{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bus flow on road networks in Central London\n", "\n", "Bus location data from Bus Open Data Service under OGLv3. Map data © OpenStreetMap contributors under ODbL." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "from vizent.vizent_plot import create_plot, add_lines\n", "from shapely import Point\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature \n", "import matplotlib as mpl\n", "import warnings\n", "\n", "# Filter warnings for gallery image only\n", "warnings.filterwarnings('ignore')\n", "\n", "def transform_wsg_to_bng(pnt):\n", " return ccrs.epsg(27700).transform_point(pnt.x,pnt.y,src_crs=4326)\n", "\n", "df = pd.read_csv('sample-data/bus-open-data-service-sample-network.csv')\n", "\n", "starts = []\n", "ends = []\n", "for x,y in df[['start_lon', 'start_lat']].values:\n", " starts.append(transform_wsg_to_bng(Point(x,y)))\n", "for x,y in df[['end_lon', 'end_lat']].values:\n", " ends.append(transform_wsg_to_bng(Point(x,y)))\n", "\n", "x_starts = [start[0] for start in starts]\n", "y_starts = [start[1] for start in starts]\n", "x_ends = [end[0] for end in ends]\n", "y_ends = [end[1] for end in ends]\n", "\n", "vizent_fig = create_plot(use_glyphs=False, \n", " use_lines=True, \n", " use_cartopy=True, \n", " cartopy_projection=ccrs.epsg(27700), \n", " extent=[-0.134693, -0.098987, 51.502702, 51.520076],\n", " scale_x=16,\n", " scale_y=9, \n", " show_axes=False)\n", "\n", "cmapPlain = mpl.colors.ListedColormap(\n", " list(reversed(['#ffffd4','#fee391','#fec44f','#fe9929',\n", " '#ec7014','#cc4c02','#8c2d04'])))\n", "\n", "add_lines(vizent_fig,\n", " x_starts,\n", " y_starts,\n", " x_ends, \n", " y_ends, \n", " df['average_speed'],\n", " df['distinct_journeys'] / 60.0,\n", " width_values=[10 for edge in x_starts],\n", " striped_length=30,\n", " style='set_length', \n", " length_type='pixels',\n", " color_min=3, \n", " color_max=23, \n", " freq_min=0, \n", " freq_max=3,\n", " freq_n = 4,\n", " colormap=cmapPlain, \n", " legend_title='Legend', \n", " color_label='Mean bus speed\\n(km/h)',\n", " frequency_label='Bus frequency\\n(buses/min)',\n", " label_fontsize=10, \n", " interval_type='limit')\n", "\n", "ax = vizent_fig[1]\n", "\n", "# Plot stops as an angled triangle in the direction of the next edge\n", "for i in range(len(x_starts)):\n", " dx = [x[0] - y[0] for x,y in zip(ends, starts)][i]\n", " dy = [x[1] - y[1] for x,y in zip(ends, starts)][i]\n", " length = np.sqrt(dx**2 + dy**2) \n", " chevron_size = 10\n", " ax.plot([x_starts[i]], [y_starts[i]], c='0.15', marker='o', markersize=12, zorder=1)\n", " ax.plot([x_starts[i] + (chevron_size / length) * (-dy), \n", " x_starts[i] + (chevron_size / (length)) * dx], \n", " [y_starts[i] + (chevron_size / length) * (dx), \n", " y_starts[i] + (chevron_size / (length)) * dy], \n", " linewidth=2, \n", " color='#00B3B0', \n", " zorder=2)\n", "\n", " ax.plot([x_starts[i] + (chevron_size / length) * (dy), \n", " x_starts[i] + (chevron_size / (length)) * (dx)], \n", " [y_starts[i] + (chevron_size / length) * (-dx), \n", " y_starts[i] + (chevron_size / (length)) * (dy)], \n", " linewidth=2, \n", " color='#00B3B0', \n", " zorder=2)\n", "\n", "# Plot the terminating stop\n", "terminating_stop = transform_wsg_to_bng(Point(-0.117465, 51.513173))\n", "ax.plot(terminating_stop[0], terminating_stop[1], marker='o', color='0.15', \n", " markersize=12)\n", "\n", "#Labels to add: \n", "landmarks = {'Trafalgar Sq': transform_wsg_to_bng(Point(-0.128011,51.508058)),\n", " 'CUSP London': transform_wsg_to_bng(Point(-0.117180,51.512735)),\n", " 'Waterloo Stn': transform_wsg_to_bng(Point(-0.113930,51.503941)),\n", " 'Tottenham\\nCourt Rd Stn': transform_wsg_to_bng(Point(-0.130028,51.516224)),\n", " 'Blackfriars': transform_wsg_to_bng(Point(-0.103791,51.511590)),\n", " 'Leicester Sq': transform_wsg_to_bng(Point(-0.128253,51.511467)), \n", " }\n", "\n", "offsets = {'Trafalgar Sq': (-50, 60),\n", " 'CUSP London': (-30, -65),\n", " 'Waterloo Stn': (20, 20),\n", " 'Tottenham\\nCourt Rd Stn': (-70, -95),\n", " 'Blackfriars': (-100, 30),\n", " 'Leicester Sq': (20, 20)\n", " }\n", "\n", "for k, v in landmarks.items():\n", " ax.plot(v[0], v[1], color='0.8', marker='o', markersize=6)\n", " ax.annotate(k, xy=(v[0]+offsets[k][0], v[1]+offsets[k][1]), color='0.8', fontsize=8,zorder=1110)\n", "\n", "ax.text(0.5, 0.02, \"Bus location data from Bus Open Data Service under OGLv3. Map data © OpenStreetMap contributors under ODbL.\",\n", "horizontalalignment='center',\n", "verticalalignment='top',\n", "fontsize=10,\n", "transform=ax.transAxes,\n", "color='0.8')\n", "\n", "# When using cartopy, we can re-draw the physical earth features to change background color.\n", "ax.add_feature(cfeature.NaturalEarthFeature('physical', 'land', '50m', edgecolor='w', facecolor='0.15', zorder=-1))\n", "\n", "vizent_fig[0].show()" ] } ], "metadata": { "kernelspec": { "display_name": "vizent-env", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 2 }