Skip to main content

Tree crown prediction using deep learning retinanets

Project description

Deepforest

Full documentation

http://deepforest.readthedocs.io/en/latest/

Installation

Compiled wheels have been made for linux, osx and windows

#Install DeepForest
pip install DeepForest

Or install the latest version from Github

git clone https://github.com/weecology/DeepForest.git

conda env create --file=environment.yml

conda activate DeepForest

Get in touch

See the GitHub Repo to see the source code or submit issues and feature requests.

Citation

If you use this software in your research please cite it as:

Geographic Generalization in Airborne RGB Deep Learning Tree Detection Ben. G. Weinstein, Sergio Marconi, Stephanie A. Bohlman, Alina Zare, Ethan P. White bioRxiv 790071; doi: https://doi.org/10.1101/790071

Acknowledgments

Development of this software was funded by the Gordon and Betty Moore Foundation's Data-Driven Discovery Initiative through Grant GBMF4563 to Ethan P. White.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

deepforest-0.2.17.tar.gz (9.2 MB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

deepforest-0.2.17-cp38-cp38-win_amd64.whl (9.2 MB view details)

Uploaded CPython 3.8Windows x86-64

deepforest-0.2.17-cp38-cp38-win32.whl (9.2 MB view details)

Uploaded CPython 3.8Windows x86

deepforest-0.2.17-cp38-cp38-manylinux2010_x86_64.whl (9.3 MB view details)

Uploaded CPython 3.8manylinux: glibc 2.12+ x86-64

deepforest-0.2.17-cp38-cp38-manylinux2010_i686.whl (9.3 MB view details)

Uploaded CPython 3.8manylinux: glibc 2.12+ i686

deepforest-0.2.17-cp38-cp38-manylinux1_x86_64.whl (9.3 MB view details)

Uploaded CPython 3.8

deepforest-0.2.17-cp38-cp38-manylinux1_i686.whl (9.3 MB view details)

Uploaded CPython 3.8

deepforest-0.2.17-cp38-cp38-macosx_10_9_x86_64.whl (9.2 MB view details)

Uploaded CPython 3.8macOS 10.9+ x86-64

deepforest-0.2.17-cp37-cp37m-win_amd64.whl (9.2 MB view details)

Uploaded CPython 3.7mWindows x86-64

deepforest-0.2.17-cp37-cp37m-win32.whl (9.2 MB view details)

Uploaded CPython 3.7mWindows x86

deepforest-0.2.17-cp37-cp37m-manylinux2010_x86_64.whl (9.3 MB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.12+ x86-64

deepforest-0.2.17-cp37-cp37m-manylinux2010_i686.whl (9.3 MB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.12+ i686

deepforest-0.2.17-cp37-cp37m-manylinux1_x86_64.whl (9.3 MB view details)

Uploaded CPython 3.7m

deepforest-0.2.17-cp37-cp37m-manylinux1_i686.whl (9.3 MB view details)

Uploaded CPython 3.7m

deepforest-0.2.17-cp37-cp37m-macosx_10_6_intel.whl (9.2 MB view details)

Uploaded CPython 3.7mmacOS 10.6+ Intel (x86-64, i386)

deepforest-0.2.17-cp36-cp36m-win_amd64.whl (9.2 MB view details)

Uploaded CPython 3.6mWindows x86-64

deepforest-0.2.17-cp36-cp36m-win32.whl (9.2 MB view details)

Uploaded CPython 3.6mWindows x86

deepforest-0.2.17-cp36-cp36m-manylinux2010_x86_64.whl (9.3 MB view details)

Uploaded CPython 3.6mmanylinux: glibc 2.12+ x86-64

deepforest-0.2.17-cp36-cp36m-manylinux2010_i686.whl (9.3 MB view details)

Uploaded CPython 3.6mmanylinux: glibc 2.12+ i686

deepforest-0.2.17-cp36-cp36m-manylinux1_x86_64.whl (9.3 MB view details)

Uploaded CPython 3.6m

deepforest-0.2.17-cp36-cp36m-manylinux1_i686.whl (9.3 MB view details)

Uploaded CPython 3.6m

deepforest-0.2.17-cp36-cp36m-macosx_10_6_intel.whl (9.2 MB view details)

Uploaded CPython 3.6mmacOS 10.6+ Intel (x86-64, i386)

File details

Details for the file deepforest-0.2.17.tar.gz.

