{ "cells": [ { "cell_type": "markdown", "id": "83f406b1", "metadata": {}, "source": [ "# Stochastic CTMC Models\n", "\n", "This notebook demonstrates the **stochastic** epidemic models in epimodels, based on **Continuous-Time Markov Chains (CTMCs)** solved via the Gillespie Stochastic Simulation Algorithm (SSA).\n", "\n", "Unlike deterministic ODE models, stochastic models capture the inherent randomness in epidemic dynamics, which is especially important for small populations or when quantifying extinction risk." ] }, { "cell_type": "code", "id": "751b86c2", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:13:55.586691Z", "iopub.status.busy": "2026-04-27T17:13:55.586542Z", "iopub.status.idle": "2026-04-27T17:13:56.364270Z", "shell.execute_reply": "2026-04-27T17:13:56.363555Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:30:20.754814328Z", "start_time": "2026-04-27T17:30:20.742390112Z" } }, "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from IPython.display import Markdown as md\n", "from epimodels.stochastic.CTMC import SIR, SIS, SIRS, SEIR, GillespieSolver" ], "outputs": [], "execution_count": 18 }, { "cell_type": "markdown", "id": "6a1ae8b0", "metadata": {}, "source": [ "## 1. Running a Single Replicate\n", "\n", "The stochastic SIR model follows the same calling convention as deterministic models, with additional parameters `reps` and `seed`." ] }, { "cell_type": "code", "id": "a5bb476f", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:13:56.366575Z", "iopub.status.busy": "2026-04-27T17:13:56.366221Z", "iopub.status.idle": "2026-04-27T17:13:56.563788Z", "shell.execute_reply": "2026-04-27T17:13:56.563161Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:25:19.757480704Z", "start_time": "2026-04-27T17:25:19.536189188Z" } }, "source": [ "model = SIR()\n", "model(\n", " inits=[990, 10, 0],\n", " trange=[0, 100],\n", " totpop=1000,\n", " params={'beta': 0.3, 'gamma': 0.1},\n", " reps=1,\n", " seed=42,\n", " n_points=200,\n", ")\n", "\n", "model.plot_traces()\n", "plt.title('Stochastic SIR - Single Replicate')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 2 }, { "cell_type": "markdown", "id": "3e94928b", "metadata": {}, "source": [ "## 2. Multiple Replicates and Uncertainty Quantification\n", "\n", "The real power of stochastic models lies in running many replicates to characterize the distribution of possible epidemic trajectories. The `plot_traces` method can show the mean with confidence interval bands." ] }, { "cell_type": "code", "id": "2b8ff054", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:13:56.565516Z", "iopub.status.busy": "2026-04-27T17:13:56.565314Z", "iopub.status.idle": "2026-04-27T17:14:01.487152Z", "shell.execute_reply": "2026-04-27T17:14:01.486435Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:25:31.079403230Z", "start_time": "2026-04-27T17:25:26.443473447Z" } }, "source": [ "model = SIR()\n", "model(\n", " inits=[990, 10, 0],\n", " trange=[0, 100],\n", " totpop=1000,\n", " params={'beta': 0.3, 'gamma': 0.1},\n", " reps=200,\n", " seed=42,\n", " n_points=200,\n", ")\n", "\n", "model.plot_traces(show_ci=True, ci=0.95)\n", "plt.title('Stochastic SIR - Mean and 95% CI (200 replicates)')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 3 }, { "cell_type": "markdown", "id": "a37203ba", "metadata": {}, "source": [ "### Individual Replicates\n", "\n", "You can also visualize individual trajectories to see the stochastic variability." ] }, { "cell_type": "code", "id": "3ab87962", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:14:01.488855Z", "iopub.status.busy": "2026-04-27T17:14:01.488654Z", "iopub.status.idle": "2026-04-27T17:14:02.153046Z", "shell.execute_reply": "2026-04-27T17:14:02.152620Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:25:35.486581875Z", "start_time": "2026-04-27T17:25:34.826001631Z" } }, "source": [ "model.plot_traces(show_reps=True, alpha=0.05, show_ci=True, ci=0.90)\n", "plt.title('Stochastic SIR - Individual Trajectories with 90% CI')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 