Welcome to geospatial-ml¶
A Python package for installing commonly used packages for geospatial analysis and machine learning with only one command.
- Free software: MIT license
- Documentation: https://ml.gishub.org
Disclaimer¶
Currently, the geospatial-ml package only helps you install commonly used packages for geospatial analysis and machine learning with only one command, making it easier to set up a conda environment for geospatial analysis and avoid dependency conflicts during installation. The geospatial-ml package itself does not have any meaningful functions yet. After installation, you can continue to the commonly used geospatial packages as usual.
Installation¶
Installing commonly used packages for geospatial analysis and machine learning with only one command.
mamba install -c conda-forge geospatial-mlSuggestions for adding packages to geospatial-ml¶
If you would like to suggest new packages to be added to the geospatial stack, please follow the steps below:
Check the Installed packages section to see if the suggested packages are listed. If they are already listed, then you can skip the following steps.
Search the suggested packages on conda-forge and make sure they can be found there. If not, that means the suggested packages are not available on conda-forge. If this is the case, then they cannot be added to the geospatial stack. Then you can skip the following step.
Leave the names of suggested packages on the geospatial GitHub repo if they meet the above requirements. I will then test the suggested packages and add them to the geospatial stack as appropriate.
Installed packages¶
The complete list of Python packages that will be installed along with geospatial-ml.
In [1]:
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!conda list
!conda list
# packages in environment at /home/qiusheng/.conda/envs/ml: # # Name Version Build Channel _libgcc_mutex 0.1 conda_forge conda-forge _openmp_mutex 4.5 2_gnu conda-forge abseil-cpp 20210324.2 h9c3ff4c_0 conda-forge absl-py 1.0.0 pyhd8ed1ab_0 conda-forge aenum 3.1.11 pyhd8ed1ab_0 conda-forge affine 2.3.1 pyhd8ed1ab_0 conda-forge aiohttp 3.8.1 py310h5764c6d_1 conda-forge aiosignal 1.2.0 pyhd8ed1ab_0 conda-forge alsa-lib 1.2.3 h516909a_0 conda-forge altair 4.2.0 pyhd8ed1ab_1 conda-forge aniso8601 9.0.1 pyhd8ed1ab_0 conda-forge antlr-python-runtime 4.9.3 pyhd8ed1ab_1 conda-forge anyio 3.5.0 py310hff52083_0 conda-forge aom 3.3.0 h27087fc_1 conda-forge appdirs 1.4.4 pyh9f0ad1d_0 conda-forge argh 0.26.2 pyh9f0ad1d_1002 conda-forge argon2-cffi 21.3.0 pyhd8ed1ab_0 conda-forge argon2-cffi-bindings 21.2.0 py310h5764c6d_2 conda-forge arrow-cpp 6.0.1 py310h500f8fe_8_cpu conda-forge asciitree 0.3.3 py_2 conda-forge astor 0.8.1 pyh9f0ad1d_0 conda-forge asttokens 2.0.5 pyhd8ed1ab_0 conda-forge astunparse 1.6.3 pyhd8ed1ab_0 conda-forge async-timeout 4.0.2 pyhd8ed1ab_0 conda-forge attrs 21.4.0 pyhd8ed1ab_0 conda-forge aws-c-cal 0.5.11 h95a6274_0 conda-forge aws-c-common 