File metadata

  • Download URL: deepforest-0.2.17.tar.gz
  • Upload date:
  • Size: 9.2 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17.tar.gz
Algorithm Hash digest
SHA256 b03dad820445814df03f67960b997a125e2a6861be74c7221565149cebcd11f3
MD5 69ac935d446e820ec5919d1ed41489b4
BLAKE2b-256 5f7f9a745faf87973ac8332dd7f2bf18b0b4b42603b04a87b5ee8cd17281f0b0

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 9.2 MB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 b7044f548867a55922955dc29b489c1385146d2f80a6d66d68f4939d6489b832
MD5 dd86f0f901598061d519e88ebc7455c7
BLAKE2b-256 5bcc026f5e8a5756a61a4aa152134fde3f92d9a3ed8a07503914e302fb1a9a6a

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp38-cp38-win32.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp38-cp38-win32.whl
  • Upload date:
  • Size: 9.2 MB
  • Tags: CPython 3.8, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp38-cp38-win32.whl
Algorithm Hash digest
SHA256 b4c1fe23be1cd8da695409725de15936e422aceec4ef4f56ea5be3f96772b773
MD5 130e9f5446b1541924dc658054740834
BLAKE2b-256 2ac8fa0577844278f73f0a700920443222fb3a8913d6f0f73e925f63dd1900f6

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp38-cp38-manylinux2010_x86_64.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp38-cp38-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.8, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp38-cp38-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 8cf8211a57f0c5eae8e032b9390400fe292c725a8e527ce4df2e12f8cfec3dc7
MD5 51da322f4acc9a6e361e8a7d604f307b
BLAKE2b-256 600f74137665874c59664e0e2dd4a46ffafbcb364ed03d0bbbdbfb8ff65dc72d

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp38-cp38-manylinux2010_i686.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp38-cp38-manylinux2010_i686.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.8, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp38-cp38-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 5ac9d1c7272275c989172183155a53b1512ec2ef2848bea841a5a21181ae3549
MD5 29836b9236d9d4688e3c43b3a49319c2
BLAKE2b-256 792d05a965c269465ce63ddee63651e7d5ce14c1208852c0914e78a43755a432

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp38-cp38-manylinux1_x86_64.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp38-cp38-manylinux1_x86_64.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.8
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp38-cp38-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 5e4bbe7b51eb29dd84d76a35c150d0df2caa0f014f289f4c4af97be138f3c74c
MD5 fbbe630558d8af743cd95bd37c535f80
BLAKE2b-256 25436ad8ba7319d5caa3a41645e16ef4fb8ff918ab995d58ca6b7cd01e7d25ca

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp38-cp38-manylinux1_i686.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp38-cp38-manylinux1_i686.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.8
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp38-cp38-manylinux1_i686.whl
Algorithm Hash digest
SHA256 dda77b35f12661f30cb5df734920adf842cbade83ffc2e2f2c5525aa74a248fb
MD5 017a44a18951b58404083285ad18477e
BLAKE2b-256 dc2c71a0c7dd6705692272f113a00099435d97bb45be8e9fa689aececc31e245

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp38-cp38-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 9.2 MB
  • Tags: CPython 3.8, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 3f674fd1c3aaf8d652adac97c3ba539cc2f07e5e4138cc5541635cab01b74488
MD5 8e621e2ed9c733a6588d6cf59eca39a9
BLAKE2b-256 4ef4c6e1bb616c8851f87df5abe785c7f0dea124bc32e45521c1af99e7fed87a

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 9.2 MB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 a71908ab23dc70d85bd4f66af2ba5abc819597516ae367d85fefb4de699fb5d9
MD5 3cdbab28da8f9a75033e079102cebce6
BLAKE2b-256 eee2aaf0917146ba1bbd41141262ea3a48c11fcfec2222c056af7a9a9a951af0

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp37-cp37m-win32.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp37-cp37m-win32.whl
  • Upload date:
  • Size: 9.2 MB
  • Tags: CPython 3.7m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp37-cp37m-win32.whl
Algorithm Hash digest
SHA256 2c87ae6b0761f59259e9fdc3ccefe0282df7ae0f050afc9569897f5a14c65c90
MD5 3154d4c248678050344293944856f9a6
BLAKE2b-256 f38c11670a7a7ffbc74d5d02f0b9fc39d95cc515ce15a46f76926d2e22de0d19

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp37-cp37m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp37-cp37m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.7m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp37-cp37m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 baec166fc0848d6a0feacfc85f570094e6dfc54d6c0dc5353185e1e5304ec0a7
MD5 d1f690f6b0c1f3b6f2bdca518802a124
BLAKE2b-256 695b6a41a55a2313f5ff387f6ecbc52d853d2b60ce96651157ae06d761f4eb72

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp37-cp37m-manylinux2010_i686.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp37-cp37m-manylinux2010_i686.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.7m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp37-cp37m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 76a349742874d09fe1647b5bf6f10b04127ccadbbe2a1219d642d1daef3bf537
MD5 182455b1ff05e734675f767156f32e33
BLAKE2b-256 0fa196950228492c8d01431eff544aaddd3c82f5ad08d73158ace4c1e2790c6d

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp37-cp37m-manylinux1_x86_64.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp37-cp37m-manylinux1_x86_64.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.7m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp37-cp37m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 f8f7222d98262238d46cafb94eabd886dac41ccf1990344855948bd6ea0a185f
MD5 84534e3f536b9066ece07cd5a6f8e43b
BLAKE2b-256 f70647302cbc21f1c0e6b240986ce63d1f29b0def7aae4cda0d7068c569bc99c

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp37-cp37m-manylinux1_i686.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp37-cp37m-manylinux1_i686.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.7m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp37-cp37m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 9624ed52c73ab76271f49a0620f92401a67980cfe009fd4e9a382c129e140f8c
MD5 214c1b4b27e4a2b905a6f89756042068
BLAKE2b-256 ae33b99c868b1ed1d7d3a6ce288706911b921e5867f7b72a98c80f2ffe87f988

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp37-cp37m-macosx_10_6_intel.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp37-cp37m-macosx_10_6_intel.whl
  • Upload date:
  • Size: 9.2 MB
  • Tags: CPython 3.7m, macOS 10.6+ Intel (x86-64, i386)
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp37-cp37m-macosx_10_6_intel.whl
Algorithm Hash digest
SHA256 4782a7ece25fac09efd67c1a1d0f30d34a3896d5a5e1d14bd6a5ae24f63ea7b1
MD5 3ebc639c543a2de8d52f55c3fe89dfd1
BLAKE2b-256 5e0d6788b8c935990ff3a29cb911a75919cc34491c7a6a4041812875bf97842a

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 9.2 MB
  • Tags: CPython 3.6m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 853b937fe38a21bfa5dda4f9be2367774bda4a10bff0d4316bdbe2b4573a2cbf
MD5 e6105017a04f2e3c0b3d80db81fdc13f
BLAKE2b-256 a9e69b508b992f0494cde61e9a51ca1248d1bc621dc336a1c83599670f04d15a

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp36-cp36m-win32.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp36-cp36m-win32.whl
  • Upload date:
  • Size: 9.2 MB
  • Tags: CPython 3.6m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp36-cp36m-win32.whl
Algorithm Hash digest
SHA256 467f43e6db36d280c0621521420332d1ae4447a21f9b5fd1fc6e6265730831c8
MD5 9607a60328961476f22271dc6986e563
BLAKE2b-256 e3d1abb2cee47d6d6ce95ea37c8ae85c17c4c9b30ecdb44379a247e9a6af286a

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp36-cp36m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp36-cp36m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.6m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp36-cp36m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 8b35a3e8e1c733fdce8a820ffac20ea41e8854664101b7affaf72432cff01e93
MD5 6f120363a2c850b965ab55bcd37aab4e
BLAKE2b-256 9123a3e0d8d2682983258250cf74536cc1a0b74f33ea050c7d968242c28ca844

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp36-cp36m-manylinux2010_i686.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp36-cp36m-manylinux2010_i686.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.6m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp36-cp36m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 06c3566623901b879103bbe647160d710da05b0c3cee7451299142bc66fc1312
MD5 afc4d6d6ddd625a0c0090c74968c0ccb
BLAKE2b-256 57577a5979feb8cf527e8d437795f9147612cb9d649f733ab4fde2042882a240

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp36-cp36m-manylinux1_x86_64.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp36-cp36m-manylinux1_x86_64.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.6m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp36-cp36m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 99903b24bbdf4d9c59813191c4de92225903f5fa655779f66068efd01c753d85
MD5 4de436995288a9068a8f47d0b12038ed
BLAKE2b-256 c8c4071cb1a3b8a20f06cad94a0ce636708a0b00bf17bc3969cd2a5a1643c748

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp36-cp36m-manylinux1_i686.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp36-cp36m-manylinux1_i686.whl
  • Upload date:
  • Size: 9.3 MB
  • Tags: CPython 3.6m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp36-cp36m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 233ea46ade422f474cf7612b70322d119305eb5d1ed77aeb6be7cbe21c987210
MD5 c55e4ae491776f295aed4dc5c5620a39
BLAKE2b-256 f081a552ece5192ab9bd1e2499ae49fcfa8bf027a8ad89b4593768f242fcd6d5

See more details on using hashes here.

File details

Details for the file deepforest-0.2.17-cp36-cp36m-macosx_10_6_intel.whl.

File metadata

  • Download URL: deepforest-0.2.17-cp36-cp36m-macosx_10_6_intel.whl
  • Upload date:
  • Size: 9.2 MB
  • Tags: CPython 3.6m, macOS 10.6+ Intel (x86-64, i386)
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.4.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.6.9

File hashes

Hashes for deepforest-0.2.17-cp36-cp36m-macosx_10_6_intel.whl
Algorithm Hash digest
SHA256 7078687e976717c863e2e4b7b9cd30abe44931ea562049b3a0a5227d6013d425
MD5 1de91fce8667aac93bbe8aa0880673f1
BLAKE2b-256 0d44dd3d8e2e42bf4e0d433d38c701aa51223da5fb322b435bb14bc1bc288e3f

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page