4 }, { "cell_type": "markdown", "id": "847fd13c", "metadata": {}, "source": [ "## 3. Accessing Results\n", "\n", "The `traces` dict stores all replicate data. For multi-replicate runs, each variable is a 2D array of shape `(reps, n_points)`. Use accessor methods to get statistics." ] }, { "cell_type": "code", "id": "9c243259", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:14:02.154449Z", "iopub.status.busy": "2026-04-27T17:14:02.154305Z", "iopub.status.idle": "2026-04-27T17:14:02.157414Z", "shell.execute_reply": "2026-04-27T17:14:02.156998Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:25:41.588658613Z", "start_time": "2026-04-27T17:25:41.523191400Z" } }, "source": [ "# Shape of traces for multi-replicate run\n", "print('S shape:', model.traces['S'].shape)\n", "print('I shape:', model.traces['I'].shape)\n", "print('time shape:', model.traces['time'].shape)\n", "\n", "# Get mean trajectory\n", "mean = model.get_mean()\n", "print(f'\\nMean peak I: {mean[\"I\"].max():.1f}')\n", "print(f'Mean final R: {mean[\"R\"][-1]:.1f}')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "S shape: (200, 200)\n", "I shape: (200, 200)\n", "time shape: (200,)\n", "\n", "Mean peak I: 293.9\n", "Mean final R: 938.8\n" ] } ], "execution_count": 5 }, { "cell_type": "markdown", "id": "f78d79f0", "metadata": {}, "source": [ "## 4. Summary Statistics\n", "\n", "The `summary()` method returns epidemic statistics with stochastic extensions including extinction probability and confidence intervals on peak infections." ] }, { "cell_type": "code", "id": "401c2e6a", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:14:02.158573Z", "iopub.status.busy": "2026-04-27T17:14:02.158453Z", "iopub.status.idle": "2026-04-27T17:14:02.161863Z", "shell.execute_reply": "2026-04-27T17:14:02.161330Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:25:47.751399310Z", "start_time": "2026-04-27T17:25:47.667968739Z" } }, "source": [ "stats = model.summary()\n", "for k, v in stats.items():\n", " print(f'{k}: {v}')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: SIR CTMC\n", "t_start: 0.0\n", "t_end: 100.0\n", "reps: 200\n", "peak_I_mean: 293.885\n", "peak_time_mean: 27.63819095477387\n", "final_S_mean: 59.565\n", "final_R_mean: 938.775\n", "attack_rate_mean: 0.9398333333333333\n", "extinction_probability: 0.28\n", "peak_I_median: 309.5\n", "peak_I_ci: (271.975, 354.025)\n" ] } ], "execution_count": 6 }, { "cell_type": "markdown", "id": "c0941389", "metadata": {}, "source": [ "## 5. Quantiles and Variance\n", "\n", "Compute quantile trajectories to construct custom confidence bands." ] }, { "cell_type": "code", "id": "1850a64c", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:14:02.163232Z", "iopub.status.busy": "2026-04-27T17:14:02.163056Z", "iopub.status.idle": "2026-04-27T17:14:02.269919Z", "shell.execute_reply": "2026-04-27T17:14:02.269362Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:25:59.868303062Z", "start_time": "2026-04-27T17:25:59.738854498Z" } }, "source": [ "quantiles = model.get_quantiles([0.05, 0.25, 0.5, 0.75, 0.95])\n", "\n", "time = model.traces['time']\n", "plt.figure(figsize=(10, 5))\n", "\n", "# Plot median\n", "plt.plot(time, quantiles[0.5]['I'], 'k-', linewidth=2, label='Median')\n", "\n", "# Plot quantile bands\n", "plt.fill_between(time, quantiles[0.05]['I'], quantiles[0.95]['I'],\n", " alpha=0.2, label='5-95%')\n", "plt.fill_between(time, quantiles[0.25]['I'], quantiles[0.75]['I'],\n", " alpha=0.3, label='25-75%')\n", "\n", "plt.xlabel('Time')\n", "plt.ylabel('Infectious (I)')\n", "plt.title('Stochastic SIR - Quantile Bands for I')\n", "plt.legend()\n", "plt.grid(True, alpha=0.3)\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 7 }, { "cell_type": "markdown", "id": "1deb5178", "metadata": {}, "source": [ "## 6. Event Tracking\n", "\n", "CTMC models track individual events (infections, recoveries, etc.). You can access event occurrence times across all