Create interactive maps of STAC items.
Project description
stacmap
Create interactive maps of STAC items and collections without the heavy dependencies and boilerplate of geopandas.GeoDataFrame.explore
.
Features
- 🗺️ Explore STAC item footprints
- 🌈 Color-code items by properties
- 🖼️ Preview item thumbnails
- 🪶 Lightweight dependencies (just
folium
andpystac
)
Installation
$ pip install stacmap
Quickstart
stacmap.explore
creates an interactive Folium map from STAC items or collections.
import stacmap
from pystac_client import Client
# Find Landsat Collection 2 scenes over an area of interest
catalog = Client.open("https://landsatlook.usgs.gov/stac-server")
items = catalog.search(
bbox=[-120.9519, 37.2455, -113.4812, 45.1025],
collections=["landsat-c2l2-srby"],
datetime="2019-08-01/2019-08-03"
).get_all_items()
# Plot the items on an interactive map, color-coded by cloud cover
stacmap.explore(items, prop="eo:cloud_cover")
Check out the docs for details or try out an interactive notebook in Binder.
Compared to GeoPandas
Let's look at a simple example to see how stacmap
simplifies plotting a STAC collection and search bounds over geopandas
.
First, we'll load our STAC items:
from pystac_client import Client
catalog = pystac_client.Client.open("https://planetarycomputer.microsoft.com/api/stac/v1")
bbox = (-67.008753, -9.96445, -65.615556, -8.57408)
items = catalog.search(
collections=["sentinel-2-l2a"],
bbox=bbox,
datetime="2019-06-01/2019-06-10"
).get_all_items()
Now we'll create an interactive map that shows our items and our bounding box.
stacmap | geopandas |
---|---|
!pip install stacmap
import stacmap
stacmap.explore(
items,
prop="eo:cloud_cover",
bbox=bbox
)
|
!pip install geopandas folium mapclassify matplotlib
import geopandas as gpd
import shapely
import folium
gdf = gpd.GeoDataFrame.from_features(
items.to_dict(),
crs="EPSG:4326"
)
bbox_geom = shapely.geometry.mapping(shapely.geometry.box(*bbox))
bbox_layer = folium.GeoJson(bbox_geom)
m = gdf.explore(column="eo:cloud_cover")
bbox_layer.add_to(m)
m
|
Users coming from geopandas
can check out the transition guide for tips on switching to the stacmap
API.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
File details
Details for the file stacmap-0.0.4.tar.gz
.
File metadata
- Download URL: stacmap-0.0.4.tar.gz
- Upload date:
- Size: 12.5 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.0 CPython/3.9.12
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3a4fa294c9309761f13c1e889351facfb3aa2d88b92208378cfe923ed9b2b761 |
|
MD5 | 456a88ec36ebe8b398472ddc73c600f7 |
|
BLAKE2b-256 | f6747df46375d67118be7675f670a3a6e8cf725210829db7cb152c1f2aeee0aa |