rasterio

Rasterio reads and writes geospatial raster data.

https://github.com/rasterio/rasterio/actions/workflows/test_gdal_latest.yaml/badge.svg

https://github.com/rasterio/rasterio/actions/workflows/test_gdal_tags.yaml/badge.svg

Geographic information systems use GeoTIFF and other formats to organize and store gridded, or raster, datasets. Rasterio reads and writes these formats and provides a Python API based on N-D arrays.

Rasterio 1.5+ works with Python >= 3.12, Numpy >= 2, and GDAL >= 3.8. Official binary packages for Linux, macOS, and Windows with most built-in format drivers plus HDF5, netCDF, and OpenJPEG2000 are available on PyPI.

Read the documentation for more details: https://rasterio.readthedocs.io/.

Example

Here’s an example of some basic features that Rasterio provides. Three bands are read from an image and averaged to produce something like a panchromatic band. This new band is then written to a new single band TIFF.

import numpy as np
import rasterio

# Read raster bands directly to Numpy arrays.
#
with rasterio.open('tests/data/RGB.byte.tif') as src:
    r, g, b = src.read()

# Combine arrays in place. Expecting that the sum will
# temporarily exceed the 8-bit integer range, initialize it as
# a 64-bit float (the numpy default) array. Adding other
# arrays to it in-place converts those arrays "up" and
# preserves the type of the total array.
total = np.zeros(r.shape)

for band in r, g, b:
    total += band

total /= 3

# Write the product as a raster band to a new 8-bit file. For
# the new file's profile, we start with the meta attributes of
# the source file, but then change the band count to 1, set the
# dtype to uint8, and specify LZW compression.
profile = src.profile
profile.update(dtype=rasterio.uint8, count=1, compress='lzw')

with rasterio.open('example-total.tif', 'w', **profile) as dst:
    dst.write(total.astype(rasterio.uint8), 1)

The output:

http://farm6.staticflickr.com/5501/11393054644_74f54484d9_z_d.jpg

API Overview

Rasterio gives access to properties of a geospatial raster file.

with rasterio.open('tests/data/RGB.byte.tif') as src:
    print(src.width, src.height)
    print(src.crs)
    print(src.transform)
    print(src.count)
    print(src.indexes)

# Printed:
# (791, 718)
# {u'units': u'm', u'no_defs': True, u'ellps': u'WGS84', u'proj': u'utm', u'zone': 18}
# Affine(300.0379266750948, 0.0, 101985.0,
#        0.0, -300.041782729805, 2826915.0)
# 3
# [1, 2, 3]

A rasterio dataset also provides methods for getting read/write windows (like extended array slices) given georeferenced coordinates.

with rasterio.open('tests/data/RGB.byte.tif') as src:
    window = src.window(*src.bounds)
    print(window)
    print(src.read(window=window).shape)

# Printed:
# Window(col_off=0.0, row_off=0.0, width=791.0000000000002, height=718.0)
# (3, 718, 791)

Rasterio CLI

Rasterio’s command line interface, named “rio”, is documented at cli.rst. Its rio insp command opens the hood of any raster dataset so you can poke around using Python.

$ rio insp tests/data/RGB.byte.tif
Rasterio 0.10 Interactive Inspector (Python 3.4.1)
Type "src.meta", "src.read(1)", or "help(src)" for more information.
>>> src.name
'tests/data/RGB.byte.tif'
>>> src.closed
False
>>> src.shape
(718, 791)
>>> src.crs
{'init': 'epsg:32618'}
>>> b, g, r = src.read()
>>> b
masked_array(data =
 [[-- -- -- ..., -- -- --]
 [-- -- -- ..., -- -- --]
 [-- -- -- ..., -- -- --]
 ...,
 [-- -- -- ..., -- -- --]
 [-- -- -- ..., -- -- --]
 [-- -- -- ..., -- -- --]],
             mask =
 [[ True  True  True ...,  True  True  True]
 [ True  True  True ...,  True  True  True]
 [ True  True  True ...,  True  True  True]
 ...,
 [ True  True  True ...,  True  True  True]
 [ True  True  True ...,  True  True  True]
 [ True  True  True ...,  True  True  True]],
       fill_value = 0)

>>> np.nanmin(b), np.nanmax(b), np.nanmean(b)
(0, 255, 29.94772668847656)

Rio Plugins

Rio provides the ability to create subcommands using plugins. See cli.rst for more information on building plugins.

See the plugin registry for a list of available plugins.

Installation

See docs/installation.rst

Support

The primary forum for questions about installation and usage of Rasterio is https://rasterio.groups.io/g/main. The authors and other users will answer questions when they have expertise to share and time to explain. Please take the time to craft a clear question and be patient about responses.

Please do not bring these questions to Rasterio’s issue tracker, which we want to reserve for bug reports and other actionable issues.

Development and Testing

See CONTRIBUTING.rst.

Documentation

See docs/.

License

See LICENSE.txt.

Authors

The rasterio project was begun at Mapbox and was transferred to the rasterio Github organization in October 2021.

See AUTHORS.txt.

Changes

See CHANGES.txt.

Who is Using Rasterio?

See here.

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Release history Release notifications | RSS feed

This release

1.5.1

Aug 8, 2026

1.5.0

Jan 5, 2026

1.5rc1 pre-release

Dec 30, 2025

1.5rc0 pre-release

Dec 29, 2025

1.5a1 pre-release

Dec 23, 2025

1.5a0 pre-release

Dec 15, 2025

1.4.4

Dec 12, 2025

1.4.4rc1 pre-release

Dec 10, 2025

1.4.4rc0 pre-release

Dec 6, 2025

1.4.3

Dec 2, 2024

1.4.2

Oct 30, 2024

1.4.1

Oct 1, 2024

1.4.0

Sep 26, 2024

1.4.0rc2 pre-release

Sep 10, 2024

1.4.0rc1 pre-release

Sep 9, 2024

1.4b2 pre-release

Aug 31, 2024

1.4b1 pre-release

Aug 11, 2024

1.4a3 pre-release

Apr 16, 2024

1.4a2 pre-release

Mar 3, 2024

1.4a1 pre-release

Feb 16, 2024

1.3.11

Sep 4, 2024

1.3.10

Apr 12, 2024

1.3.9

Oct 19, 2023

1.3.8.post2

Oct 12, 2023

1.3.8.post1

Oct 10, 2023

1.3.8

Jun 28, 2023

1.3.7

May 22, 2023

1.3.6

Feb 13, 2023

1.3.5.post1

Feb 3, 2023

1.3.5

Jan 25, 2023

1.3.4

Nov 16, 2022

1.3.3

Oct 19, 2022

1.3.2

Aug 19, 2022

1.3.1

Aug 18, 2022

1.3.0.post1

Aug 10, 2022

1.3.0

Jul 6, 2022

1.3b3 pre-release

Jun 27, 2022

1.3b2 pre-release

Jun 22, 2022

1.3b1 pre-release

May 10, 2022

1.3a4 pre-release

Apr 21, 2022

1.3a3 pre-release

Feb 4, 2022

1.3a2 pre-release

Oct 20, 2021

1.3a1 pre-release

Oct 15, 2021

1.2.10

Oct 11, 2021

1.2.10.dev0 pre-release

Oct 5, 2021

1.2.9

Oct 1, 2021

1.2.8

Sep 9, 2021

1.2.7

Sep 7, 2021

1.2.6

Jun 23, 2021

1.2.5

Jun 22, 2021

1.2.4

May 31, 2021

1.2.3

Apr 27, 2021

1.2.2

Apr 7, 2021

1.2.1

Mar 3, 2021

1.2.0

Jan 25, 2021

1.2b4 pre-release

Jan 21, 2021

1.2b3 pre-release

Jan 12, 2021

1.2b2 pre-release

Jan 11, 2021

1.2b1 pre-release

Dec 13, 2020

1.2a1 pre-release

Dec 4, 2020

1.1.8

Oct 21, 2020

1.1.7

Sep 29, 2020

1.1.6

Sep 15, 2020

1.1.5

Jun 3, 2020

1.1.4

May 7, 2020

1.1.3

Feb 25, 2020

1.1.2

Dec 19, 2019

1.1.1

Nov 14, 2019

1.1.0

Oct 7, 2019

1.1b3 pre-release

Oct 4, 2019

1.1b2 pre-release

Oct 2, 2019

1.1b1 pre-release

Oct 2, 2019

1.0.28

Sep 9, 2019

1.0.27

Sep 5, 2019

1.0.26

Aug 26, 2019

1.0.25

Aug 7, 2019

1.0.24

Jun 6, 2019

1.0.23

May 16, 2019

1.0.22

Mar 20, 2019

1.0.21

Feb 28, 2019

1.0.20

Feb 27, 2019

1.0.18

Feb 7, 2019

1.0.17

Feb 6, 2019

1.0.16

Feb 5, 2019

1.0.15

Jan 28, 2019

1.0.14

Jan 25, 2019

1.0.13

Dec 15, 2018

1.0.12

Dec 11, 2018

1.0.11

Dec 1, 2018

1.0.10

Nov 17, 2018

1.0.9

Oct 26, 2018

1.0.8

Oct 3, 2018

1.0.7

Sep 26, 2018

1.0.6

Sep 24, 2018

1.0.5

Sep 19, 2018

1.0.4

Sep 17, 2018

1.0.3.post1

Sep 8, 2018

1.0.3

Sep 7, 2018

1.0.2

Jul 27, 2018

1.0.1

Jul 23, 2018

1.0.0

Jul 12, 2018

1.0rc5 pre-release

Jul 9, 2018

1.0rc4 pre-release

Jul 5, 2018

1.0rc3 pre-release

Jul 3, 2018

1.0rc2 pre-release

Jun 29, 2018

1.0rc1 pre-release

Jun 27, 2018

1.0b4 pre-release

Jun 23, 2018

1.0b3 pre-release

Jun 22, 2018

1.0b2 pre-release

Jun 19, 2018

1.0b1 pre-release

May 25, 2018

1.0a12 pre-release

Dec 1, 2017

1.0a11 pre-release

Oct 31, 2017

1.0a10 pre-release

Oct 9, 2017

1.0a9 pre-release

Jun 2, 2017

1.0a8 pre-release

Mar 28, 2017

1.0a7 pre-release

Feb 14, 2017

0.36.0

Jun 14, 2016

0.35.1

May 6, 2016

0.35.0.post1

May 4, 2016

0.35.0

May 4, 2016

0.34.0

Apr 5, 2016

0.33.0

Apr 1, 2016

0.32.0.post1

Mar 28, 2016

0.32.0

Mar 23, 2016

0.31.0

Dec 18, 2015

0.30.0

Nov 17, 2015

0.29.0

Oct 23, 2015

0.28.0

Oct 6, 2015

0.27.0

Sep 25, 2015

0.26.0

Aug 12, 2015

0.25.0

Jul 17, 2015

0.24.1

Jul 1, 2015

0.24.0

May 27, 2015

0.23.0

May 8, 2015

0.22.0

May 1, 2015

0.21.0

Apr 22, 2015

0.20.0

Apr 8, 2015

0.19.1

Mar 30, 2015

0.19.0

Mar 26, 2015

0.18

Feb 10, 2015

0.17.1

Jan 20, 2015

0.17

Jan 15, 2015

0.16

Dec 16, 2014

0.15.1

Nov 4, 2014

0.15

Oct 11, 2014

0.14.1

Oct 2, 2014

0.14

Oct 1, 2014

0.13.2

Sep 23, 2014

0.13.1

Sep 13, 2014

0.13

Sep 10, 2014

0.12.1

Sep 2, 2014

0.12

Sep 2, 2014

0.11.1

Aug 19, 2014

0.11

Aug 6, 2014

0.10.1

Jul 21, 2014

0.10

Jul 19, 2014

0.9

Jul 16, 2014

0.8

Mar 31, 2014

0.7.3

Mar 22, 2014

0.7.2

Mar 20, 2014

0.7.1

Mar 15, 2014

0.7

Mar 15, 2014

0.6

Feb 10, 2014

0.5.1

Feb 2, 2014

0.5

Jan 22, 2014

0.4

Dec 20, 2013

0.3

Dec 16, 2013

0.2

Nov 24, 2013

0.1

Nov 19, 2013

rasterio 1.5.1

Example

API Overview

Rasterio CLI

Rio Plugins

Installation

Support

Development and Testing

Documentation

License

Authors

Changes

Who is Using Rasterio?

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1 maintainer

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