replicates." ] }, { "cell_type": "code", "id": "5d9cdc5e", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:14:02.271026Z", "iopub.status.busy": "2026-04-27T17:14:02.270913Z", "iopub.status.idle": "2026-04-27T17:14:02.778211Z", "shell.execute_reply": "2026-04-27T17:14:02.777766Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:26:16.956937501Z", "start_time": "2026-04-27T17:26:16.484337856Z" } }, "source": [ "event_times = model.get_event_times()\n", "for event_name, times in event_times.items():\n", " print(f'{event_name}: {len(times)} occurrences')\n", "\n", "# Plot histogram of infection event times\n", "infection_times = model.get_event_times('infection')\n", "plt.figure(figsize=(8, 4))\n", "plt.hist(infection_times, bins=50, alpha=0.7, color='steelblue', edgecolor='white')\n", "plt.xlabel('Time')\n", "plt.ylabel('Number of Infection Events')\n", "plt.title('Distribution of Infection Event Times Across Replicates')\n", "plt.grid(True, alpha=0.3)\n", "plt.show()" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "infection: 186087 occurrences\n", "recovery: 187755 occurrences\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 8 }, { "cell_type": "markdown", "id": "324e2ec3", "metadata": {}, "source": [ "## 7. Comparison with Deterministic ODE Model\n", "\n", "For large populations, the stochastic mean converges toward the deterministic ODE solution. For small populations, the stochastic model reveals additional dynamics like extinction." ] }, { "cell_type": "code", "id": "0f0ad847", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:14:02.779735Z", "iopub.status.busy": "2026-04-27T17:14:02.779574Z", "iopub.status.idle": "2026-04-27T17:15:12.507468Z", "shell.execute_reply": "2026-04-27T17:15:12.507040Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:27:30.437954871Z", "start_time": "2026-04-27T17:26:24.093810964Z" } }, "source": [ "from epimodels.continuous import SIR as ODE_SIR\n", "\n", "# Large population comparison\n", "N = 10000\n", "I0 = 100\n", "params = {'beta': 0.3, 'gamma': 0.1}\n", "\n", "# Deterministic ODE\n", "ode = ODE_SIR()\n", "ode([N - I0, I0, 0], [0, 120], N, params)\n", "\n", "# Stochastic CTMC (300 replicates)\n", "sto = SIR()\n", "sto([N - I0, I0, 0], [0, 120], N, params, reps=300, seed=42, n_points=200)\n", "\n", "# Compare\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "# Left: I comparison\n", "sto_mean = sto.get_mean()\n", "axes[0].plot(ode.traces['time'], ode.traces['I'], 'r-', linewidth=2, label='ODE (deterministic)')\n", "axes[0].plot(sto_mean['time'], sto_mean['I'], 'b--', linewidth=2, label='Stochastic mean')\n", "q = sto.get_quantiles([0.025, 0.975])\n", "axes[0].fill_between(sto_mean['time'], q[0.025]['I'], q[0.975]['I'], alpha=0.2, label='95% CI')\n", "axes[0].set_xlabel('Time')\n", "axes[0].set_ylabel('Infectious (I)')\n", "axes[0].set_title(f'I(t) — N={N:,}')\n", "axes[0].legend()\n", "axes[0].grid(True, alpha=0.3)\n", "\n", "# Right: R comparison\n", "axes[1].plot(ode.traces['time'], ode.traces['R'], 'r-', linewidth=2, label='ODE (deterministic)')\n", "axes[1].plot(sto_mean['time'], sto_mean['R'], 'b--', linewidth=2, label='Stochastic mean')\n", "axes[1].fill_between(sto_mean['time'], q[0.025]['R'], q[0.975]['R'], alpha=0.2, label='95% CI')\n", "axes[1].set_xlabel('Time')\n", "axes[1].set_ylabel('Removed (R)')\n", "axes[1].set_title(f'R(t) — N={N:,}')\n", "axes[1].legend()\n", "axes[1].grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 9 }, { "cell_type": "markdown", "id": "1e0bb262", "metadata": {}, "source": [ "### Small Population: Extinction Risk\n", "\n", "For small populations, stochastic effects are pronounced. The disease may go extinct before a major epidemic occurs." ] }, { "cell_type": "code", "id": "8f42e5f8", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:15:12.509299Z", "iopub.status.busy": "2026-04-27T17:15:12.508998Z", "iopub.status.idle": "2026-04-27T17:15:13.603501Z", "shell.execute_reply": "2026-04-27T17:15:13.603077Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:27:51.694725498Z", "start_time": "2026-04-27T17:27:50.533144670Z" } }, "source": [ "# Small population: some replicates will have early