", + "sim = BasicSimulator(rume)\n", + "with sim_messaging(sim):\n", + " out = sim.run()\n", + "\n", + "\n", + "### GRAPHS ###\n", + "fig, ax = plt.subplots()\n", + "ax.set_title(f\"Infected individuals\")\n", + "ax.set_xlabel('days')\n", + "ax.set_ylabel('individuals')\n", + "ax.plot(out.ticks_in_days, out.prevalence[:, :, 1], label=out.geo_labels)\n", + "ax.legend()\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# (cheater cell) load/create multistrata GEO\n", + "import os\n", + "from functools import partial\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "from census import Census\n", + "\n", + "from epymorph.data_type import CentroidDType\n", + "from epymorph.geo.spec import NO_DURATION, StaticGeoSpec\n", + "from epymorph.geo.static import StaticGeo\n", + "from epymorph.geography.us_census import TRACT, TractScope\n", + "from epymorph.geography.us_tiger import get_tracts_geo\n", + "\n", + "\n", + "def fetch_geo(scope: TractScope):\n", + " census = Census(os.environ.get('CENSUS_API_KEY'))\n", + "\n", + " def query_pop_by_age(state_fips: str, county_fips: str, tract_ids: list[str]):\n", + " query_result = census.acs5.get(\n", + " 'group(B01001)',\n", + " geo={'for': f'tract:{\",\".join(tract_ids)}',\n", + " 'in': f'state:{state_fips} county:{county_fips}'},\n", + " year=2021,\n", + " )\n", + "\n", + " raw_df = pd.DataFrame.from_records(query_result).astype({\n", + " 'state': np.str_,\n", + " 'county': np.str_,\n", + " 'tract': np.str_,\n", + " })\n", + "\n", + " def group_cols(first: int, last: int, *, source: pd.DataFrame, table: str, dtype) -> pd.Series:\n", + " def est_name(line: int) -> str:\n", + " return f\"{table}_{line:03d}E\"\n", + " result = source[est_name(first)]\n", + " for i in range(first + 1, last + 1):\n", + " result = result + source[est_name(i)]\n", + " return result.astype(dtype)\n", + "\n", + " group = partial(group_cols, source=raw_df, table='B01001', dtype=np.int64)\n", + "\n", + " tracts_gdf = get_tracts_geo(year=scope.year) # type: ignore\n", + " calc_centroid = lambda x: x.centroid.coords[0]\n", + " centroid_df = pd.DataFrame({\n", + " 'geoid': tracts_gdf['GEOID'].astype(str),\n", + " 'centroid': tracts_gdf['geometry'].apply(calc_centroid),\n", + " })\n", + "\n", + " return pd.DataFrame({\n", + " 'geoid': raw_df['state'] + raw_df['county'] + raw_df['tract'],\n", + " 'population_00-19': group(3, 8) + group(27, 32),\n", + " 'population_20-59': group(9, 17) + group(33, 41),\n", + " 'population_60-79': group(18, 24) + group(42, 48),\n", + " }).merge(centroid_df, on='geoid', how='left')\n", + "\n", + " geoid_parts = list(map(TRACT.decompose, scope.get_node_ids()))\n", + "\n", + " # Assumes our scope only contains one state and one county (which it should)\n", + " age_df = query_pop_by_age(\n", + " state_fips=geoid_parts[0][0],\n", + " county_fips=geoid_parts[0][1],\n", + " tract_ids=[t for _, _, t in geoid_parts],\n", + " )\n", + "\n", + " age_df['population'] = age_df['population_00-19'] + \\\n", + " age_df['population_20-59'] + age_df['population_60-79']\n", + "\n", + " return StaticGeo(\n", + " spec=StaticGeoSpec(\n", + " scope=scope,\n", + " attributes=[\n", + " AttributeDef('label', str, Shapes.N),\n", + " AttributeDef('geoid', str, Shapes.N),\n", + " AttributeDef('centroid', CentroidType, Shapes.N),\n", + " AttributeDef('population', int, Shapes.N),\n", + " AttributeDef('population_00-19', int, Shapes.N),\n", + " AttributeDef('population_20-59', int, Shapes.N),\n", + " AttributeDef('population_60-79', int, Shapes.N),\n", + " ],\n", + " time_period=NO_DURATION,\n", + " ),\n", + " values={\n", + " 'label': age_df['geoid'].to_numpy(dtype=np.str_),\n", + " 