Osgeolive-jupyter

Python Libraries Strategy
Some priority python for the Jupyter Notebooks of 2022


 * GeoPandas (and pySAL) : direct link to GEOS 3.10, popular extension to Pandas data science; please recall that pySAL is merging into the GeoPandas project overall;  GeoPandas+pySAL use matplotlib graphics base, prefers Folium for web maps (?)


 * Numpy & Pandas :,  fundamental  packages


 * PostGIS writing done with pyscopg2  (low-level) or geoalchemy2   (ORM based on sqlalchemy)


 * rasterio : modern geoTIFF handling; sophisticated library design; not easy to build from source


 * Shapely & Fiona : direct link to libGEOS/ogr from python; example Notebooks in place


 * opendatacube core and Notebook client examples v1.8.7 -LINK-  odc-geo  a minimal Opendatacube setup (see below)


 * pySTAC spatial-temporal analysis standard; opendatacube collaborators  v1.4 -LINK-


 * stactools is a collection of interfaces and utilities, TBD from odc soon -LINK-


 * fsspec -LINK-


 * GRASS notebooks -LINK- -LINK2- -TWEET-


 * actinia notebooks - STAC adaptor -LINK- updates


 * rioxarray xarray adaptor for GDAL NetCDF  -README-  -INSTALL-


 * geopython OWSLib, pygeoapi, pygeometa v0.9.1, others .. All -LINK-


 * Scikit-Learn : original machine-learning library by international research team led by French math; stands the tests of time; integrated with SciPy for Fortran, BLAS, LAPACK libs; numpy for data allocation; important primitives like PCA, SVM, and KNN are optimized in practical ways, and then benchmarked against pure Fortran or C++ for comparison


 * boto for AWS S3, other data store transfer; can use AWS credentials (or Hetzner, or..) modern version using pip installed locally


 * osmium libosmium2-dev, libosmium2-doc, python3-pyosmium, osmium-tool : a C++ framework for working with OSM data files; osmium library bindings for Python 3 ##


 * mapnik libmapnik3.1, python3-mapnik : mapnik rendering engine for OSM maps and others


 * mapclassify : part of pySAL, versions must match with geopandas setup --LINK--


 * lightgbm : MSFT python, tricky to install, might have to wait until other versions are sorted here


 * inline maps vs slippy maps : cartopy, other matplotlib variants are inline static; notebook web maps need js libs e.g. ipyleaflet


 * EOmaps TODO evaluate here -LINK-


 * georasters TODO evaluate -LINK


 * Canada Met - Meteorological Service of Canada Open Data User Documentation -LINK-


 * LiDAR : this is slightly painful since modern commercial GIS is flooded with this tech, delivered by advanced Western companies seeking something novel to sell. Changes to the LASzip licensing have enabled inclusion, but as of today, no Debian maintainer in place, and bas wants PDAL out at this time. -EMAIL- -EMAIL2- *update* PDAL via dot-deb is included in ol15


 * DeepLearning "no" : deep learning has taken over in the modern AI/ML research, for funding and hype, but not on this disk. Please note that the ML libraries on osgeolive are completely useful, accurate and performant today.. no need for a constant and fast Internet connection, nor a compute infrastructure the size of a large naval ship, or special impenetrable models that can only be built by those machines. -LINK-  Serious and in-demand applications like "facial recognition" are not included here. Many real applications to remote sensing are built using DeepLearning, but those are not available on this disk. Some benefits of not including DeepLearning : no dependencies on tricky GPU libs; not suffering from fast-updates of important ML core libraries; avoid black-box training models, and their disk space; avoid software patent problems in Western Nations.

"I feel that a common and well-known distro like this is an opportunity to build engineering cooperation, between teams that may not interact otherwise.. like the physical code sprints" -darkblueb in California

Example Notebooks in previous OSGeoLive -LINK-

Other Resources: Pangeo PYTHIA -LINK-

opendatacube "Cube in a Box" -LINK-

--

Jammy Notes
Using PPA ubuntugis-unstable & Ubuntu Universe dot-deb packages, the installation results look roughly like this:

mjam@x10jam:~$ cat /etc/lsb-release DISTRIB_ID=Ubuntu DISTRIB_RELEASE=22.04 DISTRIB_CODENAME=jammy DISTRIB_DESCRIPTION="Ubuntu 22.04 LTS"

libgeos3.10.2  (libgeos3.10.2) libgdal-dev    (3.4.3+dfsg-1~jammy0) postgresql-14-postgis-3    (3.2.0+dfsg-1~focal0) PGSQL="140" POSTGIS="3.2.0 c3e3cc0" GEOS="3.10.2-CAPI-1.16.0" PROJ="8.2.1" LIBJSON="0.15"

System: python: 3.10.4 (main, Apr 2 2022, 09:04:19) [GCC 11.2.0] executable: /usr/bin/python3 machine: Linux-5.15.0-25-generic-x86_64-with-glibc2.35

Python dependencies: pip: 22.0.2 setuptools: 59.6.0 sklearn: 0.23.2 numpy: 1.21.5 scipy: 1.8.0 Cython: None pandas: 1.3.5 matplotlib: 3.5.1 joblib: 0.17.0 threadpoolctl: 3.1.0

Built with OpenMP: True

Jupyter jammy Version
dbb@x10jam:~$ jupyter --version Selected Jupyter core packages... IPython         : 7.31.1 ipykernel       : 6.7.0 ipywidgets      : 6.0.0 jupyter_client  : 7.1.2 jupyter_core    : 4.9.1 jupyter_server  : not installed jupyterlab      : not installed nbclient        : 0.5.6 nbconvert       : 6.4.0 nbformat        : 5.1.3 notebook        : 6.4.8 qtconsole       : not installed traitlets       : 5.1.1 dbb@x10jam:~$ jupyter --paths config: /home/dbb/.jupyter /home/dbb/.local/etc/jupyter /usr/etc/jupyter /usr/local/etc/jupyter /etc/jupyter data: /home/dbb/.local/share/jupyter /usr/local/share/jupyter /usr/share/jupyter runtime: /home/dbb/.local/share/jupyter/runtime

Jupyter Notebooks
Notes: the demo material from Actinia/GRASS, opendatacube and others use an AWS connection. We want to demo without requiring a connection. There was an idea that a video could be a local file with the demo. Enock said he can edit video, and that some High School Summer of Code students submit their project this way, but the quality is not professional. Angelos suggested that any demo in a video should also be available to actually run, if the network is working; also the GRASS Notebooks download data, and then use that as the demo, instead of doing work only in the clouds. Brian said we should move to beta1 with ordinary Jupyter and then make changes to the details of the Notebooks and python stack.

opendatacube
The Open Data Cube (ODC) is an Open-Source Geospatial Data Management and Analysis Software project that helps you harness the power of Earth observation data. At its core, the ODC is a set of Python libraries and PostgreSQL database that helps you work with geospatial raster data.

Core features: --
 * Catalogue large amounts of Earth observation data
 * Use a Python based API for query and data access
 * Perform exploratory data analysis using popular Python libraries like Xarray, Pandas, and Matplotlib

Details

Website: https://www.opendatacube.org/

Licence: Apache 2.0

Software Version: 1.8.7

Supported Platforms: Linux, Mac, Windows

API Interfaces: Python

31july2022

~$ DATACUBE_CONFIG_PATH=~/.config/datacube/datacube.conf datacube -v system init 2022-08-01 04:26:09,231 8491 datacube INFO Running datacube command: /usr/bin/datacube -v system init Initialising database... 2022-08-01 04:26:10,032 8491 datacube.drivers.postgres._core INFO Ensuring user roles. 2022-08-01 04:26:10,044 8491 datacube.drivers.postgres._core INFO Creating schema. 2022-08-01 04:26:10,045 8491 datacube.drivers.postgres._core INFO Creating tables. 2022-08-01 04:26:10,093 8491 datacube.drivers.postgres._core INFO Creating triggers. 2022-08-01 04:26:10,100 8491 datacube.drivers.postgres._core INFO Creating added column. 2022-08-01 04:26:10,104 8491 datacube.drivers.postgres._core INFO Adding role grants. 2022-08-01 04:26:10,106 8491 datacube.index.postgres.index INFO Adding default metadata types. Created. Checking indexes/views. 2022-08-01 04:26:10,295 8491 datacube.drivers.postgres._api INFO Checking dynamic views/indexes. (rebuild views=True, indexes=False) Done.

26july2022

$ datacube product add /path/to/landsat-clip.yml

--- landsat-clip.yml name: clip_landsat description: example ortho imagery metadata_type: eo3

license: CC-BY-4.0

metadata: product: name: clip_landsat

storage: crs: EPSG:32619 resolution: longitude: 28.497418829384827 latitude: -28.503958771796388

measurements: - name: imagery dtype: byte nodata: -32768.0 units: "meter"

$ rio info data/landsat/clip10.tif {"bounds": [374141.9163735037, 4597362.958980484, 450657.48593040195, 4662494.504774039], "colorinterp": ["gray"], "count": 1, "crs": "EPSG:32619", "descriptions": [null], "driver": "GTiff", "dtype": "uint8", "height": 2285, "indexes": [1], "interleave": "band", "lnglat": [-70.054716274406, 41.81639512026538], "mask_flags": "all_valid", "nodata": null, "res": [28.497418829384827, 28.503958771796388], "shape": [2285, 2685], "tiled": false, "transform": [28.497418829384827, 0.0, 374141.9163735037, 0.0, -28.503958771796388, 4662494.504774039, 0.0, 0.0, 1.0], "units": [null], "width": 2685}

id: f884df9b-4458-bbbb-aaaa-1a52a2db8a1a $schema: 'https://schemas.opendatacube.org/dataset'
 * 1) UUID of the dataset

product: name: clip_landsat_example0
 * 1) Product name

crs: "epsg:32619"
 * 1) Native CRS, assumed to be the same across all bands

grids: default: # "default" grid must be present shape: [2285, 2685] transform: [28.497418829384827, 0.0, 374141.9163735037, 0.0, -28.503958771796388, 4662494.504774039, 0.0, 0.0, 1.0]
 * 1) Mapping name:str -> { shape:     Tuple[ny: int, nx: int]
 * 2)                       transform: Tuple[float x 9]}
 * 3) Captures image size, and geo-registration

measurements: red:              # Band using "default" grid should omit `grid` key path: red.tif   # Path relative to the dataset location
 * 1) Per band storage information and references into `grids`
 * 2) Bands using the "default" grid should not need to reference it


 * 1) optional dataset location (useful for public datasets)
 * 2) location: https://landsatonaws.com/L8/099/072/LC08_L1GT_099072_20200523_20200523_01_RT/metadata.yaml

properties: eo:platform: landsat-8 eo:instrument: OLI_TIRS
 * 1) Dataset properties, prefer STAC standard names here
 * 2) Timestamp is the only compulsory field here

# When recording time range use dtr:{start,end}_datetime dtr:start_datetime: 2020-01-01T07:02:02.233Z dtr:end_datetime:  2020-01-01T07:03:04.397Z

# ODC specific "extensions" odc:processing_datetime: 2020-02-02T08:10:00.000Z

odc:file_format: GeoTIFF odc:region_code: "074071"  # provider specific unique identified for the same location # for Landsat '{:03d}{:03d}'.format(path, row)

dea:dataset_maturity: final # one of: final| interim| nrt (near real time) odc:product_family: ard    # can be useful for larger installations

lineage: {} # set to empty object if no lineage is defined
 * 1) Lineage only references UUIDs of direct source datasets
 * 2) Mapping name:str -> [UUID]

25jul2022

user@osgeolive:~$ pip install --user lark-parser Collecting lark-parser Downloading lark_parser-0.12.0-py2.py3-none-any.whl (103 kB) ━-━━━ 103.5/103.5 KB 352.8 kB/s eta 0:00:00 Installing collected packages: lark-parser ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. mappyfile 0.9.7 requires jsonref==0.2, but you have jsonref 0.1 which is incompatible. Successfully installed lark-parser-0.12.0

$ createdb datacube $ psql datacube -c 'create extension postgis' $ mkdir ~/.config/datacube $ cat << EOF > ~/.config/datacube/datacube.conf [datacube] db_database: datacube

db_hostname:
 * 1) A blank host will use a local socket. Specify a hostname (such as localhost) to use TCP.

db_username: user db_password: user EOF
 * 1) Credentials are optional: you might have other Postgres authentication configured.
 * 2) The default username otherwise is the current user id.

user@osgeolive:~$ DATACUBE_CONFIG_PATH=~/.config/datacube/datacube.conf datacube -v system init 2022-07-26 04:35:51,760 4663 datacube INFO Running datacube command: /usr/bin/datacube -v system init Initialising database... 2022-07-26 04:35:52,213 4663 datacube.drivers.postgres._core INFO Ensuring user roles. 2022-07-26 04:35:52,270 4663 datacube.drivers.postgres._core INFO Creating schema. 2022-07-26 04:35:52,271 4663 datacube.drivers.postgres._core INFO Creating tables. 2022-07-26 04:35:53,006 4663 datacube.drivers.postgres._core INFO Creating triggers. 2022-07-26 04:35:53,015 4663 datacube.drivers.postgres._core INFO Creating added column. 2022-07-26 04:35:53,055 4663 datacube.drivers.postgres._core INFO Adding role grants. 2022-07-26 04:35:53,066 4663 datacube.index.postgres.index INFO Adding default metadata types. Created. Checking indexes/views. 2022-07-26 04:35:53,376 4663 datacube.drivers.postgres._api INFO Checking dynamic views/indexes. (rebuild views=True, indexes=False) Done.

https://github.com/opendatacube/datacube-dataset-config https://github.com/opendatacube/datacube-dataset-config/tree/main/products

https://mybinder.org/v2/gh/opendatacube/odc-stac/develop?urlpath=lab/workspaces/demo

https://notebooks.gesis.org/binder/jupyter/user/opendatacube-odc-stac-cnk43e3t/lab/workspaces/demo/tree/notebooks/stac-load-S2-ms.ipynb

https://datacube-core.readthedocs.io/en/latest/installation/indexing-data/step-guide.html

18June2022 - opendatacube notebooks have very current software under development. Finding the stable parts is a challenge. #osgeolive alpha1 python-geo environment is surprisingly current, and matches a lot of ODC team dev environments including Folium. BUT two important parts are different: odc-devs have more DASK components (multi-processing chains); they have extended rasterio parts that I have not seen here yet. Others not present on alpha1 are JupyterLab parts - we are not going to use those (I read in the reviews late last year JupyterLab still has quality problems). ipyleaflet is developed with JupyterLab.. I am not confident ipyleaflet will work.. maybe. The alpha1 dot-deb packaging simplifies setup, MUCH simpler than their dev setup, and we have no DeepLearning ML GPU libs here.