extinction\n", "model_small = SIR()\n", "model_small(\n", " inits=[99, 1, 0],\n", " trange=[0, 100],\n", " totpop=100,\n", " params={'beta': 0.3, 'gamma': 0.1},\n", " reps=200,\n", " seed=42,\n", " n_points=200,\n", ")\n", "\n", "stats_small = model_small.summary()\n", "print(f\"Population: 100\")\n", "print(f\"R0: {model_small.R0}\")\n", "print(f\"Extinction probability: {stats_small['extinction_probability']:.2f}\")\n", "print(f\"Peak I median: {stats_small['peak_I_median']}\")\n", "\n", "model_small.plot_traces(show_reps=True, alpha=0.05, show_ci=True)\n", "plt.title(f'Stochastic SIR — N=100, Extinction Prob={stats_small[\"extinction_probability\"]:.2f}')\n", "plt.show()" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Population: 100\n", "R0: 2.9999999999999996\n", "Extinction probability: 0.90\n", "Peak I median: 29.5\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 10 }, { "cell_type": "markdown", "id": "b794669e", "metadata": {}, "source": [ "## 8. Other Stochastic Models\n", "\n", "The same API applies to all CTMC models. Here are quick examples of SIS, SIRS, and SEIR." ] }, { "cell_type": "markdown", "id": "5fc83564", "metadata": {}, "source": [ "### SIS Model" ] }, { "cell_type": "code", "id": "b0e591dd", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:15:13.606523Z", "iopub.status.busy": "2026-04-27T17:15:13.606380Z", "iopub.status.idle": "2026-04-27T17:15:25.181715Z", "shell.execute_reply": "2026-04-27T17:15:25.181199Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:28:17.028417578Z", "start_time": "2026-04-27T17:28:06.260146759Z" } }, "source": [ "sis = SIS()\n", "sis(\n", " inits=[490, 10],\n", " trange=[0, 150],\n", " totpop=500,\n", " params={'beta': 0.3, 'gamma': 0.1},\n", " reps=100,\n", " seed=42,\n", " n_points=200,\n", ")\n", "sis.plot_traces(show_ci=True)\n", "plt.title('Stochastic SIS')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 11 }, { "cell_type": "markdown", "id": "2260ef15", "metadata": {}, "source": [ "### SIRS Model" ] }, { "cell_type": "code", "id": "9fd9e049", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:15:25.183575Z", "iopub.status.busy": "2026-04-27T17:15:25.183311Z", "iopub.status.idle": "2026-04-27T17:15:35.285803Z", "shell.execute_reply": "2026-04-27T17:15:35.285370Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:28:30.378033715Z", "start_time": "2026-04-27T17:28:20.956368335Z" } }, "source": [ "sirs = SIRS()\n", "sirs(\n", " inits=[990, 10, 0],\n", " trange=[0, 200],\n", " totpop=1000,\n", " params={'beta': 0.3, 'gamma': 0.1, 'xi': 0.02},\n", " reps=100,\n", " seed=42,\n", " n_points=200,\n", ")\n", "sirs.plot_traces(show_ci=True)\n", "plt.title('Stochastic SIRS (waning immunity)')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 12 }, { "cell_type": "markdown", "id": "d775cccb", "metadata": {}, "source": [ "### SEIR Model" ] }, { "cell_type": "code", "id": "4cc82367", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:15:35.287253Z", "iopub.status.busy": "2026-04-27T17:15:35.287117Z", "iopub.status.idle": "2026-04-27T17:15:39.392259Z", "shell.execute_reply": "2026-04-27T17:15:39.391612Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:28:37.135557812Z", "start_time": "2026-04-27T17:28:33.141337432Z" } }, "source": [ "seir = SEIR()\n", "seir(\n", " inits=[990, 0, 10, 0],\n", " trange=[0, 150],\n", " totpop=1000,\n", " params={'beta': 0.3, 'gamma': 0.1, 'epsilon': 0.5},\n", " reps=100,\n", " seed=42,\n", " n_points=200,\n", ")\n", "seir.plot_traces(show_ci=True)\n", "plt.title('Stochastic SEIR')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 13 }, { "cell_type": "markdown", "id": "b365d881", "metadata": {}, "source": [ "## 9. Exporting Results\n", "\n", "Export results to a pandas DataFrame, specifying a replicate or using the mean." ] }, { "cell_type": "code", "id": "8ea152e8", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:15:39.393801Z", "iopub.status.busy": "2026-04-27T17:15:39.393652Z", "iopub.status.idle": "2026-04-27T17:15:39.593124Z", "shell.execute_reply": "2026-04-27T17:15:39.592660Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:28:49.346618591Z", "start_time": "2026-04-27T17:28:48.641261295Z" } }, "source": [ "# Mean trajectory as DataFrame\n", "df_mean = model.to_dataframe()\n", "print('Mean trajectory:')\n", "print(df_mean.head())\n", "\n", "# Specific replicate\n", "df_rep0 = model.to_dataframe(replicate=0)\n", "print(f'\\nReplicate 0 (shape: {df_rep0.shape}):')\n", "print(df_rep0.head())" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean trajectory:\n", " time S I R\n", "0 0.000000 990.000 10.000 0.00\n", "1 0.502513 988.395 10.965 0.64\n", "2 1.005025 986.590 12.170 1.24\n", "3 1.507538 984.635 13.465 1.90\n", "4 2.010050 982.380 14.920 2.70\n", "\n", "Replicate 0 (shape: (200, 4)):\n", " time S I R\n", "0 0.000000 990.0 10.0 0.0\n", "1 0.502513 990.0 10.0 0.0\n", "2 1.005025 989.0 11.0 0.0\n", "3 1.507538 988.0 10.0 2.0\n", "4 2.010050 987.0 9.0 4.0\n" ] } ], "execution_count": 14 }, { "cell_type": "markdown", "id": "f34082ec", "metadata": {}, "source": [ "## 10. Reproducibility\n", "\n", "Using the `seed` parameter ensures reproducible results, which is essential for debugging and sharing analyses." ] }, { "cell_type": "code", "id": "e8c8e254", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:15:39.594582Z", "iopub.status.busy": "2026-04-27T17:15:39.594343Z", "iopub.status.idle": "2026-04-27T17:15:40.117463Z", "shell.execute_reply": "2026-04-27T17:15:40.116957Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:28:52.204432832Z", "start_time": "2026-04-27T17:28:51.746895545Z" } }, "source": [ "# Two runs with same seed produce identical results\n", "m1 = SIR()\n", "m1([990, 10, 0], [0, 50], 1000, {'beta': 0.3, 'gamma': 0.1}, reps=10, seed=999)\n", "\n", "m2 = SIR()\n", "m2([990, 10, 0], [0, 50], 1000, {'beta': 0.3, 'gamma': 0.1}, reps=10, seed=999)\n", "\n", "print('Reproducible:', np.array_equal(m1.traces['I'], m2.traces['I']))" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reproducible: True\n" ] } ], "execution_count": 15 }, { "cell_type": "markdown", "id": "4d10c8e3", "metadata": {}, "source": [ "## 11. Model Properties\n", "\n", "Like deterministic models, stochastic models expose `R0`, `diagram`, and other properties." ] }, { "cell_type": "code", "id": "f7220946", "metadata": { "execution": { "iopub.execute_input": "2026-04-27T17:15:40.119169Z", "iopub.status.busy": "2026-04-27T17:15:40.118992Z", "iopub.status.idle": "2026-04-27T17:15:40.146937Z", "shell.execute_reply": "2026-04-27T17:15:40.146359Z" }, "ExecuteTime": { "end_time": "2026-04-27T17:31:38.316224395Z", "start_time": "2026-04-27T17:31:38.272268024Z" } }, "source": [ "model = SIR()\n", "model([990, 10, 0], [0, 50], 1000, {'beta': 0.3, 'gamma': 0.1}, reps=1, seed=42)\n", "\n", "print(f'R0 = {model.R0}')\n", "print(f'Model type: {model.model_type}')\n", "print(f'State variables: {list(model.state_variables.keys())}')\n", "print(f'Events: {list(model.events.keys())}')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R0 = 2.9999999999999996\n", "Model type: SIR CTMC\n", "State variables: ['S', 'I', 'R']\n", "Events: ['infection', 'recovery']\n" ] } ], "execution_count": 21 }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-27T17:29:02.057654763Z", "start_time": "2026-04-27T17:29:02.034334858Z" } }, "cell_type": "code", "source": "", "id": "51accd61b7ac2cd7", "outputs": [], "execution_count": 16 }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-27T17:31:16.901747188Z", "start_time": "2026-04-27T17:31:16.812085360Z" } }, "cell_type": "code", "source": "md(model.diagram)", "id": "be588dc3b76370d0", "outputs": [ { "data": { "text/plain": [ "" ], "text/markdown": "flowchart LR\n S(Susceptible) -->|$$\\beta$$| I(Infectious)\n I -->|$$\\gamma$$| R(Removed)\n " }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 20 }, { "metadata": {}, "cell_type": "code", "outputs": [], "execution_count": null, "source": "", "id": "281956f77d2fff73" } ], "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": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }