{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Phase Space Analysis Tools\n", "\n", "This notebook demonstrates the phase space analysis tools in `epimodels.tools.phase`. These tools are based on nonlinear time series analysis techniques, particularly Takens' embedding theorem.\n", "\n", "## Overview\n", "\n", "- **TimeDelayEmbedding**: Class for phase space reconstruction\n", "- **phase_portrait**: Create 2D phase portraits\n", "- **find_optimal_embedding**: Automatically find optimal parameters" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:47:47.455495328Z", "start_time": "2026-03-09T17:47:47.231152886Z" } }, "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from epimodels.continuous import SIR, SEIR\n", "from epimodels.tools.phase import (\n", " TimeDelayEmbedding,\n", " phase_portrait,\n", " find_optimal_embedding,\n", ")\n", "\n", "%matplotlib inline" ], "outputs": [], "execution_count": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Basic Phase Portraits\n", "\n", "A phase portrait shows the trajectory of a dynamical system in phase space. For epidemic models, we can plot any two state variables against each other." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:48:01.110513999Z", "start_time": "2026-03-09T17:47:59.724347410Z" } }, "source": [ "# Run an SIR model\n", "model = SIR()\n", "model([1000, 1, 0], [0, 250], 1001, {'beta': 0.3, 'gamma': 0.1})\n", "\n", "print(f\"R0 = {model.R0:.2f}\")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R0 = 3.00\n" ] } ], "execution_count": 2 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:48:06.728129051Z", "start_time": "2026-03-09T17:48:06.038411853Z" } }, "source": [ "# Create phase portrait of S vs I\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n", "\n", "# S vs I phase portrait\n", "phase_portrait(\n", " model.traces['S'], \n", " model.traces['I'],\n", " ax=axes[0],\n", " color_by_time=True\n", ")\n", "axes[0].set_xlabel('Susceptible')\n", "axes[0].set_ylabel('Infectious')\n", "axes[0].set_title('S-I Phase Portrait (SIR Model)')\n", "\n", "# I vs R phase portrait\n", "phase_portrait(\n", " model.traces['I'], \n", " model.traces['R'],\n", " ax=axes[1],\n", " color_by_time=True\n", ")\n", "axes[1].set_xlabel('Infectious')\n", "axes[1].set_ylabel('Removed')\n", "axes[1].set_title('I-R Phase Portrait (SIR Model)')\n", "\n", "plt.tight_layout()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple Trajectories\n", "\n", "Compare phase portraits for different parameter values." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:50:51.361362823Z", "start_time": "2026-03-09T17:50:51.028082922Z" } }, "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "betas = [0.2, 0.3, 0.4, 0.5]\n", "colors = plt.cm.viridis(np.linspace(0, 1, len(betas)))\n", "\n", "for beta, color in zip(betas, colors):\n", " model = SIR()\n", " model([1000, 1, 0], [0, 200], 1001, {'beta': beta, 'gamma': 0.1})\n", " ax.plot(model.traces['S'], model.traces['I'], \n", " color=color, linewidth=1.5, label=f'β={beta}, R0={beta/0.1:.1f}')\n", "\n", "ax.set_xlabel('Susceptible', fontsize=12)\n", "ax.set_ylabel('Infectious', fontsize=12)\n", "ax.set_title('Phase Portraits for Different Transmission Rates', fontsize=14)\n", "ax.legend()\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Time Delay Embedding\n", "\n", "Time delay embedding reconstructs the phase space from a single time series using Takens' theorem. This is useful for analyzing the dynamics when you only observe one variable.\n", "\n", "### The Embedding\n", "\n", "Given a time series $x(t)$, we create embedded vectors:\n", "\n", "$$\\vec{y}(t) = [x(t), x(t+\\tau), x(t+2\\tau), ..., x(t+(d-1)\\tau)]$$\n", "\n", "where:\n", "- $\\tau$ is the time delay\n", "- $d$ is the embedding dimension" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:50:55.628292168Z", "start_time": "2026-03-09T17:50:55.537175455Z" } }, "source": [ "# Get the infectious time series from our model\n", "I = model.traces['I']\n", "time = model.traces['time']\n", "\n", "# Create embedding with tau=5 and dimension=3\n", "embedding = TimeDelayEmbedding(I, tau=5, dim=3)\n", "embedded = embedding.embed()\n", "\n", "print(f\"Original