Minimal datacube install from dot-deb $apt install python3-xarray  python3-cfgrib  python3-datacube

Packages that will be installed: python3-cachetools python3-cloudpickle  python3-dask python3-datacube  python3-distributed  python3-fsspec python3-heapdict  python3-locket  python3-msgpack python3-partd  python3-psutil  python3-sortedcontainers python3-tblib  python3-toolz python3-tornado  python3-zict

Jupyter jammy Install
dbb@x10jam:~$ sudo apt install jupyter

The following additional packages will be installed: fonts-glyphicons-halflings jupyter-client jupyter-console jupyter-core jupyter-nbconvert jupyter-nbextension-jupyter-js-widgets jupyter-nbformat jupyter-notebook libjs-backbone libjs-bootstrap libjs-bootstrap-tour libjs-codemirror libjs-es6-promise libjs-jed libjs-jquery-typeahead libjs-marked libjs-moment libjs-requirejs libjs-requirejs-text libjs-text-encoding libjs-xterm node-jed python3-argon2 python3-ipywidgets python3-jupyter-console python3-notebook python3-prometheus-client python3-send2trash python3-terminado python3-widgetsnbextension

Get:1 http://mirrors.wikimedia.org/ubuntu jammy/universe amd64 fonts-glyphicons-halflings all 1.009~3.4.1+dfsg-2 [117 kB]

Jupyter R Install
dbb@x10jam:~$ sudo apt install r-cran-sf Reading package lists... Done Building dependency tree... Done Reading state information... Done

The following additional packages will be installed: bzip2-doc gfortran gfortran-11 libblas-dev libbz2-dev libc-ares2 libgfortran-11-dev libjs-d3 libjs-es5-shim libjs-highlight.js libjs-jquery-datatables libjs-jquery-datatables-extensions libjs-jquery-selectize.js libjs-json libjs-microplugin.js libjs-modernizr libjs-prettify libjs-sifter.js libjs-twitter-bootstrap-datepicker liblapack-dev libnlopt0 libnode72 libreadline-dev libudunits2-0 libudunits2-data littler node-highlight.js node-html5shiv node-normalize.css nodejs nodejs-doc r-base-core r-base-dev r-cran-abind r-cran-acepack r-cran-askpass r-cran-assertthat r-cran-backports r-cran-base64enc r-cran-bench r-cran-bh r-cran-bit r-cran-bit64 r-cran-bitops r-cran-blob r-cran-boot r-cran-brio r-cran-broom r-cran-cachem r-cran-callr r-cran-caret r-cran-catools r-cran-cba r-cran-checkmate r-cran-chron r-cran-class r-cran-classint r-cran-cli r-cran-cliapp r-cran-cluster r-cran-codetools r-cran-colorspace r-cran-commonmark r-cran-conquer r-cran-covr r-cran-cpp11 r-cran-crayon r-cran-crosstalk r-cran-curl r-cran-cvst r-cran-data.table r-cran-dbi r-cran-dbitest r-cran-dbplyr r-cran-ddalpha r-cran-decor r-cran-deldir r-cran-deoptimr r-cran-desc r-cran-diffobj r-cran-digest r-cran-dimred r-cran-domc r-cran-dplyr r-cran-drr r-cran-dt r-cran-dygraphs r-cran-e1071 r-cran-earth r-cran-ellipsis r-cran-evaluate r-cran-fansi r-cran-farver r-cran-fastica r-cran-fastmap r-cran-fastmatch r-cran-filehash r-cran-fnn r-cran-fontbitstreamvera r-cran-fontliberation r-cran-fontquiver r-cran-foreach r-cran-foreign r-cran-formula r-cran-fs r-cran-fts r-cran-furrr r-cran-future r-cran-future.apply r-cran-gdata r-cran-generics r-cran-geometry r-cran-geosphere r-cran-ggplot2 r-cran-gh r-cran-gitcreds r-cran-globals r-cran-glue r-cran-goftest r-cran-gower r-cran-gplots r-cran-gridextra r-cran-gtable r-cran-gtools r-cran-hexbin r-cran-highr r-cran-hmisc r-cran-hms r-cran-htmltable r-cran-htmltools r-cran-htmlwidgets r-cran-httpuv r-cran-httr r-cran-igraph r-cran-ini r-cran-interp r-cran-ipred r-cran-isoband r-cran-iterators r-cran-jpeg r-cran-jsonlite r-cran-kernlab r-cran-kernsmooth r-cran-knitr r-cran-ks r-cran-labeling r-cran-later r-cran-lattice r-cran-latticeextra r-cran-lava r-cran-lazyeval r-cran-lifecycle r-cran-linprog r-cran-listenv r-cran-littler r-cran-lme4 r-cran-lobstr r-cran-logcondens r-cran-lpsolve r-cran-lubridate r-cran-lwgeom r-cran-magic r-cran-magrittr r-cran-mapproj r-cran-maps r-cran-maptools r-cran-markdown r-cran-mass r-cran-matrix r-cran-matrixmodels r-cran-matrixstats r-cran-mclust r-cran-mda r-cran-memoise r-cran-mets r-cran-mgcv r-cran-mime r-cran-minqa r-cran-misc3d r-cran-mlbench r-cran-mlmetrics r-cran-mockery r-cran-mockr r-cran-modeldata r-cran-modelmetrics r-cran-multcomp r-cran-multicool r-cran-munsell r-cran-mvtnorm r-cran-nlme r-cran-nloptr r-cran-nnet r-cran-numderiv r-cran-openssl r-cran-palmerpenguins r-cran-parallelly r-cran-pillar r-cran-pkgbuild r-cran-pkgconfig r-cran-pkgkitten r-cran-pkgload r-cran-plogr r-cran-plot3d r-cran-plotmo r-cran-plotrix r-cran-pls r-cran-plyr r-cran-png r-cran-polyclip r-cran-pracma r-cran-praise r-cran-prettycode r-cran-prettyunits r-cran-proc r-cran-processx r-cran-prodlim r-cran-profmem r-cran-progress r-cran-progressr r-cran-promises r-cran-proxy r-cran-ps r-cran-purrr r-cran-quadprog r-cran-quantmod r-cran-quantreg r-cran-r6 r-cran-ragg r-cran-rann r-cran-rappdirs r-cran-raster r-cran-rcolorbrewer r-cran-rcpp r-cran-rcpparmadillo r-cran-rcppeigen r-cran-rcppprogress r-cran-rcpproll r-cran-recipes r-cran-rematch2 r-cran-reshape2 r-cran-rex r-cran-rgdal r-cran-rgl r-cran-rlang r-cran-rmarkdown r-cran-rmysql r-cran-robustbase r-cran-rocr r-cran-rpart r-cran-rpostgresql r-cran-rprojroot r-cran-rsample r-cran-rspectra r-cran-rsqlite r-cran-rstudioapi r-cran-runit r-cran-s2 r-cran-sandwich r-cran-sass r-cran-scales r-cran-selectr r-cran-setrng r-cran-sfsmisc r-cran-shiny r-cran-slider r-cran-sodium r-cran-sourcetools r-cran-sp r-cran-sparsem r-cran-spatial r-cran-spatstat r-cran-spatstat.core r-cran-spatstat.data r-cran-spatstat.geom r-cran-spatstat.linnet r-cran-spatstat.sparse r-cran-spatstat.utils r-cran-squarem r-cran-statmod r-cran-stringi r-cran-stringr r-cran-survival r-cran-svglite r-cran-sys r-cran-systemfonts r-cran-teachingdemos r-cran-tensor r-cran-terra r-cran-testit r-cran-testthat r-cran-textshaping r-cran-th.data r-cran-tibble r-cran-tidyr r-cran-tidyselect r-cran-tikzdevice r-cran-timedate r-cran-timereg r-cran-timeseries r-cran-tinytex r-cran-tseries r-cran-ttr r-cran-units r-cran-utf8 r-cran-vctrs r-cran-vdiffr r-cran-viridis r-cran-viridislite r-cran-waldo r-cran-warp r-cran-webutils r-cran-withr r-cran-wk r-cran-wkutils r-cran-xfun r-cran-xml r-cran-xml2 r-cran-xtable r-cran-xts r-cran-yaml r-cran-zoo r-doc-html r-recommended ttf-bitstream-vera

Get:1 http://mirrors.wikimedia.org/ubuntu jammy/main amd64 bzip2-doc all 1.0.8-5build1 [500 kB]

...                   Get:325 http://mirrors.wikimedia.org/ubuntu jammy/universe amd64 r-recommended all 4.1.2-1ubuntu2 [2,624 B]   Fetched 299 MB in 12min 45s (391 kB/s) Extracting templates from packages: 100% Selecting previously unselected package bzip2-doc. (Reading database ... 438665 files and directories currently installed.)

Setting up libjs-json (0~20210531+~1.0.8-1) ... Setting up r-cran-bh (1.74.0-2) ... Setting up bzip2-doc (1.0.8-5build1) ... Setting up ttf-bitstream-vera (1.10-8.2) ... Setting up r-doc-html (4.1.2-1ubuntu2) ... Setting up libgfortran-11-dev:amd64 (11.2.0-19ubuntu1) ... Setting up libjs-sifter.js (0.6.0+dfsg-2) ... Setting up libjs-twitter-bootstrap-datepicker (1.3.1+dfsg1-4.1) ... Setting up node-html5shiv (3.7.3+dfsg-4) ... Setting up libnlopt0:amd64 (2.7.1-3build1) ... Setting up libjs-microplugin.js (0.0.3+dfsg-1.1) ... Setting up libc-ares2:amd64 (1.18.1-1build1) ... Setting up libreadline-dev:amd64 (8.1.2-1) ... Setting up libjs-modernizr (2.6.2+ds1-4) ... Setting up libnode72:amd64 (12.22.9~dfsg-1ubuntu3) ... Setting up libjs-jquery-datatables (1.11.4+dfsg-1) ... Setting up libjs-es5-shim (4.6.4-1) ... Setting up r-base-core (4.1.2-1ubuntu2) ...

Creating config file /etc/R/Renviron with new version

Note: https://isciences.gitlab.io/exactextractr/

pangeo test install
https://github.com/pangeo-data/pangeo-tutorial-gallery

$ pip install --user geocube Collecting geocube Downloading geocube-0.3.2-py3-none-any.whl (20 kB) Requirement already satisfied: appdirs in /usr/lib/python3/dist-packages (from geocube) (1.4.4) Requirement already satisfied: pyproj>=2 in /usr/lib/python3/dist-packages (from geocube) (3.3.0) Requirement already satisfied: click>=6.0 in /usr/lib/python3/dist-packages (from geocube) (8.0.3) Collecting rioxarray>=0.4 Downloading rioxarray-0.11.1.tar.gz (49 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 49.7/49.7 KB 283.0 kB/s eta 0:00:00 Installing build dependencies ... done Getting requirements to build wheel ... done Preparing metadata (pyproject.toml) ... done Collecting xarray>=0.17 Downloading xarray-2022.3.0-py3-none-any.whl (870 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 870.9/870.9 KB 388.3 kB/s eta 0:00:00 Requirement already satisfied: numpy>=1.20 in /usr/lib/python3/dist-packages (from geocube) (1.21.5) Requirement already satisfied: scipy in /usr/lib/python3/dist-packages (from geocube) (1.8.0) Requirement already satisfied: geopandas>=0.7 in /usr/lib/python3/dist-packages (from geocube) (0.10.2) Collecting odc-geo Downloading odc_geo-0.2.1-py3-none-any.whl (102 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 102.8/102.8 KB 279.6 kB/s eta 0:00:00 Requirement already satisfied: rasterio in /usr/lib/python3/dist-packages (from geocube) (1.2.10) Requirement already satisfied: packaging in /usr/lib/python3/dist-packages (from rioxarray>=0.4->geocube) (21.3) Requirement already satisfied: pandas>=1.1 in /usr/lib/python3/dist-packages (from xarray>=0.17->geocube) (1.3.5) Requirement already satisfied: affine in /usr/lib/python3/dist-packages (from odc-geo->geocube) (2.3.0) Requirement already satisfied: cachetools in /usr/lib/python3/dist-packages (from odc-geo->geocube) (5.0.0) Requirement already satisfied: shapely in /usr/lib/python3/dist-packages (from odc-geo->geocube) (1.8.0) Building wheels for collected packages: rioxarray Building wheel for rioxarray (pyproject.toml) ... done Created wheel for rioxarray: filename=rioxarray-0.11.1-py2.py3-none-any.whl size=50942 sha256=61bb0bfd8815420dc5129f7c7a14afff11796b6978c976a5b3001e54b16ac5e4 Stored in directory: /home/dbb/.cache/pip/wheels/65/e9/a4/20811fc3ecaddf11c40d1e649d0d1bbe3cbbbd71559ca3cd9b Successfully built rioxarray Installing collected packages: xarray, odc-geo, rioxarray, geocube WARNING: The script geocube is installed in '/home/dbb/.local/bin' which is not on PATH. Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location. Successfully installed geocube-0.3.2 odc-geo-0.2.1 rioxarray-0.11.1 xarray-2022.3.0

env
TODO pytest tests integration_tests in datacube-core

affine                       2.3.0 appdirs                      1.4.4 apt_xapian_index             .49 asgiref                      3.5.0 attrs                        21.2.0 Babel                        2.8.0 beniget                      0.4.1 blinker                      1.4 branca                       0.4.2 Brotli                       1.0.9 Cartopy                      0.0.0 certifi                      2020.6.20 cftime                       1.5.2 chardet                      4.0.0 click                        8.0.3 click_plugins                1.1.1 cligj                        0.7.2 colorama                     0.4.4 command_not_found            0.3 cryptography                 3.4.8 cupshelpers                  1.0 cycler                       0.11.0 dbus_python                  1.2.18 decorator                    4.4.2 defer                        1.0.6 Deprecated                   1.2.13 descartes                    1.1.0 distro                       1.7.0 distro_info                  1.1 Django                       3.2.12 django_model_utils           0.0.0 EOxServer                    1.1.0 Fiona                        1.8.21 Flask                        2.0.1 folium                       0.0.0 fonttools                    4.29.1 fs                           2.4.12 future                       0.18.2 galternative                 1.0.8 gast                         0.5.2 GDAL                         3.4.3 geographiclib                1.52 geojson                      2.5.0 geolinks                     0.2.0 geopandas                    0.10.2 gps                          3.22 greenlet                     1.1.2 httplib2                     0.20.2 humanize                     0.0.0 idna                         3.3 importlib_metadata           4.6.4 iotop                        0.6 ipython_genutils             0.2.0 itsdangerous                 2.1.0 jeepney                      0.7.1 Jinja2                       3.0.3 joblib                       0.17.0 jsonref                      0.1 jsonschema                   3.2.0 jupyter_core                 4.9.1 keyring                      23.5.0 kiwisolver                   1.3.2 language_selector            0.1 lark                         1.1.1 launchpadlib                 1.10.16 lazr.restfulclient           0.14.4 lazr.uri                     1.0.6 lubuntu_update_notifier      0.4.dev0 lxml                         4.8.0 lz4                          3.1.3 mapnik                       3.0.23 MapProxy                     1.14.0 mappyfile                    0.9.7 mapscript                    7.6.4 MarkupSafe                   2.0.1 matplotlib                   3.5.1 meld                         3.20.4 more_itertools               8.10.0 mpmath                       0.0.0 munch                        2.5.0 nbformat                     5.1.3 netCDF4                      1.5.8 netifaces                    0.11.0 networkx                     2.4 Nik4                         1.7.0 numpy                        1.21.5 oauthlib                     3.2.0 osmapi                       3.0.0 osmium                       3.2.0 OWSLib                       0.25.0 packaging                    21.3 palettable                   3.3.0 pandas                       1.3.5 pbr                          5.8.0 Pillow                       9.0.1 plotly                       5.4.0 ply                          3.11 psycopg2                     2.9.2 pycairo                      1.20.1 pycql                        0.0.8 pycups                       2.0.1 pydantic                     1.8.2 pygeoapi                     0.12.0 Pygments                     2.11.2 PyGObject                    3.42.0 PyJWT                        2.3.0 PyOpenGL                     3.1.5 pyparsing                    2.4.7 pyproj                       3.3.0 PyQt5                        5.15.6 PyQt5_sip                    12.9.1 pyrsistent                   0.18.1 pysal                        2.1.0 pyserial                     3.5 pyshp                        2.2.0 python_apt                   2.3.0 python_dateutil              2.8.1 python_debian                0.1.43 pythran                      0.10.0 pytz                         2022.1 pywps                        4.5.1 pyxdg                        0.27 PyYAML                       5.4.1 QScintilla                   2.11.6/ rasterio                     1.2.10 requests                     2.25.1 Rtree                        0.9.7 scikit_learn                 0.23.2 scipy                        1.8.0 seaborn                      0.11.2 SecretStorage                3.3.1 setuptools                   59.6.0 Shapely                      1.8.0 six                          1.16.0 snuggs                       1.4.7 SQLAlchemy                   1.4.31 sqlparse                     0.4.2 sympy                        1.9 systemd_python               234 tenacity                     6.3.1 threadpoolctl                3.1.0 tinydb                       3.15.2 tqdm                         4.57.0 traitlets                    5.1.1 typing_extensions           3.10.0.2 ubuntu_advantage_tools       27.8 ubuntu_drivers_common        0.0.0 ufoLib2                      0.13.1 ufw                          0.36.1 unattended_upgrades          0.1 unicodecsv                   0.14.1 unicodedata2                 14.0.0 urllib3                      1.26.5 usb_creator                  0.3.7 wadllib                      1.3.6 Werkzeug                     2.0.2 wrapt                        1.13.3 wxPython                     4.0.7 xdg                          5 xkit                         0.0.0 xmltodict                    0.12.0 zipp                         1.0.0 zipstream                    1.1.4 -- alpha1 Installed dist-packages adal                         1.2.7 adlfs                        2022.4.0 affine                       2.3.1 aiobotocore                  2.2.0 aiohttp                      3.8.1 aioitertools                 0.10.0 aiosignal                    1.2.0 alembic                      1.7.7 ansiwrap                     0.8.4 anyio                        3.5.0 appdirs                      1.4.4 argon2-cffi                  21.3.0 argon2-cffi-bindings         21.2.0 asciitree                    0.3.3 asgiref                      3.5.0 asn1crypto                   1.5.1 astropy                      5.0.4 asttokens                    2.0.5 async-generator              1.10 async-timeout                4.0.2 attrs                        21.4.0 av                           9.2.0 awscli                       1.22.76 azure-core                   1.23.1 azure-data-tables            12.4.0 azure-datalake-store         0.0.51 azure-identity               1.9.0 azure-storage-blob           12.11.0 Babel                        2.9.1 backcall                     0.2.0 backports.functools-lru-cache 1.6.4 beautifulsoup4               4.11.1 black                        22.3.0 bleach                       5.0.0 blinker                      1.4 blosc                        1.10.2 bokeh                        2.4.2 boltons                      21.0.0 boto3                        1.21.21 botocore                     1.24.21 Bottleneck                   1.3.4 bqplot                       0.12.33 branca                       0.4.2 brotlipy                     0.7.0 cached-property              1.5.2 cachetools                   5.0.0 cachey                       0.2.1 Cartopy                      0.20.2 cchardet                     2.1.7 certifi                      2021.10.8 certipy                      0.1.3 cf-xarray                    0.7.2 cffi                         1.15.0 cfgrib                       0.9.10.1 cftime                       1.6.0 cgen                         2020.1 charset-normalizer           2.0.12 ciso                         0.1.0 click                        8.0.4 click-plugins                1.1.1 cligj                        0.7.2 cloudpickle                  2.0.0 cmip6-preprocessing          0.0.0 cmocean                      2.0 colorama                     0.4.3 colorcet                     3.0.0 colorspacious                1.1.2 colour                       0.1.5 commonmark                   0.9.1 configobj                    5.0.6 contextily                   1.2.0 croniter                     0.3.36 cryptography                 36.0.2 cycler                       0.11.0 cytoolz                      0.11.2 dask                         2022.2.1 dask-gateway                 0.9.0 dask-geopandas               0.1.0 dask-glm                     0.2.0 dask-image                   2021.12.0 dask-kubernetes              2022.1.0 dask-labextension            5.2.0 dask-ml                      2022.1.22 dataclasses                  0.8 datacube                     1.8.6 datashader                   0.14.0 datashape                    0.5.4 debugpy                      1.6.0 decorator                    5.1.1 defusedxml                   0.7.1 descartes                    1.1.0 distributed                  2022.2.1 docker                       5.0.3 docker-pycreds               0.4.0 docopt                       0.6.2 docrep                       0.3.2 docutils                     0.15.2 donfig                       0.7.0 eccodes                      1.4.0 elementpath                  2.5.1 entrypoints                  0.4 eofs                         1.4.0 erddapy                      1.2.1 ESMPy                        8.2.0 executing                    0.8.3 fastapi                      0.75.2 fasteners                    0.17.3 fastjmd95                    0.2.1 fastjsonschema               2.15.3 fastprogress                 1.0.2 filelock                     3.6.0 findlibs                     0.0.2 Fiona                        1.8.21 flit-core                    3.7.1 flox                         0.4.1 folium                       0.12.1.post1 fonttools                    4.33.3 frozenlist                   1.3.0 fsspec                       2022.3.0 future                       0.18.2 gcsfs                        2022.3.0 GDAL                         3.4.2 gdown                        4.4.0 geocube                      0.2.0 geogif                       0.1.3 geographiclib                1.52 geojson                      2.5.0 geopandas                    0.10.2 geopy                        2.2.0 geoviews                     1.9.5 google-api-core              2.5.0 google-auth                  2.6.6 google-auth-oauthlib         0.5.1 google-cloud-core            2.2.2 google-cloud-storage         2.1.0 google-crc32c                1.1.2 google-resumable-media       2.1.0 googleapis-common-protos     1.56.0 graphviz                     0.20 greenlet                     1.1.2 grpcio                       1.45.0 gsw                          3.4.0 h11                          0.13.0 h5netcdf                     0.0.0 h5py                         3.6.0 HeapDict                     1.0.1 holoviews                    1.14.8 hvplot                       0.7.3 idna                         3.3 imagecodecs                  2022.2.22 imageio                      2.18.0 importlib-metadata           4.11.3 importlib-resources          5.7.1 iniconfig                    1.1.1 intake                       0.6.5 intake-esm                   2021.8.17 intake-geopandas             0.4.0 intake-xarray                0.6.0 ipyevents                    2.0.1 ipyfilechooser               0.6.0 ipykernel                    6.13.0 ipyleaflet                   0.16.0 ipysheet                     0.5.0 ipython                      8.3.0 ipython-genutils             0.2.0 ipytree                      0.2.1 ipywidgets                   7.6.5 isodate                      0.6.1 jdcal                        1.4.1 jedi                         0.18.1 Jinja2                       3.1.1 jmespath                     1.0.0 joblib                       1.1.0 json5                        0.9.5 jsonpickle                   2.1.0 jsonschema                   4.4.0 jupyter-client               7.3.0 jupyter-core                 4.9.2 jupyter-panel-proxy          0.1.0 jupyter-resource-usage       0.6.1 jupyter-server               1.17.0 jupyter-server-proxy         3.2.1 jupyter-telemetry            0.1.0 jupyterhub                   2.2.1 jupyterlab                   3.3.1 jupyterlab-geojson           3.2.0 jupyterlab-pygments          0.2.2 jupyterlab-server            2.13.0 jupyterlab-widgets           1.1.0 kiwisolver                   1.4.2 kubernetes                   23.3.0 kubernetes-asyncio           22.6.4 lark-parser                  0.12.0 leafmap                      0.9.2 llvmlite                     0.36.0 locket                       1.0.0 lz4                          4.0.0 Mako                         1.2.0 mapclassify                  2.4.3 Markdown                     3.3.6 MarkupSafe                   2.1.1 marshmallow                  3.15.0 marshmallow-oneofschema      3.0.1 matplotlib                   3.5.1 matplotlib-inline            0.1.3 mercantile                   1.2.1 MetPy                        1.3.0 mistune                      0.8.4 morecantile                  3.1.2 mpi4py                       3.1.3 msal                         1.17.0 msal-extensions              0.3.1 msgpack                      1.0.3 msrest                       0.6.21 multidict                    6.0.2 multipledispatch             0.6.0 munch                        2.5.0 munkres                      1.1.4 mypy-extensions              0.4.3 natsort                      8.1.0 nb-conda-kernels             2.3.1 nbclassic                    0.3.7 nbclient                     0.5.13 nbconvert                    6.5.0 nbformat                     5.3.0 nbgitpuller                  1.0.2 nbstripout                   0.5.0 nc-time-axis                 1.4.1 nest-asyncio                 1.5.5 netCDF4                      1.5.8 networkx                     2.8 noise                        1.2.2 notebook                     6.4.11 notebook-shim                0.1.0 numba                        0.53.1 numcodecs                    0.9.1 numexpr                      2.8.0 numpy                        1.22.3 numpy-groupies               0.9.15 oauthlib                     3.2.0 odc-algo                     0.2.2 odc-geo                      0.2.0 odc-stac                     0.3.0 packaging                    21.3 pamela                       1.0.0 pandas                       1.4.2 pandocfilters                1.5.0 panel                        0.13.0 papermill                    2.3.4 param                        1.12.1 parcels                      2.3.0 parso                        0.8.3 partd                        1.2.0 pathspec                     0.9.0 patsy                        0.5.2 pdal                         3.1.2 pdal-plugins                 1.2.0 pendulum                     2.1.2 pexpect                      4.8.0 pickleshare                  0.7.5 Pillow                       9.1.0 PIMS                         0.5 Pint                         0.19.2 pip                          20.3.4 planetary-computer           0.4.6 platformdirs                 2.5.1 pluggy                       1.0.0 pooch                        1.6.0 portalocker                  2.4.0 prefect                      1.2.1 progressbar2                 4.0.0 prometheus-client            0.14.1 prompt-toolkit               3.0.29 protobuf                     3.19.4 pscript                      0.7.5 psutil                       5.9.0 psycopg2                     2.9.3 ptyprocess                   0.7.0 pure-eval                    0.2.2 py                           1.11.0 pyarrow                      7.0.0 pyasn1                       0.4.8 pyasn1-modules               0.2.7 pycamhd                      0.7.0 pycparser                    2.21 PyCRS                        1.0.2 pyct                         0.4.6 pycurl                       7.45.1 pydantic                     1.9.0 pydap                        3.3.0 pyepsg                       0.4.0 pyerfa                       2.0.0.1 pygeos                       0.12.0 Pygments                     2.12.0 PyJWT                        2.3.0 pykdtree                     1.3.4 pymbolic                     2021.1 pyOpenSSL                    22.0.0 pyorbital                    1.7.1 pyparsing                    3.0.8 pyproj                       3.3.1 PyQt5                        5.12.3 PyQt5-sip                    4.19.18 PyQtChart                    5.12 PyQtWebEngine                5.12.1 pyresample                   1.23.0 pyrsistent                   0.18.1 pyshp                        2.2.0 PySocks                      1.7.1 pyspectral                   0.11.0 pystac                       1.2.0 pystac-client                0.3.2 pytest                       7.1.2 python-box                   6.0.2 python-dateutil              2.8.2 python-geotiepoints          1.4.0 python-gist                  0.10.6 python-gnupg                 0.4.8 python-json-logger           2.0.1 python-slugify               6.1.2 python-utils                 3.1.0 pytools                      2022.1.6 pytz                         2022.1 pytzdata                     2020.1 pyu2f                        0.1.5 pyviz-comms                  2.2.0 PyWavelets                   1.3.0 PyYAML                       5.4.1 pyzmq                        22.3.0 rasterio                     1.2.10 rechunker                    0.4.2 requests                     2.27.1 requests-oauthlib            1.3.1 rfc3339-validator            0.1.4 rich                         12.3.0 rio-cogeo                    3.2.0 rio-mucho                    1.0.0 rio-tiler                    1.4.0 rio-toa                      0.3.0 rioxarray                    0.11.1 rsa                          4.7.2 Rtree                        1.0.0 ruamel.yaml                  0.17.21 ruamel.yaml.clib             0.2.6 s3fs                         2022.3.0 s3transfer                   0.5.2 sarsen                       0.9.0 satpy                        0.36.0 scikit-image                 0.19.2 scikit-learn                 1.0.2 scipy                        1.8.0 seaborn                      0.11.2 Send2Trash                   1.8.0 setuptools                   59.8.0 Shapely                      1.8.0 shellingham                  1.4.0 simpervisor                  0.4 six                          1.16.0 slicerator                   1.1.0 sniffio                      1.2.0 snuggs                       1.4.7 sortedcontainers             2.4.0 soupsieve                    2.3.1 sparse                       0.13.0 SQLAlchemy                   1.4.36 stac-vrt                     1.0.3 stack-data                   0.2.0 stackstac                    0.4.1 starlette                    0.17.1 statsmodels                  0.13.2 strict-rfc3339               0.7 tabulate                     0.8.9 tblib                        1.7.0 tenacity                     8.0.1 terminado                    0.13.3 text-unidecode               1.3 textwrap3                    0.9.2 threadpoolctl                3.1.0 tifffile                     2022.4.28 tiledb                       0.14.2 tinycss2                     1.1.1 toml                         0.10.2 tomli                        2.0.1 toolz                        0.11.2 tornado                      6.1 tqdm                         4.64.0 traitlets                    5.1.1 traittypes                   0.2.1 trollimage                   1.18.3 trollsift                    0.4.0 typed-ast                    1.5.3 typer                        0.4.1 typing-extensions            4.2.0 unicodedata2                 14.0.0 Unidecode                    1.3.4 urllib3                      1.26.9 uvicorn                      0.17.6 voila                        0.3.5 wcwidth                      0.2.5 webencodings                 0.5.1 WebOb                        1.8.7 websocket-client             1.3.2 websockets                   10.3 wheel                        0.37.1 whitebox                     2.1.2 whiteboxgui                  0.7.0 widgetsnbextension           3.5.2 wrapt                        1.14.0 xarray                       2022.3.0 xarray-sentinel              0.9.1 xarray-spatial               0.3.3 xarrayutils                  1.1.1 xcape                        0+untagged.33.g4d4ab9d.dirty xclim                        0.36.0 xcube                        0.9.1 xesmf                        0.6.2 xgcm                         0.7.0 xhistogram                   0.3.1 xlayers                      0.2.2 xmitgcm                      0.5.2 xmlschema                    1.10.0 xpublish                     0.1.0 xrft                         0.0.0 xyzservices                  2022.4.0 yarl                         1.7.2 zarr                         2.11.3 zict                         2.2.0 zipp                         3.8.0 - Package                      Version

http://ci.terria.io/main/ https://datacube-core.readthedocs.io/en/latest/installation/database/setup.html https://docs.xarray.dev/en/stable/user-guide/plotting.html#robust https://github.com/opendatacube/datacube-core/releases/tag/1.8.7 https://github.com/opendatacube/odc-geo/issues https://github.com/opendatacube/odc-geo/releases/tag/v0.2.0 https://github.com/opendatacube/odc-stac/releases/tag/v0.3.0 https://github.com/opendatacube/odc-stac/wiki/Generating-Rotated-Images-to-Save-Space https://github.com/opendatacube/odc-tools/blob/develop/apps/dc_tools/odc/apps/dc_tools/fs_to_dc.py https://maps.digitalearth.africa/ https://odc-geo.readthedocs.io/en/latest/_api/odc.geo.xr.ODCExtensionDs.html https://odc-geo.readthedocs.io/en/latest/_api/odc.geo.xr.ODCExtension.html https://odc-geo.readthedocs.io/en/latest/raster-tools.html#plotting-on-a-map https://odc-stac-demo.netlify.app/ https://sandbox.digitalearth.africa/hub/login?next=%2Fhub%2F https://www.usgs.gov/landsat-missions/landsat-collection-2-level-2-science-products

Alternately, you can configure the ODC connection to Postgres using environment variables: DB_HOSTNAME DB_USERNAME DB_PASSWORD DB_DATABASE

DevInstall via Paul Haesler on Slack #open-data-cube

sudo apt-get install python3-numpy python3-rasterio python3-pyproj
 * 1) install numpy, pyproj and rasterio from Ubuntu distro via apt

cd ~/venvs virtualenv -p `which python3` --system-site-packages odc
 * 1) Create virtualenv inheriting numpy and rasterio from system site-packages.

source odc/bin/activate
 * 1) Activate new virtualenv

cd ~/src git clone git@github.com:SciTools/cf-units.git cf-units cd cf-units pip install -e.
 * 1) Compile and install cf-units from source:

cd ~/src/datacube/core pip install -e .[all]
 * 1) install datacube-core from source (from pypi should be fine after next release)

odc-geo
$ pip install --user --upgrade-strategy only-if-needed odc-geo Collecting odc-geo Downloading odc_geo-0.1.1-py3-none-any.whl (81 kB) |                             | 81 kB 254 kB/s Requirement already satisfied: affine in ./.local/lib/python3.8/site-packages (from odc-geo) (2.3.0) Collecting cachetools Downloading cachetools-5.0.0-py3-none-any.whl (9.1 kB) Requirement already satisfied: numpy in ./.local/lib/python3.8/site-packages (from odc-geo) (1.21.5) Requirement already satisfied: pyproj in /usr/lib/python3/dist-packages (from odc-geo) (3.2.1) Requirement already satisfied: shapely in /usr/lib/python3/dist-packages (from odc-geo) (1.8.0) Installing collected packages: cachetools, odc-geo Successfully installed cachetools-5.0.0 odc-geo-0.1.1

odc-stac
import dask.distributed import dask.utils import numpy as np import planetary_computer as pc import xarray as xr from IPython.display import display from pystac_client import Client from odc.stac import configure_rio, stac_load
 * 1) from STAC-load-ms-S2.ipynb

import dask.distributed import folium import folium.plugins import geopandas as gpd import shapely.geometry from IPython.display import HTML, display from pystac_client import Client from odc.stac import configure_rio, stac_load
 * 1) from STAC-load-e84-aws.ipynb

$ pip install --user --upgrade-strategy only-if-needed odc-stac Collecting odc-stac Downloading odc_stac-0.2.4-py3-none-any.whl (32 kB) Requirement already satisfied: affine in ./.local/lib/python3.8/site-packages (from odc-stac) (2.3.0) Collecting datacube>=1.8.5 Downloading datacube-1.8.6-py2.py3-none-any.whl (272 kB) |                              | 272 kB 307 kB/s Requirement already satisfied: numpy in ./.local/lib/python3.8/site-packages (from odc-stac) (1.21.5) Requirement already satisfied: pandas in ./.local/lib/python3.8/site-packages (from odc-stac) (1.4.1) Requirement already satisfied: xarray>=0.19 in ./.local/lib/python3.8/site-packages (from odc-stac) (0.21.1) Collecting toolz Downloading toolz-0.11.2-py3-none-any.whl (55 kB) |                              | 55 kB 324 kB/s Collecting pystac<2,>=1.0.0 Downloading pystac-1.4.0-py3-none-any.whl (137 kB) |                              | 137 kB 252 kB/s Requirement already satisfied: jinja2 in /usr/lib/python3/dist-packages (from odc-stac) (2.10.1) Requirement already satisfied: rasterio>=1.0.2 in ./.local/lib/python3.8/site-packages (from datacube>=1.8.5->odc-stac) (1.2.10) Requirement already satisfied: pyyaml in /usr/lib/python3/dist-packages (from datacube>=1.8.5->odc-stac) (5.3.1) Requirement already satisfied: sqlalchemy in /usr/lib/python3/dist-packages (from datacube>=1.8.5->odc-stac) (1.3.12) Requirement already satisfied: shapely>=1.6.4 in /usr/lib/python3/dist-packages (from datacube>=1.8.5->odc-stac) (1.8.0) Requirement already satisfied: psycopg2 in /usr/lib/python3/dist-packages (from datacube>=1.8.5->odc-stac) (2.8.4) Collecting distributed Downloading distributed-2022.4.0-py3-none-any.whl (853 kB) |                               | 853 kB 297 kB/s Requirement already satisfied: jsonschema in /usr/lib/python3/dist-packages (from datacube>=1.8.5->odc-stac) (3.2.0) Collecting dask[array] Downloading dask-2022.4.0-py3-none-any.whl (1.1 MB) |                               | 1.1 MB 300 kB/s Collecting lark-parser>=0.6.7 Downloading lark_parser-0.12.0-py2.py3-none-any.whl (103 kB) |                               | 103 kB 339 kB/s Collecting cloudpickle>=0.4 Downloading cloudpickle-2.0.0-py3-none-any.whl (25 kB) Collecting netcdf4 Downloading netCDF4-1.5.8-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.7 MB) |                               | 4.7 MB 221 kB/s Requirement already satisfied: python-dateutil in ./.local/lib/python3.8/site-packages (from datacube>=1.8.5->odc-stac) (2.8.2) Requirement already satisfied: cachetools in ./.local/lib/python3.8/site-packages (from datacube>=1.8.5->odc-stac) (5.0.0) Requirement already satisfied: click>=5.0 in /usr/lib/python3/dist-packages (from datacube>=1.8.5->odc-stac) (7.0) Requirement already satisfied: pyproj>=2.5 in /usr/lib/python3/dist-packages (from datacube>=1.8.5->odc-stac) (3.2.1) Requirement already satisfied: pytz>=2020.1 in ./.local/lib/python3.8/site-packages (from pandas->odc-stac) (2021.3) Requirement already satisfied: packaging>=20.0 in /usr/lib/python3/dist-packages (from xarray>=0.19->odc-stac) (20.3) Requirement already satisfied: cligj>=0.5 in /usr/lib/python3/dist-packages (from rasterio>=1.0.2->datacube>=1.8.5->odc-stac) (0.5.0) Requirement already satisfied: attrs in /usr/lib/python3/dist-packages (from rasterio>=1.0.2->datacube>=1.8.5->odc-stac) (19.3.0) Requirement already satisfied: certifi in /usr/lib/python3/dist-packages (from rasterio>=1.0.2->datacube>=1.8.5->odc-stac) (2019.11.28) Requirement already satisfied: snuggs>=1.4.1 in ./.local/lib/python3.8/site-packages (from rasterio>=1.0.2->datacube>=1.8.5->odc-stac) (1.4.7) Requirement already satisfied: setuptools in /usr/lib/python3/dist-packages (from rasterio>=1.0.2->datacube>=1.8.5->odc-stac) (45.2.0) Requirement already satisfied: click-plugins in /usr/lib/python3/dist-packages (from rasterio>=1.0.2->datacube>=1.8.5->odc-stac) (1.1.1) Requirement already satisfied: psutil>=5.0 in /usr/lib/python3/dist-packages (from distributed->datacube>=1.8.5->odc-stac) (5.5.1) Collecting zict>=0.1.3 Downloading zict-2.1.0-py3-none-any.whl (11 kB) Collecting tornado>=6.0.3 Downloading tornado-6.1-cp38-cp38-manylinux2010_x86_64.whl (427 kB) |                              | 427 kB 184 kB/s Requirement already satisfied: urllib3 in /usr/lib/python3/dist-packages (from distributed->datacube>=1.8.5->odc-stac) (1.25.8) Collecting tblib>=1.6.0 Downloading tblib-1.7.0-py2.py3-none-any.whl (12 kB) Collecting msgpack>=0.6.0 Downloading msgpack-1.0.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (322 kB) |                              | 322 kB 191 kB/s Collecting sortedcontainers!=2.0.0,!=2.0.1 Downloading sortedcontainers-2.4.0-py2.py3-none-any.whl (29 kB) Collecting fsspec>=0.6.0 Downloading fsspec-2022.3.0-py3-none-any.whl (136 kB) |                            | 136 kB 255 kB/s Collecting partd>=0.3.10 Downloading partd-1.2.0-py3-none-any.whl (19 kB) Collecting cftime Downloading cftime-1.6.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (238 kB) |                              | 238 kB 305 kB/s Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil->datacube>=1.8.5->odc-stac) (1.14.0) Requirement already satisfied: pyparsing>=2.1.6 in /usr/lib/python3/dist-packages (from snuggs>=1.4.1->rasterio>=1.0.2->datacube>=1.8.5->odc-stac) (2.4.6) Collecting heapdict Downloading HeapDict-1.0.1-py3-none-any.whl (3.9 kB) Collecting locket Downloading locket-0.2.1-py2.py3-none-any.whl (4.1 kB) Installing collected packages: toolz, fsspec, locket, partd, cloudpickle, dask, heapdict, zict, tornado, tblib, msgpack, sortedcontainers, distributed, lark-parser, cftime, netcdf4, datacube, pystac, odc-stac Successfully installed cftime-1.6.0 cloudpickle-2.0.0 dask-2022.4.0 datacube-1.8.6 distributed-2022.4.0 fsspec-2022.3.0 heapdict-1.0.1 lark-parser-0.12.0 locket-0.2.1 msgpack-1.0.3 netcdf4-1.5.8 odc-stac-0.2.4 partd-1.2.0 pystac-1.4.0 sortedcontainers-2.4.0 tblib-1.7.0 toolz-0.11.2 tornado-6.1 zict-2.1.0

Focal Setup Steps
APT install into the system OS python, major, stable parts first.. as a set .. ;

## note gdal & postgis are installed at an earlier step via package dot-deb ## - 591  sudo apt install python3-dev python3-pip 405 sudo apt install ipython3 python3-scipy apt install python3-pandas ## <== stale version currently 408 sudo apt install r-cran-sf       ## match libgeos w/R language bindings 429 sudo apt install python3-shapely python3-fiona 614 sudo apt install --yes python3-geoalchemy2 ##-- show the parts explicitly for Jupyter on Ubuntu via dot-deb --- 670 sudo apt install --yes jupyter-core jupyter-client jupyter-console jupyter-nbformat jupyter-nbconvert  \ jupyter-notebook python3-ipykernel 673 sudo apt install python-notebook-doc jupyter ##--      sudo apt install python3-sklearn-lib  python3-pyosmium

next pip install --user --upgrade-strategy=only-if-needed  py3-pkg # installs to `~/.local/lib/python3.8/` 605 pip install --user   wheel 835 pip install --user --upgrade  --upgrade-strategy=only-if-needed pandas 836 pip install --user --upgrade  --upgrade-strategy=only-if-needed scikit-image 837 pip install --user --upgrade  --upgrade-strategy=only-if-needed imageio 838 pip install --user --upgrade  --upgrade-strategy=only-if-needed numba 630 pip install --user   folium 839 pip install --user --upgrade  --upgrade-strategy=only-if-needed sentinelhub 867 pip install --user --upgrade  --upgrade-strategy=only-if-needed openeo 841 pip install --user --upgrade  --upgrade-strategy=only-if-needed eo-learn 853 pip install --user --upgrade  --upgrade-strategy=only-if-needed ipyleaflet

606 pip install --user   lightgbm  ## libs also have an R interface, optional engines

all [ rasterio, networkx, sklearn, boto, more... ] into  ~/.local/lib/python3.8/  (below)

note: https://pip.pypa.io/en/stable/cli/pip_install/#hash-checking-mode

next

$ mkdir -p ~/.jupyter/notebooks/ ;# default Jupyter notebooks & assets ; TODO will change.

''this opinionated install will update/amend/evolve as installer code and more dot-debs are crafted later this year. '' $ ./do_start_jupyter.sh
 * 1) !/bin/bash
 * 1) !/bin/bash

jupyter notebook --no-browser --ip=192.168.1.131 --notebook-dir=.jupyter/notebooks

~/.bashrc

PATH=$PATH:~/.local/bin

dbb@focalk:/etc$ cat lsb-release DISTRIB_ID=Ubuntu DISTRIB_RELEASE=20.04 DISTRIB_CODENAME=focal DISTRIB_DESCRIPTION="Ubuntu 20.04.3 LTS" libgeos3.10.1  (3.10.1-1~focal0) libgdal-dev    (3.4.0+dfsg-1~focal0) postgresql-12-postgis-3    (3.2.0+dfsg-1~focal0) PGSQL="120" GEOS="3.10.1-CAPI-1.16.0" PROJ="8.2.0" LIBXML="2.9.10" LIBJSON="0.13.1"

geoxarray
$ pip install --user rioxarray Collecting rioxarray Downloading rioxarray-0.10.3.tar.gz (47 kB) |                             | 47 kB 272 kB/s Installing build dependencies ... done Getting requirements to build wheel ... done Preparing wheel metadata ... done Requirement already satisfied: packaging in /usr/lib/python3/dist-packages (from rioxarray) (20.3) Requirement already satisfied: xarray>=0.17 in ./.local/lib/python3.8/site-packages (from rioxarray) (0.21.1) Requirement already satisfied: rasterio>=1.1.1 in ./.local/lib/python3.8/site-packages (from rioxarray) (1.2.10) Requirement already satisfied: pyproj>=2.2 in /usr/lib/python3/dist-packages (from rioxarray) (3.2.1) Requirement already satisfied: pandas>=1.1 in ./.local/lib/python3.8/site-packages (from xarray>=0.17->rioxarray) (1.4.1) Requirement already satisfied: numpy>=1.18 in ./.local/lib/python3.8/site-packages (from xarray>=0.17->rioxarray) (1.21.5) Requirement already satisfied: click-plugins in /usr/lib/python3/dist-packages (from rasterio>=1.1.1->rioxarray) (1.1.1) Requirement already satisfied: cligj>=0.5 in /usr/lib/python3/dist-packages (from rasterio>=1.1.1->rioxarray) (0.5.0) Requirement already satisfied: attrs in /usr/lib/python3/dist-packages (from rasterio>=1.1.1->rioxarray) (19.3.0) Requirement already satisfied: certifi in /usr/lib/python3/dist-packages (from rasterio>=1.1.1->rioxarray) (2019.11.28) Requirement already satisfied: click>=4.0 in /usr/lib/python3/dist-packages (from rasterio>=1.1.1->rioxarray) (7.0) Requirement already satisfied: affine in ./.local/lib/python3.8/site-packages (from rasterio>=1.1.1->rioxarray) (2.3.0) Requirement already satisfied: snuggs>=1.4.1 in ./.local/lib/python3.8/site-packages (from rasterio>=1.1.1->rioxarray) (1.4.7) Requirement already satisfied: setuptools in /usr/lib/python3/dist-packages (from rasterio>=1.1.1->rioxarray) (45.2.0) Requirement already satisfied: python-dateutil>=2.8.1 in ./.local/lib/python3.8/site-packages (from pandas>=1.1->xarray>=0.17->rioxarray) (2.8.2) Requirement already satisfied: pytz>=2020.1 in ./.local/lib/python3.8/site-packages (from pandas>=1.1->xarray>=0.17->rioxarray) (2021.3) Requirement already satisfied: pyparsing>=2.1.6 in /usr/lib/python3/dist-packages (from snuggs>=1.4.1->rasterio>=1.1.1->rioxarray) (2.4.6) Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.8.1->pandas>=1.1->xarray>=0.17->rioxarray) (1.14.0) Building wheels for collected packages: rioxarray Building wheel for rioxarray (PEP 517) ... done Created wheel for rioxarray: filename=rioxarray-0.10.3-py3-none-any.whl size=55624 sha256=925199c830a54ca5e9b02e89060e822e27014db5cbe601fd6b513d106fe66687 Stored in directory: /home/dbb/.cache/pip/wheels/42/71/40/298b7df47153454b8eb3ef8e5441dafa413e5a2d7ac1832b17 Successfully built rioxarray Installing collected packages: rioxarray Successfully installed rioxarray-0.10.3

OSM software stack
osm2pgsql and libosmium


 * 1) jammy universe

Thu May 26 07:55:03 PM PDT 2022

osm2pgsql  1.6.0+ds-1 libosmium2-dev Version: 2.18.0-1

Sat 26 Feb 2022 07:10:31 PM PST

osm2pgsql 1.3.0+ds-1~focal2
 * 1) ubuntugis-unstable  focal

osm2pgsql 1.6    lonvia committed on Jan 24 2022 osm2pgsql 1.5.1  Thu Jul 29 09:49:35 2021 +0200
 * 1) git repo

PROJ6_INCLUDE_DIR /usr/include PROJ_LIBRARY /usr/lib/x86_64-linux-gnu/libproj.so WITH_LUA  ON EXTERNAL_LIBOSMIUM  FALSE LIBOSMIUM_VERSION_STRING "2.17.0"
 * 1) osm2pgsql cmake variables set
 * 1) from osm2pgsql/contrib/libosmium/

$ apt show libosmium2-dev =>   2.17.2-1~focal0

$ osmium --version => osmium version 1.11.1, libosmium version 2.15.4
 * 1) the result of apt installing Universe  python3-pyosmium  2.15.3-1build2

so, that is behind slightly from 2.17.x osmium headers

$ osm2pgsql --version 2022-02-26 20:14:19 osm2pgsql version 1.6.0 Build: Debug Compiled using the following library versions: Libosmium 2.17.3 Proj [API 6] 8.2.0 Lua 5.3.3
 * 1) rebuild osm2pgsql 1.6.0,   better !

$ sudo make install ... [ 95%] Built target osm2pgsql_lib [100%] Built target osm2pgsql Install the project... -- Install configuration: "Debug" -- Installing: /usr/local/bin/osm2pgsql -- Installing: /usr/local/bin/osm2pgsql-replication -- Installing: /usr/local/share/man/man1/osm2pgsql-replication.1 -- Installing: /usr/local/share/osm2pgsql/default.style -- Installing: /usr/local/share/osm2pgsql/empty.style -- Installing: /usr/local/share/man/man1/osm2pgsql.1

OSMnx in tutorial  https://pygis.io/docs/d_access_osm.html code https://pypi.org/project/osmnx/#files


 * 1) osm2pgsql FLEX layout post-processing via LUA

./flex-config/ route-relations.lua  unitable.lua   geometries.lua data-types.lua  attributes.lua   compatible.lua simple.lua  places.lua   generic.lua   with-schema.lua

./tests/data/ test_output_flex_multigeom_polygon.lua test_output_flex_way.lua test_output_flex_area_3857.lua test_output_flex_attr.lua test_output_flex_stage2.lua test_output_flex_nocluster.lua test_output_flex_multigeom_multipolygon_split.lua test_output_flex_multigeom.lua test_output_flex_multigeom_multipolygon.lua test_output_flex_nodes.lua test_output_flex_area_4326.lua test_output_flex_relation_combinations.lua test_output_flex_nogeom.lua test_output_flex_area.lua test_output_flex_lua_fail.lua test_output_flex_bbox.lua test_output_flex_types.lua test_output_flex_area_mix.lua test_output_flex_relation_changes.lua test_output_flex_schema.lua test_output_flex_multigeom_geometry_split.lua test_output_flex_stage2_alt.lua test_output_flex_uni.lua test_output_flex.lua test_output_flex_validgeom.lua test_output_flex_line.lua test_output_flex_invalid_geom.lua test_output_flex_multigeom_geometry.lua test_output_flex_relations.lua

osmium-add-locations-to-ways  osmium-export                  osmium-merge-changes osmium-apply-changes          osmium-extract                 osmium-query-locations-index osmium-cat                    osmium-file-formats            osmium-renumber osmium-changeset-filter       osmium-fileinfo                osmium-show osmium-check-refs             osmium-getid                   osmium-sort osmium-create-locations-index osmium-getparents              osmium-tags-filter osmium-derive-changes         osmium-index-types             osmium-time-filter osmium-diff                   osmium-merge
 * 1) a full list of osmium verbs

Focal Jupyter Overview
Sat 19 Feb 2022 07:18:48 PM PST $ jupyter --version jupyter core    : 4.6.3 jupyter-notebook : 6.0.3 qtconsole       : not installed ipython         : 7.13.0 ipykernel       : 5.2.0 jupyter client  : 6.1.2 jupyter lab     : not installed nbconvert       : 5.6.1 ipywidgets      : 6.0.0 nbformat        : 5.0.4 traitlets       : 4.3.3

Python version: 3.8.10 (default, Nov 26 2021, 20:14:08) [GCC 9.3.0] pandas version: 0.25.3  <== a weak spot in this setup matplotlib version: 3.1.2 NumPy version: 1.17.4 SciPy version: 1.3.3 IPython version: 7.13.0 scikit-learn version: 1.0.2 dbb@focalk:~$ ipython3 Python 3.8.10 (default, Nov 26 2021, 20:14:08) Type 'copyright', 'credits' or 'license' for more information IPython 7.13.0 -- An enhanced Interactive Python. Type '?' for help.

In [1]: import sklearn In [2]: from sklearn import show_versions In [3]: show_versions

System: python: 3.8.10 (default, Nov 26 2021, 20:14:08) [GCC 9.3.0] executable: /usr/bin/python3 machine: Linux-5.13.0-30-generic-x86_64-with-glibc2.29

Python dependencies: pip: 20.0.2 setuptools: 45.2.0 sklearn: 1.0.2 numpy: 1.17.4 scipy: 1.3.3 Cython: 0.29.14 pandas: 0.25.3     <== a weak spot in this setup matplotlib: 3.1.2 joblib: 1.1.0 threadpoolctl: 3.1.0

Built with OpenMP: True -- dbb@focalk:~$ jupyter --paths config: /home/dbb/.jupyter /usr/local/etc/jupyter /etc/jupyter data: /home/dbb/.local/share/jupyter /usr/local/share/jupyter /usr/share/jupyter runtime: /home/dbb/.local/share/jupyter/runtime

Focal APT Repos
dbb@focalk:/etc/apt$ cat sources.list ... -
 * 1) Automatically generated by Calamares on 2022-01-02.
 * 2) Lines starting with "deb" are mandatory, while lines starting with "deb-src"
 * 3) are for more detailed package information.

dbb@focalk:/etc/apt$ cat sources.list.d/ubuntugis-ubuntu-ubuntugis-unstable-focal.list

deb http://ppa.launchpad.net/ubuntugis/ubuntugis-unstable/ubuntu focal main deb-src http://ppa.launchpad.net/ubuntugis/ubuntugis-unstable/ubuntu focal main

eo-learn pip Fix-It Session
eolearn -- aprox. of python3 dependancies import
 * pandas as pd
 * geopandas as gpd
 * shapely. geometry, ops, wkt
 * rasterio. features, transform, warp
 * skimage. feature, filters.rank, morphology, segmentation
 * boto3, cv2
 * fiona
 * graphviz
 * abc, attr, base64
 * collections, concurrent.futures
 * dataclasses, datetime as dt
 * dateutil, dateutil.parser
 * fs, functools, gzip
 * importlib, inspect, itertools as it
 * json, logging, multiprocessing, os
 * pickle, ray, re, registration
 * tempfile, threading, time, traceback
 * unittest.mock as mock, uuid, warnings
 * unittest.mock as mock, uuid, warnings

$ pip install --user --upgrade --upgrade-strategy=only-if-needed    pandas Collecting pandas Downloading pandas-1.4.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (11.7 MB) |                               | 11.7 MB 79 kB/s Collecting pytz>=2020.1 Downloading pytz-2021.3-py2.py3-none-any.whl (503 kB) |                               | 503 kB 260 kB/s Collecting python-dateutil>=2.8.1 Downloading python_dateutil-2.8.2-py2.py3-none-any.whl (247 kB) |                               | 247 kB 210 kB/s Collecting numpy>=1.18.5; platform_machine != "aarch64" and platform_machine != "arm64" and python_version < "3.10" Downloading numpy-1.22.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (16.8 MB) |                               | 16.8 MB 11 kB/s Requirement already satisfied, skipping upgrade: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.8.1->pandas) (1.14.0) ERROR: sentinelhub 3.4.4 has requirement pillow<=8.4.0,>=8.3.2, but you'll have pillow 7.0.0 which is incompatible. ERROR: scikit-image 0.19.2 has requirement scipy>=1.4.1, but you'll have scipy 1.3.3 which is incompatible. ERROR: numba 0.55.1 has requirement numpy<1.22,>=1.18, but you'll have numpy 1.22.2 which is incompatible. ERROR: imageio 2.16.0 has requirement pillow>=8.3.2, but you'll have pillow 7.0.0 which is incompatible. Installing collected packages: pytz, python-dateutil, numpy, pandas Successfully installed numpy-1.22.2 pandas-1.4.1 python-dateutil-2.8.2 pytz-2021.3

$ pip install --user --upgrade --upgrade-strategy=only-if-needed     scikit-image Requirement already up-to-date: scikit-image in ./.local/lib/python3.8/site-packages (0.19.2) Requirement already satisfied, skipping upgrade: imageio>=2.4.1 in ./.local/lib/python3.8/site-packages (from scikit-image) (2.16.0) Requirement already satisfied, skipping upgrade: packaging>=20.0 in /usr/lib/python3/dist-packages (from scikit-image) (20.3) Collecting scipy>=1.4.1 Downloading scipy-1.8.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (41.6 MB) |                               | 41.6 MB 20 kB/s Requirement already satisfied, skipping upgrade: pillow!=7.1.0,!=7.1.1,!=8.3.0,>=6.1.0 in /usr/lib/python3/dist-packages (from scikit-image) (7.0.0) Requirement already satisfied, skipping upgrade: numpy>=1.17.0 in ./.local/lib/python3.8/site-packages (from scikit-image) (1.22.2) Requirement already satisfied, skipping upgrade: PyWavelets>=1.1.1 in ./.local/lib/python3.8/site-packages (from scikit-image) (1.2.0) Requirement already satisfied, skipping upgrade: networkx>=2.2 in ./.local/lib/python3.8/site-packages (from scikit-image) (2.6.3) Requirement already satisfied, skipping upgrade: tifffile>=2019.7.26 in ./.local/lib/python3.8/site-packages (from scikit-image) (2022.2.9) Installing collected packages: scipy Successfully installed scipy-1.8.0

$ pip install --user --upgrade --upgrade-strategy=only-if-needed      imageio Requirement already up-to-date: imageio in ./.local/lib/python3.8/site-packages (2.16.0) Requirement already satisfied, skipping upgrade: numpy>=1.20.0 in ./.local/lib/python3.8/site-packages (from imageio) (1.22.2) Collecting pillow>=8.3.2 Downloading Pillow-9.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.3 MB) |                               | 4.3 MB 99 kB/s ERROR: sentinelhub 3.4.4 has requirement pillow<=8.4.0,>=8.3.2, but you'll have pillow 9.0.1 which is incompatible. Installing collected packages: pillow Successfully installed pillow-9.0.1

$ pip install --user --upgrade --upgrade-strategy=only-if-needed      numba Requirement already up-to-date: numba in ./.local/lib/python3.8/site-packages (0.55.1) Collecting numpy<1.22,>=1.18 Downloading numpy-1.21.5-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (15.7 MB) |                               | 15.7 MB 361 kB/s Requirement already satisfied, skipping upgrade: setuptools in /usr/lib/python3/dist-packages (from numba) (45.2.0) Requirement already satisfied, skipping upgrade: llvmlite<0.39,>=0.38.0rc1 in ./.local/lib/python3.8/site-packages (from numba) (0.38.0) ERROR: sentinelhub 3.4.4 has requirement pillow<=8.4.0,>=8.3.2, but you'll have pillow 9.0.1 which is incompatible. Installing collected packages: numpy Attempting uninstall: numpy Found existing installation: numpy 1.22.2 Uninstalling numpy-1.22.2: Successfully uninstalled numpy-1.22.2 Successfully installed numpy-1.21.5

$ pip install --user --upgrade --upgrade-strategy=only-if-needed       sentinelhub Requirement already up-to-date: sentinelhub in ./.local/lib/python3.8/site-packages (3.4.4) Requirement already satisfied, skipping upgrade: oauthlib in /usr/lib/python3/dist-packages (from sentinelhub) (3.1.0) Requirement already satisfied, skipping upgrade: requests-oauthlib in ./.local/lib/python3.8/site-packages (from sentinelhub) (1.3.1) Requirement already satisfied, skipping upgrade: dataclasses-json in ./.local/lib/python3.8/site-packages (from sentinelhub) (0.5.6) Requirement already satisfied, skipping upgrade: numpy in ./.local/lib/python3.8/site-packages (from sentinelhub) (1.21.5) Requirement already satisfied, skipping upgrade: pyproj>=2.2.0 in /usr/lib/python3/dist-packages (from sentinelhub) (3.2.1) Requirement already satisfied, skipping upgrade: python-dateutil in ./.local/lib/python3.8/site-packages (from sentinelhub) (2.8.2) Requirement already satisfied, skipping upgrade: requests>=2.5.0 in /usr/lib/python3/dist-packages (from sentinelhub) (2.22.0) Requirement already satisfied, skipping upgrade: tifffile in ./.local/lib/python3.8/site-packages (from sentinelhub) (2022.2.9) Requirement already satisfied, skipping upgrade: utm in ./.local/lib/python3.8/site-packages (from sentinelhub) (0.7.0) Collecting pillow<=8.4.0,>=8.3.2 Downloading Pillow-8.4.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.1 MB) |                               | 3.1 MB 43 kB/s Requirement already satisfied, skipping upgrade: click in /usr/lib/python3/dist-packages (from sentinelhub) (7.0) Requirement already satisfied, skipping upgrade: aenum>=2.1.4 in ./.local/lib/python3.8/site-packages (from sentinelhub) (3.1.8) Requirement already satisfied, skipping upgrade: boto3 in ./.local/lib/python3.8/site-packages (from sentinelhub) (1.21.2) Requirement already satisfied, skipping upgrade: shapely in /usr/lib/python3/dist-packages (from sentinelhub) (1.8.0) Requirement already satisfied, skipping upgrade: botocore in ./.local/lib/python3.8/site-packages (from sentinelhub) (1.24.2) Requirement already satisfied, skipping upgrade: tqdm in ./.local/lib/python3.8/site-packages (from sentinelhub) (4.62.3) Requirement already satisfied, skipping upgrade: typing-inspect>=0.4.0 in ./.local/lib/python3.8/site-packages (from dataclasses-json->sentinelhub) (0.7.1) Requirement already satisfied, skipping upgrade: marshmallow-enum<2.0.0,>=1.5.1 in ./.local/lib/python3.8/site-packages (from dataclasses-json->sentinelhub) (1.5.1) Requirement already satisfied, skipping upgrade: marshmallow<4.0.0,>=3.3.0 in ./.local/lib/python3.8/site-packages (from dataclasses-json->sentinelhub) (3.14.1) Requirement already satisfied, skipping upgrade: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil->sentinelhub) (1.14.0) Requirement already satisfied, skipping upgrade: jmespath<1.0.0,>=0.7.1 in ./.local/lib/python3.8/site-packages (from boto3->sentinelhub) (0.10.0) Requirement already satisfied, skipping upgrade: s3transfer<0.6.0,>=0.5.0 in ./.local/lib/python3.8/site-packages (from boto3->sentinelhub) (0.5.1) Requirement already satisfied, skipping upgrade: urllib3<1.27,>=1.25.4 in /usr/lib/python3/dist-packages (from botocore->sentinelhub) (1.25.8) Requirement already satisfied, skipping upgrade: typing-extensions>=3.7.4 in ./.local/lib/python3.8/site-packages (from typing-inspect>=0.4.0->dataclasses-json->sentinelhub) (4.1.1) Requirement already satisfied, skipping upgrade: mypy-extensions>=0.3.0 in ./.local/lib/python3.8/site-packages (from typing-inspect>=0.4.0->dataclasses-json->sentinelhub) (0.4.3) Installing collected packages: pillow Attempting uninstall: pillow Found existing installation: Pillow 9.0.1 Uninstalling Pillow-9.0.1: Successfully uninstalled Pillow-9.0.1 Successfully installed pillow-8.4.0

$ pip install --user --upgrade --upgrade-strategy=only-if-needed      eo-learn Requirement already up-to-date: eo-learn in ./.local/lib/python3.8/site-packages (1.0.0) Requirement already satisfied, skipping upgrade: eo-learn-io>=1.0.0 in ./.local/lib/python3.8/site-packages (from eo-learn) (1.0.0) Requirement already satisfied, skipping upgrade: eo-learn-coregistration>=1.0.0 in ./.local/lib/python3.8/site-packages (from eo-learn) (1.0.0) Requirement already satisfied, skipping upgrade: eo-learn-features>=1.0.0 in ./.local/lib/python3.8/site-packages (from eo-learn) (1.0.0) Requirement already satisfied, skipping upgrade: eo-learn-mask>=1.0.0 in ./.local/lib/python3.8/site-packages (from eo-learn) (1.0.0) Requirement already satisfied, skipping upgrade: eo-learn-ml-tools>=1.0.0 in ./.local/lib/python3.8/site-packages (from eo-learn) (1.0.0) Requirement already satisfied, skipping upgrade: eo-learn-core>=1.0.0 in ./.local/lib/python3.8/site-packages (from eo-learn) (1.0.0) Requirement already satisfied, skipping upgrade: eo-learn-visualization>=1.0.0 in ./.local/lib/python3.8/site-packages (from eo-learn) (1.0.0) Requirement already satisfied, skipping upgrade: eo-learn-geometry>=1.0.0 in ./.local/lib/python3.8/site-packages (from eo-learn) (1.0.0) Requirement already satisfied, skipping upgrade: rasterio>=1.2.7 in ./.local/lib/python3.8/site-packages (from eo-learn-io>=1.0.0->eo-learn) (1.2.10) Requirement already satisfied, skipping upgrade: sentinelhub>=3.4.0 in ./.local/lib/python3.8/site-packages (from eo-learn-io>=1.0.0->eo-learn) (3.4.4) Requirement already satisfied, skipping upgrade: fiona>=1.8.18 in /usr/lib/python3/dist-packages (from eo-learn-io>=1.0.0->eo-learn) (1.8.20) Requirement already satisfied, skipping upgrade: rtree in /usr/lib/python3/dist-packages (from eo-learn-io>=1.0.0->eo-learn) (0.9.4) Requirement already satisfied, skipping upgrade: geopandas>=0.8.1 in /usr/lib/python3/dist-packages (from eo-learn-io>=1.0.0->eo-learn) (0.10.2) Requirement already satisfied, skipping upgrade: boto3 in ./.local/lib/python3.8/site-packages (from eo-learn-io>=1.0.0->eo-learn) (1.21.2) Requirement already satisfied, skipping upgrade: opencv-contrib-python-headless>=4.1 in ./.local/lib/python3.8/site-packages (from eo-learn-coregistration>=1.0.0->eo-learn) (4.5.5.62) Requirement already satisfied, skipping upgrade: thunder-registration in ./.local/lib/python3.8/site-packages (from eo-learn-coregistration>=1.0.0->eo-learn) (1.0.1) Requirement already satisfied, skipping upgrade: python-dateutil in ./.local/lib/python3.8/site-packages (from eo-learn-features>=1.0.0->eo-learn) (2.8.2) Requirement already satisfied, skipping upgrade: scipy in ./.local/lib/python3.8/site-packages (from eo-learn-features>=1.0.0->eo-learn) (1.8.0) Requirement already satisfied, skipping upgrade: numba>=0.53.0 in ./.local/lib/python3.8/site-packages (from eo-learn-features>=1.0.0->eo-learn) (0.55.1) Requirement already satisfied, skipping upgrade: numpy in ./.local/lib/python3.8/site-packages (from eo-learn-features>=1.0.0->eo-learn) (1.21.5) Requirement already satisfied, skipping upgrade: scikit-learn in ./.local/lib/python3.8/site-packages (from eo-learn-features>=1.0.0->eo-learn) (1.0.2) Requirement already satisfied, skipping upgrade: scikit-image>=0.19.0 in ./.local/lib/python3.8/site-packages (from eo-learn-features>=1.0.0->eo-learn) (0.19.2) Requirement already satisfied, skipping upgrade: lightgbm>=2.0.11 in ./.local/lib/python3.8/site-packages (from eo-learn-mask>=1.0.0->eo-learn) (3.3.2) Requirement already satisfied, skipping upgrade: shapely in /usr/lib/python3/dist-packages (from eo-learn-ml-tools>=1.0.0->eo-learn) (1.8.0) Requirement already satisfied, skipping upgrade: attrs>=19.2.0 in /usr/lib/python3/dist-packages (from eo-learn-core>=1.0.0->eo-learn) (19.3.0) Requirement already satisfied, skipping upgrade: tqdm>=4.27 in ./.local/lib/python3.8/site-packages (from eo-learn-core>=1.0.0->eo-learn) (4.62.3) Requirement already satisfied, skipping upgrade: fs in ./.local/lib/python3.8/site-packages (from eo-learn-core>=1.0.0->eo-learn) (2.4.15) Requirement already satisfied, skipping upgrade: fs-s3fs in ./.local/lib/python3.8/site-packages (from eo-learn-core>=1.0.0->eo-learn) (1.1.1) Requirement already satisfied, skipping upgrade: pydot in /usr/lib/python3/dist-packages (from eo-learn-visualization>=1.0.0->eo-learn) (1.4.1) Requirement already satisfied, skipping upgrade: jinja2 in /usr/lib/python3/dist-packages (from eo-learn-visualization>=1.0.0->eo-learn) (2.10.1) Requirement already satisfied, skipping upgrade: matplotlib in /usr/lib/python3/dist-packages (from eo-learn-visualization>=1.0.0->eo-learn) (3.1.2) Requirement already satisfied, skipping upgrade: graphviz>=0.10.1 in ./.local/lib/python3.8/site-packages (from eo-learn-visualization>=1.0.0->eo-learn) (0.19.1) Requirement already satisfied, skipping upgrade: pygments in /usr/lib/python3/dist-packages (from eo-learn-visualization>=1.0.0->eo-learn) (2.3.1) Requirement already satisfied, skipping upgrade: descartes in /usr/lib/python3/dist-packages (from eo-learn-geometry>=1.0.0->eo-learn) (1.1.0) Requirement already satisfied, skipping upgrade: certifi in /usr/lib/python3/dist-packages (from rasterio>=1.2.7->eo-learn-io>=1.0.0->eo-learn) (2019.11.28) Requirement already satisfied, skipping upgrade: setuptools in /usr/lib/python3/dist-packages (from rasterio>=1.2.7->eo-learn-io>=1.0.0->eo-learn) (45.2.0) Requirement already satisfied, skipping upgrade: click-plugins in /usr/lib/python3/dist-packages (from rasterio>=1.2.7->eo-learn-io>=1.0.0->eo-learn) (1.1.1) Requirement already satisfied, skipping upgrade: cligj>=0.5 in /usr/lib/python3/dist-packages (from rasterio>=1.2.7->eo-learn-io>=1.0.0->eo-learn) (0.5.0) Requirement already satisfied, skipping upgrade: affine in ./.local/lib/python3.8/site-packages (from rasterio>=1.2.7->eo-learn-io>=1.0.0->eo-learn) (2.3.0) Requirement already satisfied, skipping upgrade: snuggs>=1.4.1 in ./.local/lib/python3.8/site-packages (from rasterio>=1.2.7->eo-learn-io>=1.0.0->eo-learn) (1.4.7) Requirement already satisfied, skipping upgrade: click>=4.0 in /usr/lib/python3/dist-packages (from rasterio>=1.2.7->eo-learn-io>=1.0.0->eo-learn) (7.0) Requirement already satisfied, skipping upgrade: pyproj>=2.2.0 in /usr/lib/python3/dist-packages (from sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (3.2.1) Requirement already satisfied, skipping upgrade: oauthlib in /usr/lib/python3/dist-packages (from sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (3.1.0) Requirement already satisfied, skipping upgrade: aenum>=2.1.4 in ./.local/lib/python3.8/site-packages (from sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (3.1.8) Requirement already satisfied, skipping upgrade: dataclasses-json in ./.local/lib/python3.8/site-packages (from sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (0.5.6) Requirement already satisfied, skipping upgrade: requests>=2.5.0 in /usr/lib/python3/dist-packages (from sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (2.22.0) Requirement already satisfied, skipping upgrade: tifffile in ./.local/lib/python3.8/site-packages (from sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (2022.2.9) Requirement already satisfied, skipping upgrade: utm in ./.local/lib/python3.8/site-packages (from sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (0.7.0) Requirement already satisfied, skipping upgrade: requests-oauthlib in ./.local/lib/python3.8/site-packages (from sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (1.3.1) Requirement already satisfied, skipping upgrade: pillow<=8.4.0,>=8.3.2 in ./.local/lib/python3.8/site-packages (from sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (8.4.0) Requirement already satisfied, skipping upgrade: botocore in ./.local/lib/python3.8/site-packages (from sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (1.24.2) Requirement already satisfied, skipping upgrade: jmespath<1.0.0,>=0.7.1 in ./.local/lib/python3.8/site-packages (from boto3->eo-learn-io>=1.0.0->eo-learn) (0.10.0) Requirement already satisfied, skipping upgrade: s3transfer<0.6.0,>=0.5.0 in ./.local/lib/python3.8/site-packages (from boto3->eo-learn-io>=1.0.0->eo-learn) (0.5.1) Requirement already satisfied, skipping upgrade: thunder-python>=1.2.0 in ./.local/lib/python3.8/site-packages (from thunder-registration->eo-learn-coregistration>=1.0.0->eo-learn) (1.4.2) Requirement already satisfied, skipping upgrade: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil->eo-learn-features>=1.0.0->eo-learn) (1.14.0) Requirement already satisfied, skipping upgrade: llvmlite<0.39,>=0.38.0rc1 in ./.local/lib/python3.8/site-packages (from numba>=0.53.0->eo-learn-features>=1.0.0->eo-learn) (0.38.0) Requirement already satisfied, skipping upgrade: threadpoolctl>=2.0.0 in ./.local/lib/python3.8/site-packages (from scikit-learn->eo-learn-features>=1.0.0->eo-learn) (3.1.0) Requirement already satisfied, skipping upgrade: joblib>=0.11 in ./.local/lib/python3.8/site-packages (from scikit-learn->eo-learn-features>=1.0.0->eo-learn) (1.1.0) Requirement already satisfied, skipping upgrade: PyWavelets>=1.1.1 in ./.local/lib/python3.8/site-packages (from scikit-image>=0.19.0->eo-learn-features>=1.0.0->eo-learn) (1.2.0) Requirement already satisfied, skipping upgrade: imageio>=2.4.1 in ./.local/lib/python3.8/site-packages (from scikit-image>=0.19.0->eo-learn-features>=1.0.0->eo-learn) (2.16.0) Requirement already satisfied, skipping upgrade: networkx>=2.2 in ./.local/lib/python3.8/site-packages (from scikit-image>=0.19.0->eo-learn-features>=1.0.0->eo-learn) (2.6.3) Requirement already satisfied, skipping upgrade: packaging>=20.0 in /usr/lib/python3/dist-packages (from scikit-image>=0.19.0->eo-learn-features>=1.0.0->eo-learn) (20.3) Requirement already satisfied, skipping upgrade: wheel in /usr/lib/python3/dist-packages (from lightgbm>=2.0.11->eo-learn-mask>=1.0.0->eo-learn) (0.34.2) Requirement already satisfied, skipping upgrade: pytz in ./.local/lib/python3.8/site-packages (from fs->eo-learn-core>=1.0.0->eo-learn) (2021.3) Requirement already satisfied, skipping upgrade: appdirs~=1.4.3 in ./.local/lib/python3.8/site-packages (from fs->eo-learn-core>=1.0.0->eo-learn) (1.4.4) Requirement already satisfied, skipping upgrade: pyparsing>=2.1.6 in /usr/lib/python3/dist-packages (from snuggs>=1.4.1->rasterio>=1.2.7->eo-learn-io>=1.0.0->eo-learn) (2.4.6) Requirement already satisfied, skipping upgrade: typing-inspect>=0.4.0 in ./.local/lib/python3.8/site-packages (from dataclasses-json->sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (0.7.1) Requirement already satisfied, skipping upgrade: marshmallow<4.0.0,>=3.3.0 in ./.local/lib/python3.8/site-packages (from dataclasses-json->sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (3.14.1) Requirement already satisfied, skipping upgrade: marshmallow-enum<2.0.0,>=1.5.1 in ./.local/lib/python3.8/site-packages (from dataclasses-json->sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (1.5.1) Requirement already satisfied, skipping upgrade: urllib3<1.27,>=1.25.4 in /usr/lib/python3/dist-packages (from botocore->sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (1.25.8) Requirement already satisfied, skipping upgrade: boto>=2.36.0 in ./.local/lib/python3.8/site-packages (from thunder-python>=1.2.0->thunder-registration->eo-learn-coregistration>=1.0.0->eo-learn) (2.49.0) Requirement already satisfied, skipping upgrade: bolt-python>=0.7.0 in ./.local/lib/python3.8/site-packages (from thunder-python>=1.2.0->thunder-registration->eo-learn-coregistration>=1.0.0->eo-learn) (0.7.1) Requirement already satisfied, skipping upgrade: mypy-extensions>=0.3.0 in ./.local/lib/python3.8/site-packages (from typing-inspect>=0.4.0->dataclasses-json->sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (0.4.3) Requirement already satisfied, skipping upgrade: typing-extensions>=3.7.4 in ./.local/lib/python3.8/site-packages (from typing-inspect>=0.4.0->dataclasses-json->sentinelhub>=3.4.0->eo-learn-io>=1.0.0->eo-learn) (4.1.1)

$ pip install --user --upgrade --upgrade-strategy=only-if-needed      ipyleaflet Collecting ipyleaflet Downloading ipyleaflet-0.15.0-py2.py3-none-any.whl (3.3 MB) |                               | 3.3 MB 364 kB/s Collecting traittypes<3,>=0.2.1 Downloading traittypes-0.2.1-py2.py3-none-any.whl (8.6 kB) Collecting xyzservices>=2021.8.1 Downloading xyzservices-2022.2.0-py3-none-any.whl (35 kB) Collecting ipywidgets<8,>=7.6.0 Downloading ipywidgets-7.6.5-py2.py3-none-any.whl (121 kB) |                               | 121 kB 338 kB/s Requirement already satisfied, skipping upgrade: traitlets>=4.2.2 in /usr/lib/python3/dist-packages (from traittypes<3,>=0.2.1->ipyleaflet) (4.3.3) Requirement already satisfied, skipping upgrade: ipykernel>=4.5.1 in /usr/lib/python3/dist-packages (from ipywidgets<8,>=7.6.0->ipyleaflet) (5.2.0) Requirement already satisfied, skipping upgrade: ipython>=4.0.0; python_version >= "3.3" in /usr/lib/python3/dist-packages (from ipywidgets<8,>=7.6.0->ipyleaflet) (7.13.0) Requirement already satisfied, skipping upgrade: ipython-genutils~=0.2.0 in /usr/lib/python3/dist-packages (from ipywidgets<8,>=7.6.0->ipyleaflet) (0.2.0) Collecting jupyterlab-widgets>=1.0.0; python_version >= "3.6" Downloading jupyterlab_widgets-1.0.2-py3-none-any.whl (243 kB) |                               | 243 kB 376 kB/s Collecting widgetsnbextension~=3.5.0 Downloading widgetsnbextension-3.5.2-py2.py3-none-any.whl (1.6 MB) |                               | 1.6 MB 359 kB/s Requirement already satisfied, skipping upgrade: nbformat>=4.2.0 in /usr/lib/python3/dist-packages (from ipywidgets<8,>=7.6.0->ipyleaflet) (5.0.4) Requirement already satisfied, skipping upgrade: pexpect in /usr/lib/python3/dist-packages (from ipython>=4.0.0; python_version >= "3.3"->ipywidgets<8,>=7.6.0->ipyleaflet) (4.6.0) Requirement already satisfied, skipping upgrade: notebook>=4.4.1 in /usr/lib/python3/dist-packages (from widgetsnbextension~=3.5.0->ipywidgets<8,>=7.6.0->ipyleaflet) (6.0.3) Installing collected packages: traittypes, xyzservices, jupyterlab-widgets, widgetsnbextension, ipywidgets, ipyleaflet Successfully installed ipyleaflet-0.15.0 ipywidgets-7.6.5 jupyterlab-widgets-1.0.2 traittypes-0.2.1 widgetsnbextension-3.5.2 xyzservices-2022.2.0


 * 1) jupyter nbextension enable --py --sys-prefix{?} ipyleaflet # can be skipped for notebook 5.3 and above

R setup
-- R language example

Explainable Machine Learning for Land Cover Classification by Courage K. 2021

rm(list=ls) library(sf)   # represents simple features as native R objects library(rgdal) # interface to the “Geospatial Data Abstraction Library (GDAL) library(raster) # provides important functions for importing and handling raster data library(rasterVis) # provides functions to display raster objects library(dplyr) # provides basic data transformation functions library(ggplot2) # provides extension for visualizations library(mapview) # provides functions to visualize geospatial data library(randomForest) # implements Breiman’s random forest (RF) algorithm library(kernlab) # implements support vector machine (SVM) algorithm library(corrplot) # provides graphical display of a correlation matrix library(iml)  # Keras-base tools for analyzing machine learning models library(caret) # machine learning helper
 * 1) Load the libraries example code from aigeolabs.com



OSGeoLive install_R.sh ver14

apt-get --assume-yes install r-base-core r-cran-sp r-cran-rpostgresql r-cran-udunits2 \ r-cran-ggplot2 r-cran-sf r-cran-lwgeom r-cran-spdata r-cran-rgdal r-cran-maptools

osgeolive 10 patch
in 2016, after being alerted -LINK- , I used   to upgrade ipywidgets on the OSGeo-Live 10.0 base system.

The following is a modified patch file showing the changes in Python 2.7:

-ipykernel==4.2.2 +ipykernel==4.5.2 ... -ipython==4.0.2 +ipython==5.1.0 -ipywidgets==5.1.5 +ipywidgets==5.2.2 -jupyter-client==4.1.1 +jupyter-client==4.4.0 jupyter-console==4.1.0 -jupyter-core==4.0.6 +jupyter-core==4.2.1 -notebook==4.2.1 +notebook==4.3.0 -nbconvert==4.1.0 -nbformat==4.0.1 +nbconvert==5.0.0 +nbformat==4.2.0 +html5lib==0.9999999 -ptyprocess==0.5 +ptyprocess==0.5.1 -pexpect==4.0.1 -pickleshare==0.5 +pexpect==4.2.1 +pickleshare==0.7.4
 * 1) Major components, version changed

-decorator==4.0.6 +decorator==4.0.10

+backports-abc==0.5 +backports.shutil-get-terminal-size==1.0.0 +bleach==1.5.0 +certifi==2016.9.26 +configparser==3.5.0 -enum34==1.1.2 +entrypoints==0.2.2 +enum34==1.1.6 -mistune==0.7.1 +mistune==0.7.3 +pandocfilters==1.4.1 +pathlib2==2.1.0 +prompt-toolkit==1.0.9 -Pygments==2.1 +Pygments==2.1.3 -pyzmq==15.2.0 +pyzmq==16.0.2 +testpath==0.3 -tornado==4.2.1 -traitlets==4.1.0 +tornado==4.4.2 +traitlets==4.3.1 +wcwidth==0.1.7 -widgetsnbextension==1.2.3 +widgetsnbextension==1.2.6
 * 1) -- misc other additions --

anyjson==0.3.3 Biggus==0.13.0 Cartopy==0.14.2 celery==3.1.20 cf-units==1.0.0 colorama==0.3.7 cycler==0.9.0 defer==1.0.6 descartes==1.0.1 filemagic==1.6 Fiona==1.6.3 Iris==1.9.2 imposm==2.6.0 imposm.parser==1.0.7 ipyleaflet==0.2.0 jsonschema==2.5.1 meld==3.14.2 ModestMaps==1.4.6 netCDF4==1.2.4 Nik4==1.6.0 numpy==1.11.0 osmapi==0.6.2 OWSLib==0.10.3 pandas==0.17.1 psutil==3.4.2 psycopg2==2.6.1 pykml==0.1.1 pywps==3.2.5 rasterio==0.31.0 TileStache==1.49.8
 * 1) -- misc other python libs (unchanged)

jammy Snapshot python install
osgeolive rc1 python3_all

APScheduler==0.0.0 Automat==20.2.0 Babel==2.8.0 Brotli==1.0.9 Cartopy==0.0.0 Cheetah3==3.2.6 Deprecated==1.2.13 Django==2.2.24 EOxServer==1.1.2 Faker==0.9.3 Fiona==1.8.21 Flask==2.0.1 GDAL==3.4.3 GeoAlchemy2==0.10.2 GeoNode==3.3.2.post2 HeapDict==1.0.1 Jinja2==3.0.3 Mako==1.1.3 MapProxy==1.15.1 Markdown==3.3.6 MarkupSafe==2.0.1 Nik4==1.7.0 OWSLib==0.25.0 Pillow==9.0.1 PyGObject==3.42.1 PyHamcrest==2.0.2 PyJWT==2.3.0 PyNaCl==1.5.0 PyOpenGL==3.1.5 PyQt5-sip==12.9.1 PyQt5==5.15.6 PyYAML==5.4.1 Pygments==2.11.2 QScintilla==2.11.6 Rtree==0.9.7 SQLAlchemy==1.4.31 SecretStorage==3.3.1 Send2Trash==1.8.1b0 Shapely==1.8.0 Twisted==22.1.0 Unidecode==1.3.3 Werkzeug==2.0.2 adal==1.2.2 affine==2.3.0 aiohttp==3.8.1 aioredis==1.3.1 aiosignal==1.2.0 amqp==5.0.9 anyjson==0.3.3 appdirs==1.4.4 apt-xapian-index==0.49 argon2-cffi==21.1.0 async-timeout==4.0.1 attrs==21.2.0 avro==1.11.0 azure-agrifood-farming==1.0.0b1 azure-ai-anomalydetector==3.0.0b3 azure-ai-formrecognizer==3.2.0b2 azure-ai-language-conversations==1.0.0b1 azure-ai-language-questionanswering==1.0.0 azure-ai-metricsadvisor==1.0.1 azure-ai-textanalytics==5.2.0b3 azure-ai-translation-document==1.0.0b6 azure-appconfiguration==1.3.0 azure-applicationinsights==0.1.0 azure-batch==11.0.0 azure-cognitiveservices-anomalydetector==0.3.0 azure-cognitiveservices-formrecognizer==0.1.1 azure-cognitiveservices-knowledge-qnamaker==0.3.0 azure-cognitiveservices-language-luis==0.7.0 azure-cognitiveservices-language-spellcheck==2.0.0 azure-cognitiveservices-language-textanalytics==0.2.0 azure-cognitiveservices-personalizer==0.1.0 azure-cognitiveservices-search-autosuggest==0.2.0 azure-cognitiveservices-search-customimagesearch==0.2.0 azure-cognitiveservices-search-customsearch==0.3.0 azure-cognitiveservices-search-entitysearch==2.0.0 azure-cognitiveservices-search-imagesearch==2.0.0 azure-cognitiveservices-search-newssearch==2.0.0 azure-cognitiveservices-search-videosearch==2.0.0 azure-cognitiveservices-search-visualsearch==0.2.0 azure-cognitiveservices-search-websearch==2.0.0 azure-cognitiveservices-vision-computervision==0.9.0 azure-cognitiveservices-vision-contentmoderator==1.0.0 azure-cognitiveservices-vision-customvision==3.1.0 azure-cognitiveservices-vision-face==0.5.0 azure-common==1.1.28 azure-communication-chat==1.1.0 azure-communication-identity==1.0.1 azure-communication-networktraversal==1.0.0b1 azure-communication-phonenumbers==1.0.1 azure-communication-sms==1.0.1 azure-confidentialledger==1.0.0b1 azure-containerregistry==1.0.0b7 azure-core==1.20.1 azure-data-tables==12.1.1 azure-digitaltwins-core==1.1.0 azure-eventgrid==4.7.0 azure-eventhub-checkpointstoreblob-aio==1.1.4 azure-eventhub-checkpointstoreblob==1.1.4 azure-eventhub-checkpointstoretable==1.0.0b1 azure-eventhub==5.6.2 azure-graphrbac==0.61.1 azure-identity==1.7.1 azure-iot-deviceupdate==1.0.0b1 azure-iot-modelsrepository==1.0.0b2 azure-keyvault-administration==4.1.0b2 azure-keyvault-certificates==4.4.0b2 azure-keyvault-keys==4.5.0b5 azure-keyvault-secrets==4.4.0b2 azure-keyvault==4.1.0 azure-loganalytics==0.1.0 azure-media-analytics-edge==1.0.0b1 azure-media-videoanalyzer-edge==1.0.0b3 azure-messaging-webpubsubservice==1.0.0b3 azure-mgmt-advisor==9.0.0 azure-mgmt-agfood==1.0.0b1 azure-mgmt-agrifood==1.0.0b1 azure-mgmt-alertsmanagement==1.0.0 azure-mgmt-apimanagement==2.1.0 azure-mgmt-appconfiguration==2.0.0 azure-mgmt-applicationinsights==1.0.0 azure-mgmt-appplatform==6.1.0 azure-mgmt-attestation==1.0.0 azure-mgmt-authorization==2.0.0 azure-mgmt-automanage==1.0.0b2 azure-mgmt-automation==1.1.0b1 azure-mgmt-avs==7.0.0b1 azure-mgmt-azureadb2c==1.0.0b1 azure-mgmt-azurearcdata==1.0.0 azure-mgmt-azurestack==1.0.0 azure-mgmt-azurestackhci==6.1.0b1 azure-mgmt-baremetalinfrastructure==1.0.0 azure-mgmt-batch==16.0.0 azure-mgmt-batchai==7.0.0b1 azure-mgmt-billing==6.0.0 azure-mgmt-botservice==1.0.0 azure-mgmt-cdn==11.0.0 azure-mgmt-changeanalysis==1.0.0 azure-mgmt-chaos==1.0.0b2 azure-mgmt-cognitiveservices==12.0.0 azure-mgmt-commerce==6.0.0 azure-mgmt-communication==1.0.0 azure-mgmt-compute==23.1.0 azure-mgmt-confidentialledger==1.0.0b1 azure-mgmt-confluent==2.0.0b1 azure-mgmt-consumption==8.0.0 azure-mgmt-containerinstance==9.1.0 azure-mgmt-containerregistry==8.2.0 azure-mgmt-containerservice==16.3.0 azure-mgmt-core==1.3.0 azure-mgmt-cosmosdb==7.0.0b2 azure-mgmt-costmanagement==3.0.0 azure-mgmt-customproviders==1.0.0 azure-mgmt-databox==1.0.0 azure-mgmt-databoxedge==1.0.0 azure-mgmt-databricks==1.1.0b1 azure-mgmt-datadog==2.0.0 azure-mgmt-datafactory==2.0.0 azure-mgmt-datalake-analytics==0.6.0 azure-mgmt-datalake-store==1.0.0 azure-mgmt-datamigration==10.0.0 azure-mgmt-dataprotection==1.0.0b1 azure-mgmt-datashare==1.0.0 azure-mgmt-deploymentmanager==1.0.0 azure-mgmt-deviceupdate==1.0.0b3 azure-mgmt-devspaces==1.0.0b1 azure-mgmt-devtestlabs==9.0.0 azure-mgmt-digitaltwins==6.0.0 azure-mgmt-dns==8.0.0 azure-mgmt-documentdb==0.1.3 azure-mgmt-edgegateway==0.1.0 azure-mgmt-edgeorder==1.0.0b1 azure-mgmt-elastic==1.0.0 azure-mgmt-eventgrid==9.0.0 azure-mgmt-eventhub==10.0.0 azure-mgmt-extendedlocation==1.0.0 azure-mgmt-fluidrelay==1.0.0b1 azure-mgmt-frontdoor==1.0.0 azure-mgmt-guestconfig==1.0.0b1 azure-mgmt-hanaonazure==1.0.0 azure-mgmt-hdinsight==9.0.0 azure-mgmt-healthbot==1.0.0b1 azure-mgmt-healthcareapis==1.1.0b1 azure-mgmt-hybridcompute==7.0.0 azure-mgmt-hybridkubernetes==1.1.0 azure-mgmt-hybridnetwork==1.0.0 azure-mgmt-imagebuilder==1.0.0b1 azure-mgmt-iotcentral==9.0.0b1 azure-mgmt-iothub==2.1.0 azure-mgmt-iothubprovisioningservices==1.0.0 azure-mgmt-keyvault==9.2.0 azure-mgmt-kubernetesconfiguration==1.0.0b1 azure-mgmt-kusto==2.1.0 azure-mgmt-labservices==1.0.0 azure-mgmt-loganalytics==11.0.0 azure-mgmt-logic==9.0.0 azure-mgmt-logz==1.0.0 azure-mgmt-machinelearningcompute==1.0.0b1 azure-mgmt-machinelearningservices==1.0.0 azure-mgmt-maintenance==2.0.0 azure-mgmt-managedservices==6.0.0 azure-mgmt-managementgroups==1.0.0 azure-mgmt-managementpartner==1.0.0 azure-mgmt-maps==2.0.0 azure-mgmt-marketplaceordering==1.1.0 azure-mgmt-media==8.0.0 azure-mgmt-mixedreality==1.0.0 azure-mgmt-monitor==2.0.0 azure-mgmt-msi==6.0.0b1 azure-mgmt-netapp==5.1.0 azure-mgmt-network==19.2.0 azure-mgmt-notificationhubs==7.0.0 azure-mgmt-operationsmanagement==1.0.0 azure-mgmt-peering==1.0.0 azure-mgmt-policyinsights==1.1.0b1 azure-mgmt-portal==1.0.0 azure-mgmt-powerbidedicated==1.0.0 azure-mgmt-powerbiembedded==2.0.0 azure-mgmt-privatedns==1.0.0 azure-mgmt-purview==1.0.0 azure-mgmt-quantum==1.0.0b2 azure-mgmt-quota==1.0.0b2 azure-mgmt-rdbms==10.0.0 azure-mgmt-recoveryservices==2.0.0 azure-mgmt-recoveryservicesbackup==3.0.0 azure-mgmt-recoveryservicessiterecovery==1.0.0b1 azure-mgmt-redhatopenshift==1.0.0 azure-mgmt-redis==13.0.0 azure-mgmt-redisenterprise==1.0.0 azure-mgmt-regionmove==1.0.0b1 azure-mgmt-relay==1.1.0 azure-mgmt-reservations==1.0.0 azure-mgmt-resource==20.0.0 azure-mgmt-resourcegraph==8.1.0b1 azure-mgmt-resourcehealth==1.0.0b1 azure-mgmt-resourcemover==1.1.0b2 azure-mgmt-scheduler==7.0.0b1 azure-mgmt-search==8.0.0 azure-mgmt-security==2.0.0b1 azure-mgmt-securityinsight==1.0.0b1 azure-mgmt-serialconsole==1.0.0 azure-mgmt-servermanager==2.0.0 azure-mgmt-servicebus==7.1.0 azure-mgmt-servicefabric==2.0.0 azure-mgmt-servicefabricmanagedclusters==1.0.0 azure-mgmt-servicelinker==1.0.0b1 azure-mgmt-signalr==1.0.0 azure-mgmt-sql==3.0.1 azure-mgmt-sqlvirtualmachine==1.0.0b1 azure-mgmt-storage==19.0.0 azure-mgmt-storagecache==1.1.0 azure-mgmt-storageimportexport==1.0.0b1 azure-mgmt-storagepool==1.0.0 azure-mgmt-storagesync==1.0.0 azure-mgmt-streamanalytics==1.0.0rc1 azure-mgmt-subscription==1.0.0 azure-mgmt-support==6.0.0 azure-mgmt-synapse==2.1.0b2 azure-mgmt-testbase==1.0.0b1 azure-mgmt-timeseriesinsights==1.0.0 azure-mgmt-trafficmanager==1.0.0b1 azure-mgmt-videoanalyzer==1.0.0b3 azure-mgmt-vmwarecloudsimple==1.0.0b1 azure-mgmt-web==5.0.0 azure-mgmt-webpubsub==1.0.0 azure-mgmt-workloadmonitor==1.0.0b2 azure-mixedreality-authentication==1.0.0b1 azure-monitor-opentelemetry-exporter==1.0.0b6 azure-monitor-query==1.0.1 azure-purview-administration==1.0.0b2 azure-purview-catalog==1.0.0b3 azure-purview-scanning==1.0.0b3 azure-schemaregistry-avroserializer==1.0.0b4 azure-schemaregistry==1.0.0 azure-search-documents==11.3.0b5 azure-security-attestation==1.0.1 azure-servicebus==7.4.0 azure-servicefabric==8.0.0.0 azure-servicemanagement-legacy==0.20.7 azure-storage-blob-changefeed==12.0.0b3 azure-storage-blob==12.9.0 azure-storage-file-datalake==12.5.0 azure-storage-file-share==12.6.0 azure-storage-queue==12.1.6 azure-synapse-accesscontrol==0.8.0 azure-synapse-artifacts==0.10.0 azure-synapse-managedprivateendpoints==0.5.0 azure-synapse-monitoring==0.3.0 azure-synapse-spark==0.8.0 azure-synapse==0.1.1 azure-template==0.0.18b3 backcall==0.2.0 bcrypt==3.2.0 beautifulsoup4==4.10.0 billiard==3.6.4.0 bleach==4.1.0 blinker==1.4 boto3==1.20.34 botocore==1.23.34 branca==0.4.2 cachetools==5.0.0 celery==5.2.3 certifi==2020.6.20 cftime==1.5.2 chardet==4.0.0 charset-normalizer==2.0.6 click-didyoumean==0.0.3 click-plugins==1.1.1 click-repl==0.2.0 click==8.0.3 cligj==0.7.2 cloudpickle==2.0.0 colorama==0.4.4 command-not-found==0.3 constantly==15.1.0 coverage==6.2 croniter==1.0.15 cryptography==3.4.8 cupshelpers==1.0 cycler==0.11.0 dask==2022.1.0+dfsg datacube==0.0.0 dbus-python==1.2.18 decorator==4.4.2 defer==1.0.6 defusedxml==0.7.1 deprecation==2.0.7 descartes==1.1.0 distributed==2022.1.0+ds.1 distro-info===1.1build1 distro==1.7.0 dj-database-url==0.5.0 dj-pagination==2.5.0 django-allauth==0.47.0 django-appconf==1.0.3 django-autocomplete-light==3.5.1 django-bootstrap3-datetimepicker-2==2.8.2 django-celery-beat==2.2.1 django-celery-results==2.0.0 django-cors-headers==3.11.0 django-downloadview==2.3.0 django-filter==2.4.0 django-floppyforms==1.9.0 django-forms-bootstrap==3.1.0 django-geonode-mapstore-client==3.3.2 django-grappelli==2.15.1 django-guardian==2.4.0 django-haystack==3.1.1 django-imagekit==4.1.0 django-invitations==1.9.3 django-ipware==4.0.0 django-js-asset==1.2.2 django-jsonfield-backport==1.0.2 django-leaflet==0.27.1 django-markdownify==0.9.1 django-model-utils==0.0.0 django-modeltranslation==0.17.5 django-mptt==0.13.2 django-polymorphic==3.1.0 django-recaptcha==2.0.6 django-storages==1.12.3 django-taggit==2.1.0 django-tastypie==0.14.4 django-timezone-field==5.0 django-tinymce==3.3.0 django-treebeard==4.5.1 django-user-agents==0.4.0 django-uuid-upload-path==1.0.0 django-widget-tweaks==1.4.8 djangorestframework-gis==0.18 djangorestframework-guardian==0.3.0 djangorestframework==3.12.4 dnspython==2.1.0 docker==5.0.3 drf-extensions==0.7.1 drf-spectacular==0.21.1 drf-writable-nested==0.6.3 dynamic-rest==2.0.0 elasticsearch==7.16.2 entrypoints==0.4 ephem==4.1.3 factory-boy==2.11.1 flake8==4.0.1 flaky==3.7.0 folium==0.0.0 fonttools==4.29.1 frozenlist==1.2.0 fs==2.4.12 fsspec==2022.1.0 future==0.18.2 galternatives==1.0.8 geographiclib==1.52 geoip2==2.9.0 geojson==2.5.0 geolinks==0.2.0 geonode-announcements==2.0.2 geonode-avatar==5.0.7 geonode-dialogos==3.0.1 geonode-django-activity-stream==0.10.0 geonode-oauth-toolkit==2.2.2 geonode-user-messages==2.0.2 geopandas==0.10.2 geoserver-restconfig==2.0.7 gisdata==0.5.4 glob2==0.5 gn-arcrest==10.5.4 gn-gsimporter==2.0.1 gps==3.22 greenlet==1.1.2 gunicorn==20.1.0 hiredis==1.0.1 html5lib==1.1 httplib2==0.20.2 humanize==0.0.0 hyperlink==21.0.0 idna==3.3 importlib-metadata==4.6.4 incremental==21.3.0 inflection==0.3.1 iniconfig==1.1.1 invoke==1.4.1 iotop==0.6 ipykernel==6.7.0 ipyleaflet==0.17.0 ipython==7.31.1 ipython_genutils==0.2.0 ipywidgets==6.0.0 iso8601==1.0.2 isodate==0.6.1 itsdangerous==2.1.0 jdcal==1.0 jedi==0.18.0 jeepney==0.7.1 jmespath==0.10.0 joblib==0.17.0 jsonfield==3.1.0 jsonref==0.1 jsonschema==3.2.0 jupyter-client==7.1.2 jupyter-core==4.9.1 jupyter-packaging==0.11.1 jupyterlab-pygments==0.1.2 jwcrypto==1.0 keyring==23.5.0 kiwisolver==1.3.2 kombu==5.2.3 language-selector==0.1 lark-parser==0.12.0 launchpadlib==1.10.16 lazr.restfulclient==0.14.4 lazr.uri==1.0.6 locket==0.2.1 lubuntu-update-notifier==0.4.dev0 lxml==4.8.0 lz4==3.1.3+dfsg mapnik==3.0.23 mappyfile==0.9.7 mapscript==7.6.4 matplotlib-inline==0.1.3 matplotlib==3.5.1 maxminddb==2.0.3 mccabe==0.6.1 mercantile==1.1.5 mock==4.0.3 more-itertools==8.10.0 mpmath==0.0.0 msal-extensions==1.0.0 msal==1.17.0 msgpack==1.0.3 msrest==0.6.21 msrestazure==0.6.4 multidict==5.1.0 munch==2.5.0 nbclient==0.5.6 nbconvert==6.4.0 nbformat==5.1.3 nest-asyncio==1.5.4 netCDF4==1.5.8 netifaces==0.11.0 networkx==2.4 notebook==6.4.8 numpy==1.21.5 oauthlib==3.2.0 osmapi==3.0.0 osmium==3.2.0 packaging==21.3 palettable==3.3.0 pandas==1.3.5 pandocfilters==1.5.0 paramiko==2.9.3 parse-type==0.5.6 parse==1.19.0 parso==0.8.1 partd==1.2.0 pbr==5.8.0 pexpect==4.8.0 pickleshare==0.7.5 pilkit==2.0 pinax-notifications==6.0.0 pinax-ratings==4.0.0 plotly==5.4.0 pluggy==0.13.0 ply==3.11 portalocker==2.2.1 prometheus-client==0.9.0 prompt-toolkit==3.0.28 psutil==5.9.0 psycopg2==2.8.6 ptyprocess==0.7.0 py==1.10.0 pyOpenSSL==21.0.0 pyasn1-modules==0.2.1 pyasn1==0.4.8 pycairo==1.20.1 pycodestyle==2.8.0 pycountry==20.7.3 pycql==0.0.8 pycsw==2.6.1 pycups==2.0.1 pydantic==1.8.2 pyflakes==2.4.0 pygeoapi==0.12.0 pylibmc==1.5.2 pyows==0.2.6 pyparsing==2.4.7 pyproj==3.3.0 pyrsistent==0.18.1 pysal==2.1.0 pyserial==3.5 pyshp==2.2.0 pytest-bdd==3.2.1 pytest-django==3.5.1 pytest==6.2.5 python-apt==2.3.0+ubuntu2 python-crontab==2.6.0 python-dateutil==2.8.1 python-debian===0.1.43ubuntu1 python-etcd==0.4.5 python-memcached==1.58 python-mimeparse==1.6.0 python-slugify==4.0.0 python3-openid==3.2.0 pytz==2022.1 pywps==4.5.1 pyxdg==0.27 pyzmq==22.3.0 rasterio==1.3.0 redis==3.5.3 requests-oauthlib==1.3.0 requests-toolbelt==0.9.1 requests==2.25.1 s3transfer==0.5.0 schema==0.6.7 scikit-learn==0.23.2 scipy==1.8.0 seaborn==0.11.2 selenium==4.0.0a1 service-identity==18.1.0 sherlock==0.3.2 six==1.16.0 smart-open==5.2.1 snuggs==1.4.7 sortedcontainers==2.1.0 soupsieve==2.3.1 sqlparse==0.4.2 sympy==1.9 systemd-python==234 tblib==1.7.0 tenacity==6.3.1 terminado==0.13.1 testpath==0.5.0 threadpoolctl==3.1.0 timeout-decorator==0.5.0 tinydb==3.15.2 toml==0.10.2 tomlkit==0.9.2 toolz==0.11.2 tornado==6.1 tqdm==4.57.0 traitlets==5.1.1 traittypes==0.2.1 typing-extensions==3.10.0.2 tzlocal==2.1 ua-parser==0.10.0 uamqp==1.5.1 ubuntu-advantage-tools==27.7 ubuntu-drivers-common==0.0.0 ufoLib2==0.13.1 ufw==0.36.1 unattended-upgrades==0.1 unicodecsv==0.14.1 unicodedata2==14.0.0 uritemplate==3.0.1 urllib3==1.26.5 usb-creator==0.3.7 user-agents==2.2.0 vine==5.0.0 wadllib==1.3.6 wcwidth==0.2.5 webencodings==0.5.1 websocket-client==1.2.3 websockets==9.1 widgetsnbextension==2.0.0 wrapt==1.13.3 wxPython==4.0.7 xarray==0.16.1 xdg==5 xkit==0.0.0 xmljson==0.1.9 xmltodict==0.12.0 xyzservices==2022.6.0 yarl==1.7.2 zict==2.0.0 zipp==1.0.0 zipstream==1.1.4 zope.interface==5.4.0

Thu May 26 07:55:03 PM PDT 2022

$ ls /usr/lib/python3/dist-packages/| grep info | sed -e 's/\.dist-info//' affine-2.3.0.egg-info alabaster-0.7.12.egg-info appdirs-1.4.4.egg-info apt_xapian_index-0.49.egg-info argon2_cffi-21.1.0.egg-info asciitree-0.3.3.egg-info attrs-21.2.0.egg-info Babel-2.8.0.egg-info backcall-0.2.0.egg-info bcrypt-3.2.0.egg-info beautifulsoup4-4.10.0.egg-info beniget-0.4.1.egg-info bleach-4.1.0.egg-info blinker-1.4.egg-info blosc-1.9.2.egg-info Bottleneck-1.3.2.egg-info branca-0.4.2.egg-info Brotli-1.0.9.egg-info certifi-2020.6.20.egg-info cftime-1.5.2.egg-info chardet-4.0.0.egg-info click-8.0.3.egg-info click_plugins-1.1.1.egg-info cligj-0.7.2.egg-info cloudpickle-2.0.0.egg-info colorama-0.4.4.egg-info command_not_found-0.3.egg-info cryptography-3.4.8.egg-info cupshelpers-1.0-py3.10.egg-info cycler-0.11.0.egg-info dask-2022.1.0+dfsg.egg-info dbus_python-1.2.18.egg-info decorator-4.4.2.egg-info defer-1.0.6.egg-info defusedxml-0.7.1.egg-info descartes-1.1.0.egg-info distributed-2022.1.0+ds.1.egg-info distro-1.7.0.egg-info distro_info-1.1build1.egg-info distro_info.py docutils-0.17.1.egg-info dropbox-11.26.0.egg-info entrypoints-0.4 et_xmlfile-1.0.1.egg-info fasteners-0.14.1.egg-info Fiona-1.8.21.egg-info folium-0.0.0.egg-info fonttools-4.29.1.egg-info fs-2.4.12.egg-info fsspec-2022.1.0 fusepy-3.0.1.egg-info future-0.18.2.egg-info galternatives-1.0.8.egg-info gast-0.5.2.egg-info GDAL-3.4.1.egg-info GeoAlchemy2-0.10.2.egg-info geographiclib-1.52.egg-info geopandas-0.10.2.egg-info geopy-2.2.0.egg-info greenlet-1.1.2.egg-info h5netcdf-0.12.0.egg-info h5py-3.6.0.egg-info h5py._debian_h5py_serial-3.6.0.egg-info HeapDict-1.0.1.egg-info html5lib-1.1.egg-info httplib2-0.20.2.egg-info idna-3.3.egg-info imagesize-1.3.0.egg-info importlib_metadata-4.6.4.egg-info iniconfig-1.1.1.egg-info ipykernel-6.7.0.egg-info ipython-7.31.1.egg-info ipython_genutils-0.2.0.egg-info ipywidgets-6.0.0.egg-info jdcal-1.0.egg-info jedi-0.18.0.egg-info jeepney-0.7.1 Jinja2-3.0.3.egg-info joblib-0.17.0.egg-info jsonschema-3.2.0.egg-info jupyter_client-7.1.2.egg-info jupyter_console-6.4.0.egg-info jupyter_core-4.9.1.egg-info jupyterlab_pygments-0.1.2.egg-info keyring-23.5.0.egg-info kiwisolver-1.3.2.egg-info language_selector-0.1.egg-info latexcodec-2.0.1.egg-info launchpadlib-1.10.16.egg-info lazr.restfulclient-0.14.4.egg-info lazr.uri-1.0.6.egg-info libarchive_c-2.9.egg-info libvirt_python-8.0.0.egg-info llvmlite-0.38.0.egg-info locket-0.2.1.egg-info lubuntu_update_notifier-0.4.dev0.egg-info lxml-4.8.0.egg-info lz4-3.1.3+dfsg.egg-info Markdown-3.3.6.egg-info markdown_it_py-1.1.0.egg-info MarkupSafe-2.0.1.egg-info matplotlib-3.5.1.egg-info matplotlib_inline-0.1.3.egg-info mdit_py_plugins-0.3.0 monotonic-1.6.egg-info more_itertools-8.10.0.egg-info mpmath-0.0.0.egg-info msgpack-1.0.3.egg-info munch-2.5.0.egg-info myst_parser-0.16.1 nbclient-0.5.6.egg-info nbconvert-6.4.0.egg-info nbformat-5.1.3.egg-info nbsphinx-0.8.7.egg-info nest_asyncio-1.5.4.egg-info netCDF4-1.5.8.egg-info netifaces-0.11.0.egg-info nose-1.3.7.egg-info notebook-6.4.8.egg-info numba-0.55.1.egg-info numcodecs-0.9.1+ds.egg-info numexpr-2.8.1.egg-info numpy-1.21.5.egg-info numpydoc-1.2.egg-info oauthlib-3.2.0.egg-info odfpy-1.4.2.egg-info olefile-0.46.egg-info openpyxl-3.0.9.egg-info osmium-3.2.0.egg-info OWSLib-0.25.0.egg-info packaging-21.3.egg-info pandas-1.3.5.egg-info pandocfilters-1.5.0.egg-info paramiko-2.9.3.egg-info parso-0.8.1.egg-info partd-1.2.0.egg-info pbr-5.8.0.egg-info pexpect-4.8.0.egg-info pickleshare-0.7.5.egg-info Pillow-9.0.1.egg-info pip-22.0.2 plotly-5.4.0.egg-info pluggy-0.13.0.egg-info ply-3.11.egg-info prometheus_client-0.9.0.egg-info prompt_toolkit-3.0.28.egg-info psutil-5.9.0.egg-info psycopg2-2.9.2.egg-info ptyprocess-0.7.0 py-1.10.0.egg-info pybtex-0.23.0.egg-info pybtex_docutils-1.0.1.egg-info pycairo-1.20.1.egg-info pycups-2.0.1.egg-info pydata_sphinx_theme-0.7.2.egg-info pygit2-1.6.1.egg-info Pygments-2.11.2.egg-info PyGObject-3.42.0.egg-info PyJWT-2.3.0.egg-info PyNaCl-1.5.0 pyparsing-2.4.7.egg-info pyproj-3.3.0.egg-info PyQt5-5.15.6 PyQt5_sip-12.9.1.egg-info pyrsistent-0.18.1.egg-info pytest-6.2.5.egg-info python_apt-2.3.0+ubuntu2.egg-info python_dateutil-2.8.1.egg-info python_debian-0.1.43ubuntu1.egg-info python_markdown_math-0.8.egg-info pythran-0.10.0.egg-info pytz-2022.1.egg-info pyxdg-0.27.egg-info PyYAML-5.4.1.egg-info pyzmq-22.3.0.egg-info QScintilla-2.11.6 rasterio-1.2.10.egg-info reportlab-3.6.8.egg-info requests-2.25.1.egg-info roman-3.3.egg-info Rtree-0.9.7.egg-info scikit_learn-0.23.2.egg-info scipy-1.8.0.egg-info SecretStorage-3.3.1.egg-info Send2Trash-1.8.1b0 setuptools-59.6.0.egg-info Shapely-1.8.0.egg-info simplejson-3.17.6.egg-info six-1.16.0.egg-info sklearn_pandas-2.0.3.egg-info snowballstemmer-2.2.0.egg-info snuggs-1.4.7.egg-info sortedcontainers-2.1.0.egg-info soupsieve-2.3.1.egg-info Sphinx-4.3.2.egg-info sphinxcontrib_bibtex-2.4.1.egg-info SQLAlchemy-1.4.31.egg-info ssh_import_id-5.11.egg-info stone-3.3.1 sympy-1.9.egg-info systemd_python-234.egg-info tables-3.7.0.egg-info tblib-1.7.0.egg-info tenacity-6.3.1.egg-info terminado-0.13.1.egg-info testpath-0.5.0.egg-info threadpoolctl-3.1.0 toml-0.10.2.egg-info toolz-0.11.2.egg-info tornado-6.1.egg-info traitlets-5.1.1.egg-info ubuntu_advantage_tools-27.8.egg-info ubuntu_drivers_common-0.0.0.egg-info ufoLib2-0.13.1 ufw-0.36.1.egg-info unattended_upgrades-0.1.egg-info unicodedata2-14.0.0.egg-info urllib3-1.26.5.egg-info usb_creator-0.3.7.egg-info wadllib-1.3.6.egg-info wcwidth-0.2.5.egg-info webencodings-0.5.1.egg-info wheel-0.37.1.egg-info widgetsnbextension-2.0.0.egg-info xarray-0.16.1.egg-info xdg-5.egg-info xkit-0.0.0.egg-info xlwt-1.3.0.egg-info zarr-0.0.0.egg-info zict-2.0.0.egg-info zipp-1.0.0.egg-info

Focal Snapshot local
Sat 26 Feb 2022 07:10:31 PM PST

$ ls .local/lib/python3.8/site-packages/ | grep info | sed -e 's/\.dist-info//' aenum-3.1.8 affine-2.3.0 appdirs-1.4.4 bolt_python-0.7.1 boto-2.49.0 boto3-1.21.2 botocore-1.24.2 branca-0.4.2 charset_normalizer-2.0.12 dataclasses_json-0.5.6 Deprecated-1.2.13 eo_learn-1.0.0 eo_learn_core-1.0.0 eo_learn_coregistration-1.0.0 eo_learn_features-1.0.0 eo_learn_geometry-1.0.0 eo_learn_io-1.0.0 eo_learn_mask-1.0.0 eo_learn_ml_tools-1.0.0 eo_learn_visualization-1.0.0 folium-0.12.1.post1 fs-2.4.15 fs_s3fs-1.1.1 graphviz-0.19.1 imageio-2.16.0 ipyleaflet-0.15.0 ipywidgets-7.6.5 jmespath-0.10.0 joblib-1.1.0 jupyterlab_widgets-1.0.2 lightgbm-3.3.2 llvmlite-0.38.0 marshmallow-3.14.1 marshmallow_enum-1.5.1 mypy_extensions-0.4.3 networkx-2.6.3 numba-0.55.1 numpy-1.21.5 opencv_contrib_python_headless-4.5.5.62 openeo-0.9.2 pandas-1.4.1 Pillow-8.4.0 python_dateutil-2.8.2 pytz-2021.3 PyWavelets-1.2.0 rasterio-1.2.10 requests-2.27.1 requests_oauthlib-1.3.1 s3transfer-0.5.1 scikit_image-0.19.2 scikit_learn-1.0.2 scipy-1.8.0 sentinelhub-3.4.4 snuggs-1.4.7 threadpoolctl-3.1.0 thunder_python-1.4.2 thunder_registration-1.0.1 tifffile-2022.2.9 tqdm-4.62.3 traittypes-0.2.1 typing_extensions-4.1.1 typing_inspect-0.7.1 utm-0.7.0 widgetsnbextension-3.5.2 wrapt-1.13.3 xarray-0.21.1 xyzservices-2022.2.0