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JackMcKew / pandas_alive

Create stunning, animated visualisations with Pandas & Matplotlib as easy as calling `df.plot_animated()`
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Basemap does not fill consistent extent of plot when plotting `geopandas` features #34

Open robbibt opened 3 years ago

robbibt commented 3 years ago

Describe the bug When plotting a geopandas animation with a basemap supplied by basemap_format, the basemap extends only to the bounding box of the spatial data. In the example below, this causes a constantly changing basemap region (starting with a square and ending up with a longer rectangle). This is a disconcerting effect which distracts from the animation itself.

test

Expected behavior I would expect the basemap to fill a consistent portion of the total animation figure boundary regardless of the bounding box of the features currently being plotted. For example, I would expect basemap data to be plotted in the following region (red) for this frame:

image

And the same for this frame: image

To Reproduce

import geopandas as gpd
import pandas_alive
import matplotlib.pyplot as plt

# Load data from geojson
geojson_data = '{"type": "FeatureCollection", "features": [{"id": "097067", "type": "Feature", "properties": {"2020-01-01T01:22:37.127576Z": null, "2020-01-01T01:23:01.056739Z": null, "2020-01-01T01:23:24.985903Z": null, "2020-01-01T01:23:48.919302Z": null, "2020-01-01T01:24:12.852702Z": null, "2020-01-01T01:24:36.790337Z": null, "2020-01-01T01:25:00.723735Z": null, "2020-01-01T01:25:24.661371Z": null, "2020-01-01T01:25:48.599007Z": null, "2020-01-01T01:26:12.536642Z": null, "2020-01-01T01:26:36.478513Z": null, "2020-01-01T01:27:00.424621Z": null, "2020-01-01T01:27:24.374964Z": null, "2020-01-01T01:27:48.321071Z": null, "2020-01-01T01:28:12.262943Z": null, "2020-01-01T01:28:36.213286Z": null, "2020-01-01T01:29:00.167865Z": null, "2020-01-01T01:29:24.118207Z": null, "2020-01-02T00:26:59.463817Z": 29.867664138574362, "2020-01-02T00:27:23.392980Z": null}, "geometry": {"type": "Polygon", "coordinates": [[[143.91428035361733, -10.808771846671602], [143.9137014965743, -10.808646407382145], 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gdf_wide = gpd.read_file(geojson_data).set_index('id')
gdf_wide.plot(edgecolor='black')

# Basemap
basemap = {
    'url': 'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
    'max_zoom': 19,
    'attribution': 'Map data (c) <a href="https://openstreetmap.org">OpenStreetMap</a> contributors',
    'name': 'OpenStreetMap.Mapnik'
}

# Animate
gdf_wide.plot_animated(filename='test.gif',
                       basemap_format={'source': basemap},
                       period_length=1000,
                       edgecolor='black')

Additional context pandas_alive version '0.2.4'

JackMcKew commented 3 years ago

Hmm this is an interesting problem, do you think the suggested solution should be optional or compulsory?

robbibt commented 3 years ago

Good question - I'd lean towards compulsory because we can already customise the shape of the plotting area/figure using the figsize param. Using the figsize area to define the basemap extent seems to make sense as it already provides its own flexibility (e.g. if a user did want a vertical/narrow area of basemap shown, they could request this with a custom figsize).