{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Create a map with Cartopy" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from vizent import vizent_plot\n", "import pandas as pd\n", "import cartopy.crs as ccrs\n", "\n", "data = pd.read_csv(\"sample-data/england-covid-example.csv\")\n", "\n", "x = data['lon'].tolist()\n", "y = data['lat'].tolist()\n", "cases = data['Cases'].tolist()\n", "accel = data['Diff7Day'].tolist()\n", "\n", "size = [25]*len(x)\n", "extent = [-6, 2, 49.9, 56]\n", "\n", "fig = vizent_plot(x_values=x,\n", " y_values=y,\n", " colour_values=cases, \n", " shape_values=accel, \n", " size_values=size, \n", " shape_label=\"7-day diff\", \n", " color_label=\"Daily cases\", \n", " use_cartopy=True, \n", " extent=extent, \n", " label_fontsize=6) \n", "\n", "title = fig.suptitle('COVID-19 daily case count and difference from 7-day average\\nEnglish regions, 5th January 2021', y=0.96)" ] } ], "metadata": { "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": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 4 }