{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "57bcdc4c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import earthkit.plots\n", "\n", "chart = earthkit.plots.Map(domain=\"Japan\")\n", "\n", "chart.land()\n", "chart.ocean()\n", "chart.urban_areas()\n", "\n", "chart.coastlines()\n", "chart.borders()\n", "chart.administrative_areas()\n", "chart.gridlines()\n", "chart.cities(adjust_labels=True)\n", "\n", "chart.title(\"Cities in {domain}\")\n", "\n", "chart.show()" ] } ], "metadata": { "kernelspec": { "display_name": "DEVELOP", "language": "python", "name": "develop" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 5 }