'geoid': age_df['geoid'].to_numpy(dtype=np.str_),\n", + " 'centroid': age_df['centroid'].to_numpy(dtype=CentroidDType),\n", + " 'population': age_df['population'].to_numpy(dtype=SimDType),\n", + " 'population_00-19': age_df['population_00-19'].to_numpy(dtype=SimDType),\n", + " 'population_20-59': age_df['population_20-59'].to_numpy(dtype=SimDType),\n", + " 'population_60-79': age_df['population_60-79'].to_numpy(dtype=SimDType),\n", + " },\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The census tracts we'll model:\n", + "['04013010102' '04013050603' '04013061027' '04013061061' '04013071913'\n", + " '04013092305' '04013093104' '04013103612' '04013104502' '04013106502'\n", + " '04013108601' '04013110502' '04013112507' '04013114000' '04013116607'\n", + " '04013116732' '04013216838' '04013217502' '04013319710' '04013420210'\n", + " '04013421102']\n" + ] + } + ], + "source": [ + "# Example 4: multistrata simulations\n", + "\n", + "from epymorph.geography.us_census import TractScope\n", + "\n", + "# Select 21 census tracts out of Maricopa County, AZ\n", + "maricopa_tracts = TractScope.in_counties(['04013'], year=2020)\n", + "\n", + "subset_tracts = maricopa_tracts.get_node_ids()[::33][0:21]\n", + "\n", + "scope = TractScope.in_tracts(subset_tracts.tolist())\n", + "\n", + "print(f\"The census tracts we'll model:\\n{scope.get_node_ids()}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running simulation (BasicSimulator):\n", + "• 2020-01-01 to 2020-06-29 (180 days)\n", + "• 21 geo nodes\n", + "|####################| 100% \n", + "Runtime: 3.322s\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Example 4...\n", + "from functools import partial, reduce\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from epymorph import *\n", + "from epymorph.compartment_model import TransitionDef, edge\n", + "from epymorph.geo.cache import load_from_cache\n", + "\n", + "geo = load_from_cache(\n", + " 'workshop-v0_5-multistrata',\n", + " or_else=partial(fetch_geo, scope)\n", + ")\n", + "\n", + "# age_00-19\n", + "gpm1 = Gpm(\n", + " ipm=ipm_library['sirs'](),\n", + " mm=mm_library['centroids'](),\n", + " init=init.NoInfection(),\n", + ")\n", + "\n", + "# age_20-59\n", + "gpm2 = Gpm(\n", + " ipm=ipm_library['sirs'](),\n", + " mm=mm_library['centroids'](),\n", + " init=init.SingleLocation(location=0, seed_size=100),\n", + ")\n", + "\n", + "# age_60-79\n", + "gpm3 = Gpm(\n", + " ipm=ipm_library['sirs'](),\n", + " mm=mm_library['no'](),\n", + " init=init.NoInfection(),\n", + ")\n", + "\n", + "\n", + "meta_attributes = [\n", + " AttributeDef(\"beta_12\", float, Shapes.TxN),\n", + " AttributeDef(\"beta_13\", float, Shapes.TxN),\n", + " AttributeDef(\"beta_21\", float, Shapes.TxN),\n", + " AttributeDef(\"beta_23\", float, Shapes.TxN),\n", + " AttributeDef(\"beta_31\", float, Shapes.TxN),\n", + " AttributeDef(\"beta_32\", float, Shapes.TxN),\n", + "]\n", + "\n", + "\n", + "def build_meta_edges(rs: RumeSymbols) -> list[TransitionDef]:\n", + " # extract compartment symbols by strata\n", + " S_1, I_1, R_1 = rs.compartments(\"age_00-19\")\n", + " S_2, I_2, R_2 = rs.compartments(\"age_20-59\")\n", + " S_3, I_3, R_3 = rs.compartments(\"age_60-79\")\n", + "\n", + " # extract compartment totals by strata\n", + " N_1 = rs.total_nonzero(\"age_00-19\")\n", + " N_2 = rs.total_nonzero(\"age_20-59\")\n", + " N_3 = rs.total_nonzero(\"age_60-79\")\n", + "\n", + " # extract meta attributes\n", + " beta_12, beta_13, beta_21, beta_23, beta_31, beta_32 = rs.meta_attributes()\n", + "\n", + " return [\n", + " edge(S_1, I_1, rate=S_1 * beta_12 * I_2 / N_2), # 2 infects 1\n", + " edge(S_1, I_1, rate=S_1 * beta_13 * I_3 / N_3), # 3 infects 1\n", + " edge(S_2, I_2, rate=S_2 * beta_21 * I_1 / N_1), # 1 infects 2\n", + " edge(S_2, I_2, rate=S_2 * beta_23 * I_3 / N_3), # 3 infects 2\n", + " edge(S_3, I_3, rate=S_3 * beta_31 * I_1 / N_1), # 1 infects 3\n", + " edge(S_3, I_3, rate=S_3 * beta_32 * I_2 / N_2), # 2 infects 3\n", + " ]\n", + "\n", + "\n", + "rume = Rume.multistrata(\n", + " strata=[\n", + " (\"age_00-19\", gpm1),\n", + " (\"age_20-59\", gpm2),\n", + " (\"age_60-79\", gpm3),\n", + " ],\n", + " meta_attributes=meta_attributes,\n", + " meta_edges=build_meta_edges,\n", + " scope=scope,\n", + " time_frame=TimeFrame.of(\"2020-01-01\", 180),\n", + " params={\n", + " # IPM params\n", + " \"gpm:age_00-19::ipm::beta\": 0.05,\n", + " \"gpm:age_20-59::ipm::beta\": 0.20,\n", + " \"gpm:age_60-79::ipm::beta\": 0.35,\n", + " \"*::ipm::gamma\": 1 / 10,\n", + " \"*::ipm::xi\": 1 / 90,\n", + " \"meta::ipm::beta_12\": 0.05,\n", + " \"meta::ipm::beta_13\": 0.05,\n", + " \"meta::ipm::beta_21\": 0.20,\n", + " \"meta::ipm::beta_23\": 0.20,\n", + " \"meta::ipm::beta_31\": 0.35,\n", + " \"meta::ipm::beta_32\": 0.35,\n", + "\n", + " # MM params\n", + " \"gpm:age_00-19::mm::phi\": 20.0,\n", + " \"gpm:age_20-59::mm::phi\": 40.0,\n", + " \"gpm:age_60-79::mm::phi\": 30.0,\n", + "\n", + " # Things provided by geo\n", + " \"*::*::centroid\": geo['centroid'],\n", + " \"gpm:age_00-19::*::population\": geo['population_00-19'],\n", + " \"gpm:age_20-59::*::population\": geo['population_20-59'],\n", + " \"gpm:age_60-79::*::population\": geo['population_60-79'],\n", + " },\n", + ")\n", + "\n", + "sim = BasicSimulator(rume)\n", + "with sim_messaging(sim):\n", + " out = sim.run()\n", + "\n", + "\n", + "# calc total new infections (depending on the IPM this may represent this as separate events)\n", + "infection_events = [\n", + " rume.ipm.events_by_dst(\"I_age_00-19\"),\n", + " rume.ipm.events_by_dst(\"I_age_20-59\"),\n", + " rume.ipm.events_by_dst(\"I_age_60-79\"),\n", + "]\n", + "\n", + "infections = np.array([\n", + " reduce(lambda a, b: a + b,\n", + " (out.incidence_per_day[:, :, j].sum(axis=1) for j in infection_events[i]))\n", + " for i in [0, 1, 2]\n", + "])\n", + "\n", + "\n", + "### GRAPHS ###\n", + "\n", + "\n", + "# Plot infections by age class\n", + "age_label = ['age [0,20)', 'age [20,60)', 'age [60,80)']\n", + "age_total_thousands = np.column_stack(\n", + " [geo['population_00-19'], geo['population_20-59'], geo['population_60-79']]).sum(axis=0) / 1000\n", + "t_window = slice(0, None)\n", + "\n", + "# Day of Peak Infection by age class\n", + "dpi = [\n", + " int(np.argmax(infections[i]))\n", + " for i in [0, 1, 2]\n", + "]\n", + "max_y_value = infections.max()\n", + "dpi_x_pos = 80 # an absolute x offset (to keep them horizontally aligned)\n", + "dpi_y_pos = -0.025 * max_y_value # an offset from the peak's y position\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(nrows=2, sharex=True, figsize=(8, 6))\n", + "x_axis = np.arange(out.dim.days)[t_window]\n", + "\n", + "ax1.set_title('New infections by age class')\n", + "ax1.set_ylabel('occurrences')\n", + "for i in [0, 1, 2]:\n", + " color = ax1._get_lines.get_next_color()\n", + " y_axis = infections[i][t_window]\n", + " ax1.plot(x_axis, y_axis, color=color, label=age_label[i])\n", + " # Mark day of peak infection\n", + " d = dpi[i]\n", + " ax1.text(dpi_x_pos, y_axis[d] + dpi_y_pos, f\"day {d}\", color=color)\n", + " ax1.hlines(y=y_axis[d], xmin=d, xmax=dpi_x_pos - 1,\n", + " color=color, linewidth=0.5, linestyle='dashed')\n", + "ax1.legend()\n", + "\n", + "ax2.set_title('New infections by age class (per thousand)')\n", + "ax2.set_xlabel('days')\n", + "ax2.set_ylabel('occurrences per thousand')\n", + "for i in [0, 1, 2]:\n", + " y_axis = infections[i][t_window] / age_total_thousands[i]\n", + " ax2.plot(x_axis, y_axis, label=age_label[i])\n", + "ax2.legend()\n", + "\n", + "fig.tight_layout()\n", + "plt.show()\n", + "\n", + "\n", + "# Plot infections by location\n", + "pop_label = geo['label']\n", + "pop_total_thousands = geo['population'] / 1000\n", + "\n", + "t_window = slice(0, 50)\n", + "\n", + "infections_by_loc = out.incidence_per_day[:, :, rume.ipm.events_by_dst(\"I_age_*\")]\\\n", + " .sum(axis=2, dtype=np.int64)\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "x_axis = np.arange(out.dim.days)[t_window]\n", + "ax.set_title('New infections by location (per thousand)')\n", + "ax.set_xlabel('days')\n", + "ax.set_ylabel('occurrences per thousand')\n", + "for n in range(geo.nodes):\n", + " y_axis = infections_by_loc[t_window, n] / pop_total_thousands[n]\n", + " ax.plot(x_axis, y_axis, linewidth=0.8)\n", + "\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gpm:age_00-19::ipm::beta (type: float, shape: TxN)\n", + " infectivity\n", + "\n", + "gpm:age_00-19::ipm::gamma (type: float, shape: TxN)\n", + " progression from infected to recovered\n", + "\n", + "gpm:age_00-19::ipm::xi (type: float, shape: TxN)\n", + " progression from recovered to susceptible\n", + "\n", + "gpm:age_20-59::ipm::beta (type: float, shape: TxN)\n", + " infectivity\n", + "\n", + "gpm:age_20-59::ipm::gamma (type: float, shape: TxN)\n", + " progression from infected to recovered\n", + "\n", + "gpm:age_20-59::ipm::xi (type: float, shape: TxN)\n", + " progression from recovered to susceptible\n", + "\n", + "gpm:age_60-79::ipm::beta (type: float, shape: TxN)\n", + " infectivity\n", + "\n", + "gpm:age_60-79::ipm::gamma (type: float, shape: TxN)\n", + " progression from infected to recovered\n", + "\n", + "gpm:age_60-79::ipm::xi (type: float, shape: TxN)\n", + " progression from recovered to susceptible\n", + "\n", + "meta::ipm::beta_12 (type: float, shape: TxN)\n", + "\n", + "meta::ipm::beta_13 (type: float, shape: TxN)\n", + "\n", + "meta::ipm::beta_21 (type: float, shape: TxN)\n", + "\n", + "meta::ipm::beta_23 (type: float, shape: TxN)\n", + "\n", + "meta::ipm::beta_31 (type: float, shape: TxN)\n", + "\n", + "meta::ipm::beta_32 (type: float, shape: TxN)\n", + "\n", + "gpm:age_00-19::mm::population (type: int, shape: N)\n", + " The total population at each node.\n", + "\n", + "gpm:age_00-19::mm::centroid (type: [(longitude, float), (latitude, float)], shape: N)\n", + " The centroids for each node as (longitude, latitude) tuples.\n", + "\n", + "gpm:age_00-19::mm::phi (type: float, shape: S, default: 40.0)\n", + " Influences the distance that movers tend to travel.\n", + "\n", + "gpm:age_00-19::init::population (type: int, shape: N)\n", + " The population at each geo node.\n", + "\n", + "gpm:age_20-59::mm::population (type: int, shape: N)\n", + " The total population at each node.\n", + "\n", + "gpm:age_20-59::mm::centroid (type: [(longitude, float), (latitude, float)], shape: N)\n", + " The centroids for each node as (longitude, latitude) tuples.\n", + "\n", + "gpm:age_20-59::mm::phi (type: float, shape: S, default: 40.0)\n", + " Influences the distance that movers tend to travel.\n", + "\n", + "gpm:age_20-59::init::population (type: int, shape: N)\n", + " The population at each geo node.\n", + "\n", + "gpm:age_60-79::init::population (type: int, shape: N)\n", + " The population at each geo node.\n", + "\n" + ] + } + ], + "source": [ + "# Example 4...\n", + "print(rume.params_description())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Example 4...\n", + "render(gpm1.ipm)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Example 4...\n", + "render(rume.ipm)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}