time series length: {len(I)}\")\n", "print(f\"Embedded data shape: {embedded.shape}\")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original time series length: 28\n", "Embedded data shape: (18, 3)\n" ] } ], "execution_count": 7 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:51:00.998098971Z", "start_time": "2026-03-09T17:51:00.585488923Z" } }, "source": [ "# Visualize the embedded trajectory in 3D\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "fig = plt.figure(figsize=(12, 5))\n", "\n", "# Original time series\n", "ax1 = fig.add_subplot(121)\n", "ax1.plot(time, I, 'b-', linewidth=1)\n", "ax1.set_xlabel('Time')\n", "ax1.set_ylabel('Infectious')\n", "ax1.set_title('Original Time Series')\n", "ax1.grid(True, alpha=0.3)\n", "\n", "# 3D embedding\n", "ax2 = fig.add_subplot(122, projection='3d')\n", "ax2.plot(embedded[:, 0], embedded[:, 1], embedded[:, 2], \n", " 'b-', linewidth=0.5, alpha=0.7)\n", "ax2.set_xlabel('I(t)')\n", "ax2.set_ylabel('I(t+τ)')\n", "ax2.set_zlabel('I(t+2τ)')\n", "ax2.set_title('3D Embedding (τ=5)')\n", "\n", "plt.tight_layout()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Finding Optimal Time Delay (τ)\n", "\n", "The **mutual information** method helps find the optimal time delay. The first local minimum of mutual information is a good choice for τ." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:51:31.014259364Z", "start_time": "2026-03-09T17:51:30.915159752Z" } }, "source": [ "# Run a model to get time series\n", "model = SIR()\n", "model([1000, 1, 0], [0, 500], 1001, {'beta': 0.3, 'gamma': 0.1}, t_eval=range(0, 500))\n", "\n", "# Find optimal tau using mutual information\n", "embedding = TimeDelayEmbedding(model.traces['I'])\n", "tau_opt, mi_values = embedding.mutual_information(tau_max=30)\n", "\n", "print(f\"Optimal time delay (τ): {tau_opt}\")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimal time delay (τ): 8\n" ] } ], "execution_count": 9 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:51:35.511375071Z", "start_time": "2026-03-09T17:51:35.117902924Z" } }, "source": [ "# Plot mutual information\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "taus = range(1, len(mi_values) + 1)\n", "ax.plot(taus, mi_values, 'b-o', linewidth=1.5, markersize=4)\n", "ax.axvline(tau_opt, color='r', linestyle='--', linewidth=2, \n", " label=f'Optimal τ = {tau_opt}')\n", "\n", "ax.set_xlabel('Time Delay (τ)', fontsize=12)\n", "ax.set_ylabel('Mutual Information', fontsize=12)\n", "ax.set_title('Mutual Information vs Time Delay', fontsize=14)\n", "ax.legend(fontsize=11)\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the built-in plot method" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:52:02.078855868Z", "start_time": "2026-03-09T17:52:01.629233010Z" } }, "source": [ "# Alternative: use the built-in plotting method\n", "embedding = TimeDelayEmbedding(model.traces['I'])\n", "ax = embedding.plot_mutual_information(tau_max=30)\n", "plt.tight_layout()" ], "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", "metadata": {}, "source": [ "## 4. Finding Optimal Embedding Dimension\n", "\n", "**Cao's method** uses the E1 statistic to determine the minimum embedding dimension. When E1 saturates (stops increasing), the corresponding dimension is sufficient." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:52:03.870240570Z", "start_time": "2026-03-09T17:52:03.679604066Z" } }, "source": [ "# Find optimal embedding dimension\n", "embedding = TimeDelayEmbedding(model.traces['I'], tau=tau_opt)\n", "dim_opt, e1_values = embedding.cao_embedding_dimension(dim_max=8)\n", "\n", "print(f\"Optimal embedding dimension: {dim_opt}\")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimal embedding dimension: 2\n" ] } ], "execution_count": 12 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:52:05.485905764Z", "start_time": "2026-03-09T17:52:05.231323213Z" } }, "source": [ "# Plot E1 statistic\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "dims = range(1, len(e1_values) + 1)\n", "ax.plot(dims, e1_values, 'b-o', linewidth=1.5, markersize=8)\n", "ax.axvline(dim_opt, color='r', linestyle='--', linewidth=2,\n", " label=f'Optimal dim = {dim_opt}')\n", "ax.axhline(1.0, color='gray', linestyle=':', alpha=0.5)\n", "\n", "ax.set_xlabel('Embedding Dimension', fontsize=12)\n", "ax.set_ylabel('E1 Statistic', fontsize=12)\n", "ax.set_title('Cao\\'s Method for Embedding Dimension', fontsize=14)\n", "ax.legend(fontsize=11)\n", "ax.grid(True, alpha=0.3)\n", "ax.set_xticks(dims)\n", "plt.tight_layout()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Automatic Parameter Selection\n", "\n", "The `find_optimal_embedding` function combines both methods to automatically find optimal parameters." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:52:08.779129708Z", "start_time": "2026-03-09T17:52:08.603025043Z" } }, "source": [ "# Find optimal embedding parameters automatically\n", "params = find_optimal_embedding(\n", " model.traces['I'],\n", " tau_max=30,\n", " dim_max=8\n", ")\n", "\n", "print(f\"Optimal τ: {params['tau']}\")\n", "print(f\"Optimal dimension: {params['dim']}\")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimal τ: 8\n", "Optimal dimension: 2\n" ] } ], "execution_count": 14 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:52:10.432072364Z", "start_time": "2026-03-09T17:52:10.027809806Z" } }, "source": [ "# Visualize both analyses\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "# Mutual information\n", "axes[0].plot(range(1, len(params['mi_values'])+1), params['mi_values'], 'b-o')\n", "axes[0].axvline(params['tau'], color='r', linestyle='--', label=f\"τ={params['tau']}\")\n", "axes[0].set_xlabel('Time Delay (τ)')\n", "axes[0].set_ylabel('Mutual Information')\n", "axes[0].set_title('Optimal Time Delay Selection')\n", "axes[0].legend()\n", "axes[0].grid(True, alpha=0.3)\n", "\n", "# Embedding dimension\n", "axes[1].plot(range(1, len(params['e1_values'])+1), params['e1_values'], 'b-o')\n", "axes[1].axvline(params['dim'], color='r', linestyle='--', label=f\"dim={params['dim']}\")\n", "axes[1].set_xlabel('Embedding Dimension')\n", "axes[1].set_ylabel('E1 Statistic')\n", "axes[1].set_title('Optimal Dimension Selection')\n", "axes[1].legend()\n", "axes[1].grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Comparing Different Epidemic Dynamics\n", "\n", "Let's compare the phase space characteristics of SIR and SEIR models." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:52:23.588941918Z", "start_time": "2026-03-09T17:52:22.686159861Z" } }, "source": [ "# Run SIR model\n", "sir = SIR()\n", "sir([1000, 1, 0], [0, 550], 1001, {'beta': 0.3, 'gamma': 0.1}, t_eval=range(0, 550))\n", "\n", "# Run SEIR model\n", "seir = SEIR()\n", "seir([1000, 0, 1, 0], [0, 550], 1001, {'beta': 0.3, 'gamma': 0.1, 'epsilon': 0.2}, t_eval=range(0, 550))\n", "\n", "# Compare phase portraits\n", "fig, axes = plt.subplots(2, 2, figsize=(14, 12))\n", "\n", "# SIR: S vs I\n", "phase_portrait(sir.traces['S'], sir.traces['I'], ax=axes[0, 0], color_by_time=True)\n", "axes[0, 0].set_title('SIR: S-I Phase Portrait')\n", "axes[0, 0].set_xlabel('Susceptible')\n", "axes[0, 0].set_ylabel('Infectious')\n", "\n", "# SEIR: S vs I\n", "phase_portrait(seir.traces['S'], seir.traces['I'], ax=axes[0, 1], color_by_time=True)\n", "axes[0, 1].set_title('SEIR: S-I Phase Portrait')\n", "axes[0, 1].set_xlabel('Susceptible')\n", "axes[0, 1].set_ylabel('Infectious')\n", "\n", "# SIR: I embedded\n", "sir_params = find_optimal_embedding(sir.traces['I'], tau_max=20, dim_max=6)\n", "sir_emb = TimeDelayEmbedding(sir.traces['I'], tau=sir_params['tau'], dim=2).embed()\n", "axes[1, 0].plot(sir_emb[:, 0], sir_emb[:, 1], 'b-', linewidth=0.8)\n", "axes[1, 0].set_title(f'SIR: Embedded I (τ={sir_params[\"tau\"]}, dim=2)')\n", "axes[1, 0].set_xlabel('I(t)')\n", "axes[1, 0].set_ylabel('I(t+τ)')\n", "axes[1, 0].grid(True, alpha=0.3)\n", "\n", "# SEIR: I embedded\n", "seir_params = find_optimal_embedding(seir.traces['I'], tau_max=20, dim_max=6)\n", "seir_emb = TimeDelayEmbedding(seir.traces['I'], tau=seir_params['tau'], dim=2).embed()\n", "axes[1, 1].plot(seir_emb[:, 0], seir_emb[:, 1], 'b-', linewidth=0.8)\n", "axes[1, 1].set_title(f'SEIR: Embedded I (τ={seir_params[\"tau\"]}, dim=2)')\n", "axes[1, 1].set_xlabel('I(t)')\n", "axes[1, 1].set_ylabel('I(t+τ)')\n", "axes[1, 1].grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()" ], "outputs": [ { "data": { "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Analyzing Recurrent Epidemics (SIRS Model)\n", "\n", "The SIRS model exhibits recurrent epidemics due to waning immunity. Let's analyze its phase space." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:52:46.585343841Z", "start_time": "2026-03-09T17:52:46.499052682Z" } }, "source": [ "from epimodels.continuous import SIRS\n", "\n", "# Run SIRS model with waning immunity\n", "sirs = SIRS()\n", "sirs([1000, 1, 0], [0, 500], 1001, {'beta': 0.5, 'gamma': 0.2, 'xi': 0.01}, t_eval=range(0, 500))\n", "\n", "print(f\"R0 = {sirs.R0:.2f}\")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R0 = 2.50\n" ] } ], "execution_count": 17 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2026-03-09T17:52:49.423671045Z", "start_time": "2026-03-09T17:52:48.496016338Z" } }, "source": [ "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", "\n", "# Time series\n", "axes[0, 0].plot(sirs.traces['time'], sirs.traces['I'], 'b-', linewidth=1)\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Infectious')\n", "axes[0, 0].set_title('SIRS: Time Series (Recurrent Epidemics)')\n", "axes[0, 0].grid(True, alpha=0.3)\n", "\n", "# Phase portrait\n", "phase_portrait(sirs.traces['S'], sirs.traces['I'], ax=axes[0, 1], color_by_time=True)\n", "axes[0, 1].set_title('SIRS: S-I Phase Portrait')\n", "axes[0, 1].set_xlabel('Susceptible')\n", "axes[0, 1].set_ylabel('Infectious')\n", "\n", "# Find optimal embedding\n", "params = find_optimal_embedding(sirs.traces['I'], tau_max=30, dim_max=6)\n", "print(f\"\\nOptimal embedding parameters:\")\n", "print(f\" τ = {params['tau']}\")\n", "print(f\" dim = {params['dim']}\")\n", "\n", "# 2D embedding\n", "embedded = TimeDelayEmbedding(sirs.traces['I'], tau=params['tau'], dim=2).embed()\n", "axes[1, 0].plot(embedded[:, 0], embedded[:, 1], 'b-', linewidth=0.5, alpha=0.7)\n", "axes[1, 0].set_title(f'2D Embedding (τ={params[\"tau\"]})')\n", "axes[1, 0].set_xlabel('I(t)')\n", "axes[1, 0].set_ylabel('I(t+τ)')\n", "axes[1, 0].grid(True, alpha=0.3)\n", "\n", "# 3D embedding\n", "embedded_3d = TimeDelayEmbedding(sirs.traces['I'], tau=params['tau'], dim=3).embed()\n", "ax3d = fig.add_subplot(2, 2, 4, projection='3d')\n", "ax3d.plot(embedded_3d[:, 0], embedded_3d[:, 1], embedded_3d[:, 2], \n", " 'b-', linewidth=0.3, alpha=0.5)\n", "ax3d.set_xlabel('I(t)')\n", "ax3d.set_ylabel('I(t+τ)')\n", "ax3d.set_zlabel('I(t+2τ)')\n", "ax3d.set_title(f'3D Embedding')\n", "\n", "# Redraw the 3D plot in the correct position\n", "axes[1, 1].remove()\n", "ax3d = fig.add_subplot(2, 2, 4, projection='3d')\n", "ax3d.plot(embedded_3d[:, 0], embedded_3d[:, 1], embedded_3d[:, 2], \n", " 'b-', linewidth=0.3, alpha=0.5)\n", "ax3d.set_xlabel('I(t)')\n", "ax3d.set_ylabel('I(t+τ)')\n", "ax3d.set_zlabel('I(t+2τ)')\n", "ax3d.set_title(f'3D Embedding (τ={params[\"tau\"]})')\n", "\n", "plt.tight_layout()" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Optimal embedding parameters:\n", " τ = 25\n", " dim = 2\n" ] }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "The `epimodels.tools.phase` module provides tools for:\n", "\n", "1. **Phase Portraits**: Visualize system dynamics in phase space\n", "2. **Time Delay Embedding**: Reconstruct phase space from single time series\n", "3. **Parameter Selection**: Automatically find optimal τ and dimension\n", "\n", "### Key Functions\n", "\n", "| Function/Class | Purpose |\n", "|---------------|---------|\n", "| `TimeDelayEmbedding` | Create embedded vectors from time series |\n", "| `phase_portrait()` | Plot 2D phase portraits |\n", "| `find_optimal_embedding()` | Find optimal τ and dimension |\n", "\n", "### References\n", "\n", "1. Takens, F. (1981). Detecting strange attractors in turbulence.\n", "2. Cao, L. (1997). Practical method for determining the minimum embedding dimension.\n", "3. Basharat, A., & Shah, M. (2009). Time series prediction by chaotic modeling." ] }, { "metadata": {}, "cell_type": "code", "outputs": [], "execution_count": null, "source": "" } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "name": "python", "version": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 4 }