From 3fe09e0d073afa5f0d7a4e557ddf7c29093ddc80 Mon Sep 17 00:00:00 2001 From: nanglo123 Date: Wed, 4 Dec 2024 15:02:07 -0700 Subject: [PATCH] Remove observables from model B notebook --- notebooks/hackathon_2024.12/ModelB.ipynb | 74 +++++++++++++++--------- 1 file changed, 48 insertions(+), 26 deletions(-) diff --git a/notebooks/hackathon_2024.12/ModelB.ipynb b/notebooks/hackathon_2024.12/ModelB.ipynb index 62a50ca95..24346300b 100644 --- a/notebooks/hackathon_2024.12/ModelB.ipynb +++ b/notebooks/hackathon_2024.12/ModelB.ipynb @@ -2,10 +2,19 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 21, "id": "ae36e40c-dfd3-4db5-a580-9b708fdccc43", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", @@ -23,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 22, "id": "0b16f766-27ca-41e5-839b-5f3ac119ad16", "metadata": {}, "outputs": [], @@ -201,19 +210,12 @@ " concept=Concept(name=\"infected_r\"),\n", " expression=SympyExprStr(sp.Float(16)),\n", " ),\n", - "}\n", - "\n", - "observables = {\n", - " \"all_human_infected\": Observable(\n", - " name=\"all_human_infected\",\n", - " expression=SympyExprStr(sp.parse_expr(\"infected_h\")),\n", - " )\n", - "}" + "}\n" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 23, "id": "7da85632-6017-4e11-b144-3ca7134b9f70", "metadata": {}, "outputs": [], @@ -221,13 +223,12 @@ "tm = template_model_from_sympy_odes(\n", " odes, param_data=parameter_data, concept_data=concept_data\n", ")\n", - "tm.initials = initials\n", - "tm.observables = observables" + "tm.initials = initials" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 24, "id": "290c65b6-5bc6-4408-98d7-7c9b7fafd87f", "metadata": {}, "outputs": [], @@ -237,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 25, "id": "f7ade8f2-d6ca-487d-9dad-7834b3fca8f3", "metadata": {}, "outputs": [ @@ -248,7 +249,7 @@ "" ] }, - "execution_count": 5, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -259,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 26, "id": "79b1b0a5-0c66-42ed-b27c-26b2988dcbc4", "metadata": {}, "outputs": [], @@ -269,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 27, "id": "408794f9-4df1-4095-b472-7e3449eff365", "metadata": {}, "outputs": [ @@ -290,7 +291,7 @@ "[ Derivative(exposed_r, t), =, beta_3*infected_r*susceptible_r/(exposed_r + infected_r + susceptible_r) - exposed_r*(alpha_3 + mu_r)]])" ] }, - "execution_count": 7, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -301,20 +302,20 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 28, "id": "a85629f7-64c0-4930-8130-c79b91937e50", "metadata": {}, "outputs": [ { "data": { "text/latex": [ - "$\\displaystyle \\left[\\begin{matrix}all_{human infected} & = & infected_{h}\\end{matrix}\\right]$" + "$\\displaystyle \\left[\\begin{matrix}\\end{matrix}\\right]$" ], "text/plain": [ - "Matrix([[all_human_infected, =, infected_h]])" + "Matrix(0, 0, [])" ] }, - "execution_count": 8, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -325,14 +326,35 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 29, "id": "e2e7a355-20bf-4276-80d4-d16420b9dcc5", "metadata": {}, "outputs": [], "source": [ "nweeks = 156\n", "times = np.linspace(0, nweeks * 7, nweeks)\n", - "res = simulate_ode_model(om, times, with_observables=True)" + "res = simulate_ode_model(om, times, with_observables=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "40b3ced6-3fcc-45fa-b247-601df5a127a9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "om.plot_simulation_results(times, res)" ] } ],