0.6.2 h7f98852_0 conda-forge aws-c-event-stream 0.2.7 h3541f99_13 conda-forge aws-c-io 0.10.5 hfb6a706_0 conda-forge aws-checksums 0.1.11 ha31a3da_7 conda-forge aws-sdk-cpp 1.8.186 hb4091e7_3 conda-forge babel 2.9.1 pyh44b312d_0 conda-forge backcall 0.2.0 pyh9f0ad1d_0 conda-forge backports 1.0 py_2 conda-forge backports.functools_lru_cache 1.6.4 pyhd8ed1ab_0 conda-forge base58 2.1.1 pyhd8ed1ab_0 conda-forge beautifulsoup4 4.11.1 pyha770c72_0 conda-forge black 22.3.0 pyhd8ed1ab_0 conda-forge black-jupyter 22.3.0 hd8ed1ab_0 conda-forge bleach 5.0.0 pyhd8ed1ab_0 conda-forge blinker 1.4 py_1 conda-forge blosc 1.21.0 h9c3ff4c_0 conda-forge bokeh 2.4.2 py310hff52083_1 conda-forge boost-cpp 1.74.0 h6cacc03_7 conda-forge boto3 1.21.45 pyhd8ed1ab_0 conda-forge botocore 1.24.46 pyhd8ed1ab_0 conda-forge bqplot 0.12.33 pyhd8ed1ab_0 conda-forge branca 0.4.2 pyhd8ed1ab_0 conda-forge brotli 1.0.9 h166bdaf_7 conda-forge brotli-bin 1.0.9 h166bdaf_7 conda-forge brotlipy 0.7.0 py310h5764c6d_1004 conda-forge brunsli 0.1 h9c3ff4c_0 conda-forge bump2version 1.0.1 pyh9f0ad1d_0 conda-forge bzip2 1.0.8 h7b6447c_0 c-ares 1.18.1 h7f98852_0 conda-forge c-blosc2 2.0.4 h5f21a17_1 conda-forge ca-certificates 2021.10.8 ha878542_0 conda-forge cached-property 1.5.2 hd8ed1ab_1 conda-forge cached_property 1.5.2 pyha770c72_1 conda-forge cachetools 4.2.4 pyhd8ed1ab_0 conda-forge cairo 1.16.0 ha12eb4b_1010 conda-forge cairocffi 1.3.0 pyhd8ed1ab_0 conda-forge cairosvg 2.5.2 pyhd8ed1ab_0 conda-forge cartopy 0.20.2 py310hb89acbc_4 conda-forge cenpy 1.0.0.post4 py_0 conda-forge certifi 2021.10.8 py310hff52083_2 conda-forge cffi 1.15.0 py310hd667e15_1 cfitsio 4.1.0 hd9d235c_0 conda-forge cftime 1.6.0 py310hde88566_1 conda-forge charls 2.3.4 h9c3ff4c_0 conda-forge charset-normalizer 2.0.12 pyhd8ed1ab_0 conda-forge chroma-py 0.1.0.dev1 py_0 conda-forge click 8.1.2 py310hff52083_0 conda-forge click-plugins 1.1.1 py_0 conda-forge cligj 0.7.2 pyhd8ed1ab_1 conda-forge cloudpickle 2.0.0 pyhd8ed1ab_0 conda-forge codespell 2.1.0 pyhd8ed1ab_0 conda-forge colorama 0.4.4 pyh9f0ad1d_0 conda-forge colorcet 3.0.0 pyhd8ed1ab_0 conda-forge colour 0.1.5 py_0 conda-forge conda 4.12.0 py310hff52083_0 conda-forge conda-package-handling 1.8.1 py310h5764c6d_1 conda-forge configobj 5.0.6 py_0 conda-forge contextily 1.2.0 pyhd8ed1ab_0 conda-forge cryptography 36.0.2 py310h597c629_1 conda-forge cssselect2 0.2.1 pyh9f0ad1d_1 conda-forge cudatoolkit 10.2.89 h8f6ccaa_10 conda-forge cudnn 7.6.5.32 h01f27c4_1 conda-forge curl 7.82.0 h7f8727e_0 cycler 0.11.0 pyhd8ed1ab_0 conda-forge cytoolz 0.11.2 py310h5764c6d_2 conda-forge dask 2022.4.1 pyhd8ed1ab_0 conda-forge dask-core 2022.4.1 pyhd8ed1ab_0 conda-forge dask-geopandas 0.1.0 pyhd8ed1ab_0 conda-forge dataclasses 0.8 pyhc8e2a94_3 conda-forge dataclasses-json 0.5.7 pyhd8ed1ab_0 conda-forge datacube 1.8.6 pyhd8ed1ab_0 conda-forge datashader 0.13.0 pyh6c4a22f_0 conda-forge datashape 0.5.4 py_1 conda-forge dbus 1.13.6 h5008d03_3 conda-forge debugpy 1.6.0 py310hd8f1fbe_0 conda-forge decorator 5.1.1 pyhd8ed1ab_0 conda-forge defusedxml 0.7.1 pyhd8ed1ab_0 conda-forge descartes 1.1.0 py_4 conda-forge distributed 2022.4.1 pyhd8ed1ab_0 conda-forge docutils 0.18.1 py310hff52083_1 conda-forge donfig 0.7.0 pyhd8ed1ab_1 conda-forge double-conversion 3.2.0 h9c3ff4c_0 conda-forge earthengine-api 0.1.306 pyhd8ed1ab_0 conda-forge earthpy 0.9.4 pyhd8ed1ab_0 conda-forge easystac 0.0.1 pyhd8ed1ab_0 conda-forge ee_extra 0.0.13 pyhd8ed1ab_0 conda-forge eemont 0.3.4 pyhd8ed1ab_0 conda-forge efficientnet-pytorch 0.6.3 pyh9f0ad1d_0 conda-forge eigen 3.4.0 h4bd325d_0 conda-forge einops 0.4.1 pyhd8ed1ab_0 conda-forge entrypoints 0.4 pyhd8ed1ab_0 conda-forge eomaps 3.5 pyhd8ed1ab_0 conda-forge executing 0.8.3 pyhd8ed1ab_0 conda-forge expat 2.4.8 h27087fc_0 conda-forge fasteners 0.17.3 pyhd8ed1ab_0 conda-forge ffmpeg 4.4.1 hd7ab26d_2 conda-forge ffmpeg-python 0.2.0 py_0 conda-forge filelock 3.6.0 pyhd8ed1ab_0 conda-forge fiona 1.8.21 py310h35effa4_1 conda-forge flask 2.1.1 pyhd8ed1ab_0 conda-forge flask-caching 1.10.1 pyhd8ed1ab_0 conda-forge flask-restx 0.5.1 pyhd8ed1ab_0 conda-forge flit-core 3.7.1 pyhd8ed1ab_0 conda-forge folium 0.12.1.post1 pyhd8ed1ab_1 conda-forge font-ttf-dejavu-sans-mono 2.37 hab24e00_0 conda-forge font-ttf-inconsolata 3.000 h77eed37_0 conda-forge font-ttf-source-code-pro 2.038 h77eed37_0 conda-forge font-ttf-ubuntu 0.83 hab24e00_0 conda-forge fontconfig 2.14.0 h8e229c2_0 conda-forge fonts-conda-ecosystem 1 0 conda-forge fonts-conda-forge 1 0 conda-forge freetype 2.10.4 h0708190_1 conda-forge freexl 1.0.6 h7f98852_0 conda-forge frozenlist 1.3.0 py310h5764c6d_1 conda-forge fsspec 2022.3.0 pyhd8ed1ab_0 conda-forge future 0.18.2 py310hff52083_5 conda-forge fuzzywuzzy 0.18.0 pyhd8ed1ab_0 conda-forge gast 0.4.0 pyh9f0ad1d_0 conda-forge gdal 3.4.2 pypi_0 pypi gdown 4.4.0 pyhd8ed1ab_0 conda-forge geeadd 0.5.4 pyhd8ed1ab_0 conda-forge geemap 0.13.2 pyhd8ed1ab_1 conda-forge gemgis 0.1.18 pyhd8ed1ab_0 conda-forge geoalchemy2 0.6.3 py_0 conda-forge geocoder 1.38.1 py_1 conda-forge geocube 0.2.0 pyhd8ed1ab_0 conda-forge geographiclib 1.52 pyhd8ed1ab_0 conda-forge geojson 2.5.0 py_0 conda-forge geomet 0.3.0 pyhd3deb0d_0 conda-forge geopandas 0.10.2 pyhd8ed1ab_1 conda-forge geopandas-base 0.10.2 pyha770c72_1 conda-forge geopy 2.2.0 pyhd8ed1ab_0 conda-forge geos 3.10.2 h9c3ff4c_0 conda-forge geospatial 0.5.6 pyhd8ed1ab_2 conda-forge geospatial-ml 0.1.0 pyhd8ed1ab_2 conda-forge geotiff 1.7.1 h509b78c_1 conda-forge geoviews 1.9.5 pyhd8ed1ab_0 conda-forge geoviews-core 1.9.5 pyha770c72_0 conda-forge gettext 0.19.8.1 h73d1719_1008 conda-forge gflags 2.2.2 he1b5a44_1004 conda-forge giflib 5.2.1 h36c2ea0_2 conda-forge gitdb 4.0.9 pyhd8ed1ab_0 conda-forge gitpython 3.1.27 pyhd8ed1ab_0 conda-forge gl2ps 1.4.2 h0708190_0 conda-forge glew 2.1.0 h9c3ff4c_2 conda-forge glog 0.5.0 h48cff8f_0 conda-forge gmp 6.2.1 h58526e2_0 conda-forge gnutls 3.6.13 h85f3911_1 conda-forge google-api-core 1.31.5 pyhd8ed1ab_0 conda-forge google-api-python-client 1.12.8 pyhd3deb0d_0 conda-forge google-auth 1.35.0 pyh6c4a22f_0 conda-forge google-auth-httplib2 0.1.0 pyhd8ed1ab_0 conda-forge google-auth-oauthlib 0.4.6 pyhd8ed1ab_0 conda-forge google-cloud-core 1.7.2 pyh6c4a22f_0 conda-forge google-cloud-storage 2.1.0 pyh6c4a22f_0 conda-forge google-crc32c 1.1.2 py310h82b6597_2 conda-forge google-pasta 0.2.0 pyh8c360ce_0 conda-forge google-resumable-media 2.1.0 pyh6c4a22f_0 conda-forge googleapis-common-protos 1.56.0 py310hff52083_0 conda-forge greenlet 1.1.2 py310hd8f1fbe_2 conda-forge grpc-cpp 1.42.0 ha1441d3_1 conda-forge grpcio 1.42.0 py310h94ab34a_0 conda-forge gst-plugins-base 1.20.1 hcf0ee16_1 conda-forge gstreamer 1.20.1 hd4edc92_1 conda-forge h3 3.7.2 h9c3ff4c_0 conda-forge h3-py 3.7.4 py310hd8f1fbe_0 conda-forge h5py 3.6.0 nompi_py310he751f51_100 conda-forge hdf4 4.2.15 h10796ff_3 conda-forge hdf5 1.12.1 nompi_h2386368_104 conda-forge heapdict 1.0.1 py_0 conda-forge here-map-widget-for-jupyter 1.1.3 pyhd8ed1ab_0 conda-forge holoviews 1.14.8 pyhd8ed1ab_0 conda-forge html2text 2020.1.16 py_0 conda-forge httplib2 0.20.4 pyhd8ed1ab_0 conda-forge httplib2shim 0.0.3 pyh9f0ad1d_0 conda-forge hvplot 0.7.3 pyh6c4a22f_0 conda-forge icu 69.1 h9c3ff4c_0 conda-forge idna 3.3 pyhd8ed1ab_0 conda-forge imagecodecs 2022.2.22 py310h31a0021_4 conda-forge imageio 2.17.0 pyhcf75d05_0 conda-forge importlib-metadata 4.11.3 py310hff52083_1 conda-forge importlib_metadata 4.11.3 hd8ed1ab_1 conda-forge importlib_resources 5.7.1 pyhd8ed1ab_0 conda-forge intel-openmp 2022.0.1 h06a4308_3633 ipycanvas 0.11.0 pyhd8ed1ab_0 conda-forge ipyevents 2.0.1 pyhd8ed1ab_0 conda-forge ipyfilechooser 0.6.0 pyhd8ed1ab_0 conda-forge ipygany 0.5.0 pyhd8ed1ab_0 conda-forge ipykernel 6.13.0 py310hfdc917e_0 conda-forge ipyleaflet 0.16.0 pyhd8ed1ab_3 conda-forge ipympl 0.9.0 pyhd8ed1ab_0 conda-forge ipynb-py-convert 0.4.6 pyh9f0ad1d_0 conda-forge ipysheet 0.5.0 pyhd8ed1ab_0 conda-forge ipython 8.2.0 py310hff52083_0 conda-forge ipython_genutils 0.2.0 py_1 conda-forge ipytree 0.2.1 pyhd8ed1ab_0 conda-forge ipyvtklink 0.2.2 pyhd8ed1ab_0 conda-forge ipywidgets 7.7.0 pyhd8ed1ab_0 conda-forge itsdangerous 2.1.2 pyhd8ed1ab_0 conda-forge jbig 2.1 h7f98852_2003 conda-forge jedi 0.18.1 py310hff52083_1 conda-forge jinja2 3.1.1 pyhd8ed1ab_0 conda-forge jmespath 1.0.0 pyhd8ed1ab_0 conda-forge joblib 1.1.0 pyhd8ed1ab_0 conda-forge jpeg 9e h166bdaf_1 conda-forge json-c 0.16 hc379101_0 conda-forge json5 0.9.5 pyh9f0ad1d_0 conda-forge jsoncpp 1.9.5 h4bd325d_1 conda-forge jsonschema 4.4.0 pyhd8ed1ab_0 conda-forge jupyter_client 7.2.2 pyhd8ed1ab_1 conda-forge jupyter_core 4.9.2 py310hff52083_0 conda-forge jupyter_server 1.16.0 pyhd8ed1ab_1 conda-forge jupyterlab 3.3.4 pyhd8ed1ab_0 conda-forge jupyterlab_pygments 0.2.2 pyhd8ed1ab_0 conda-forge jupyterlab_server 2.13.0 pyhd8ed1ab_1 conda-forge jupyterlab_widgets 1.1.0 pyhd8ed1ab_0 conda-forge jupytext 1.13.8 pyh4b9bcc7_0 conda-forge jxrlib 1.1 h7f98852_2 conda-forge kealib 1.4.14 h87e4c3c_3 conda-forge keplergl 0.3.2 pyhd8ed1ab_0 conda-forge keras 2.7.0 pyhd8ed1ab_0 conda-forge keras-preprocessing 1.1.2 pyhd8ed1ab_0 conda-forge keyutils 1.6.1 h166bdaf_0 conda-forge kiwisolver 1.4.2 py310hbf28c38_1 conda-forge kornia 0.6.4 pyhd8ed1ab_0 conda-forge krb5 1.19.3 h3790be6_0 conda-forge lame 3.100 h7f98852_1001 conda-forge large-image 1.14.1 pyhd8ed1ab_0 conda-forge large-image-source-gdal 1.14.1 pyhd8ed1ab_1 conda-forge lark-parser 0.12.0 pyhd8ed1ab_0 conda-forge laspy 2.1.2 pyh8a188c0_0 conda-forge lcms2 2.12 hddcbb42_0 conda-forge ld_impl_linux-64 2.36.1 hea4e1c9_2 conda-forge leafmap 0.9.1 pyhd8ed1ab_1 conda-forge lerc 3.0 h9c3ff4c_0 conda-forge libaec 1.0.6 h9c3ff4c_0 conda-forge libarchive 3.5.2 hccf745f_1 conda-forge libavif 0.10.1 h166bdaf_0 conda-forge libblas 3.9.0 14_linux64_mkl conda-forge libbrotlicommon 1.0.9 h166bdaf_7 conda-forge libbrotlidec 1.0.9 h166bdaf_7 conda-forge libbrotlienc 1.0.9 h166bdaf_7 conda-forge libcblas 3.9.0 14_linux64_mkl conda-forge libclang 13.0.1 default_hc23dcda_0 conda-forge libcrc32c 1.1.2 h9c3ff4c_0 conda-forge libcurl 7.82.0 h0b77cf5_0 libdap4 3.20.6 hd7c4107_2 conda-forge libdeflate 1.10 h7f98852_0 conda-forge libdrm 2.4.109 h7f98852_0 conda-forge libedit 3.1.20191231 he28a2e2_2 conda-forge libev 4.33 h516909a_1 conda-forge libevent 2.1.10 h9b69904_4 conda-forge libffi 3.4.2 h7f98852_5 conda-forge libgcc-ng 11.2.0 h1d223b6_16 conda-forge libgdal 3.4.2 hb785293_6 conda-forge libgfortran-ng 11.2.0 h69a702a_16 conda-forge libgfortran5 11.2.0 h5c6108e_16 conda-forge libglib 2.70.2 h174f98d_4 conda-forge libglu 9.0.0 he1b5a44_1001 conda-forge libgomp 11.2.0 h1d223b6_16 conda-forge libiconv 1.16 h516909a_0 conda-forge libkml 1.3.0 h238a007_1014 conda-forge liblapack 3.9.0 14_linux64_mkl conda-forge libllvm11 11.1.0 hf817b99_3 conda-forge libllvm13 13.0.1 hf817b99_2 conda-forge libmamba 0.22.1 hd8a31e3_1 conda-forge libmambapy 0.22.1 py310hab0e683_1 conda-forge libnetcdf 4.8.1 nompi_hb3fd0d9_101 conda-forge libnghttp2 1.46.0 hce63b2e_0 libnsl 2.0.0 h7f98852_0 conda-forge libogg 1.3.4 h7f98852_1 conda-forge libopus 1.3.1 h7f98852_1 conda-forge libpciaccess 0.16 h516909a_0 conda-forge libpng 1.6.37 h21135ba_2 conda-forge libpq 14.2 hd57d9b9_0 conda-forge libprotobuf 3.19.4 h780b84a_0 conda-forge libpysal 4.6.2 pyhd8ed1ab_0 conda-forge librttopo 1.1.0 hf69c175_9 conda-forge libsodium 1.0.18 h36c2ea0_1 conda-forge libsolv 0.7.20 h4ff587b_0 libspatialindex 1.9.3 h9c3ff4c_4 conda-forge libspatialite 5.0.1 ha867d66_15 conda-forge libssh2 1.10.0 ha56f1ee_2 conda-forge libstdcxx-ng 11.2.0 he4da1e4_16 conda-forge libtheora 1.1.1 h7f98852_1005 conda-forge libthrift 0.15.0 he6d91bd_1 conda-forge libtiff 4.3.0 h542a066_3 conda-forge libutf8proc 2.7.0 h7f98852_0 conda-forge libuuid 2.32.1 h7f98852_1000 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Last update:
2023-04-23