{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2022-08-18T09:50:40.616906Z", "start_time": "2022-08-18T11:50:40.181358+02:00" }, "execution": { "iopub.execute_input": "2022-08-20T06:27:54.689Z", "iopub.status.busy": "2022-08-20T06:27:54.685Z", "iopub.status.idle": "2022-08-20T06:27:55.297Z", "shell.execute_reply": "2022-08-20T06:27:55.319Z" }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "from walker import Walker\n", "from plotting import plot_trajectory, plot_trajectory_hexbin" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Simulate a trajectory" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2022-08-20T06:27:55.307Z", "iopub.status.busy": "2022-08-20T06:27:55.303Z", "iopub.status.idle": "2022-08-20T06:27:56.162Z", "shell.execute_reply": "2022-08-20T06:27:56.165Z" }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# Create a Walker instance\n", "walker = Walker(sigma_i=3, sigma_j=4, size=200, map_type='hills')\n", "\n", "# Sample a next step 1000 times\n", "i, j = 100, 50\n", "trajectory = []\n", "for _ in range(1000):\n", " i, j = walker.sample_next_step(i, j)\n", " trajectory.append((i, j))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2022-08-20T06:27:56.177Z", "iopub.status.busy": "2022-08-20T06:27:56.172Z", "iopub.status.idle": "2022-08-20T06:27:56.321Z", "shell.execute_reply": "2022-08-20T06:27:56.344Z" }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_trajectory(trajectory, walker.context_map)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_trajectory_hexbin(trajectory)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.11" }, "nteract": { "version": "0.28.0" }, "toc": { "nav_menu": { "height": "12px", "width": "252px" }, "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }