Difference between revisions of "Osgeolive-jupyter"

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* PostGIS writing done with '''pyscopg2''' <code>2.9.2</code> (low-level) or '''geoalchemy2''' <code>0.10.2</code> (ORM based on sqlalchemy)
 
* PostGIS writing done with '''pyscopg2''' <code>2.9.2</code> (low-level) or '''geoalchemy2''' <code>0.10.2</code> (ORM based on sqlalchemy)
  
* '''rasterio''' :  modern geoTIFF handling; sophisticated library design; not easy to build from source <code>1.2.10</code>
+
* '''rasterio''' :  modern geoTIFF handling; sophisticated library design; not easy to build from source <code>1.2.10 1.3.2 vmdk</code>
  
 
* '''Shapely''' & '''Fiona''' : direct link to libGEOS/ogr from python; example Notebooks in place  <code>Shapely-1.8.0</code><code> Fiona-1.8.21</code>
 
* '''Shapely''' & '''Fiona''' : direct link to libGEOS/ogr from python; example Notebooks in place  <code>Shapely-1.8.0</code><code> Fiona-1.8.21</code>
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* '''opendatacube'''  core and Notebook client examples [https://github.com/opendatacube/datacube-core/releases/tag/1.8.7 v1.8.7 -LINK-]  '''odc-geo'''  a minimal Opendatacube setup (see below)
 
* '''opendatacube'''  core and Notebook client examples [https://github.com/opendatacube/datacube-core/releases/tag/1.8.7 v1.8.7 -LINK-]  '''odc-geo'''  a minimal Opendatacube setup (see below)
  
* '''pySTAC'''  spatial-temporal analysis standard; opendatacube collaborators  [https://github.com/stac-utils/pystac/releases/tag/v1.4.0 v1.4 -LINK-]
+
* '''pySTAC'''  spatial-temporal analysis standard; opendatacube collaborators  [https://github.com/stac-utils/pystac/releases/tag/v1.4.0 v1.4 -LINK-] updt v1.6
  
 
* stactools  is a collection of interfaces and utilities, TBD from odc soon [https://github.com/stactools-packages -LINK-]
 
* stactools  is a collection of interfaces and utilities, TBD from odc soon [https://github.com/stactools-packages -LINK-]
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* '''GRASS''' notebooks [https://github.com/OSGeo/grass/tree/main/doc/notebooks -LINK-] [https://gitlab.com/geoharmonizer_inea/odse-workshop-2022/-/tree/main/grass_gis/notebooks -LINK2-] [https://twitter.com/MarkusNeteler/status/1536620657844408322 -TWEET-]
 
* '''GRASS''' notebooks [https://github.com/OSGeo/grass/tree/main/doc/notebooks -LINK-] [https://gitlab.com/geoharmonizer_inea/odse-workshop-2022/-/tree/main/grass_gis/notebooks -LINK2-] [https://twitter.com/MarkusNeteler/status/1536620657844408322 -TWEET-]
  
* '''actinia''' STAC adaptor [https://github.com/mundialis/actinia-stac-plugin -LINK-] [https://github.com/mundialis/actinia_core updates]
+
* '''actinia''' [https://github.com/mundialis/actinia-jupyter/ notebooks] - STAC adaptor [https://github.com/mundialis/actinia-stac-plugin -LINK-] [https://github.com/mundialis/actinia_core updates]
  
 
* rioxarray  xarray adaptor for GDAL NetCDF  [https://corteva.github.io/rioxarray/stable/readme.html -README-]  [https://corteva.github.io/rioxarray/stable/installation.html -INSTALL-]
 
* rioxarray  xarray adaptor for GDAL NetCDF  [https://corteva.github.io/rioxarray/stable/readme.html -README-]  [https://corteva.github.io/rioxarray/stable/installation.html -INSTALL-]
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* '''mapnik'''  libmapnik3.1, python3-mapnik : mapnik rendering engine for OSM maps and others <code>libmapnik.so.3.1.0</code>
 
* '''mapnik'''  libmapnik3.1, python3-mapnik : mapnik rendering engine for OSM maps and others <code>libmapnik.so.3.1.0</code>
  
* ''mapclassify'' : part of pySAL, versions must match with geopandas setup
+
* ''mapclassify'' : part of pySAL, versions must match with geopandas setup [https://pysal.org/mapclassify/ --LINK--]
  
*  ''lightgbm'' :  MSFT python, tricky to install, might have to wait until other versions are sorted here
+
*  ''lightgbm'' :  MSFT python, updt ''pip3 install --user --upgrade-strategy=only-if-needed lightgbm'' ; ''v3.3.2''
 +
 
 +
* DASK job lib [https://github.com/dask/dask/tags -LINK-]
  
 
*  '''inline''' maps ''vs'' '''slippy''' maps : cartopy, other matplotlib variants are inline static; notebook web maps need js libs e.g. ipyleaflet
 
*  '''inline''' maps ''vs'' '''slippy''' maps : cartopy, other matplotlib variants are inline static; notebook web maps need js libs e.g. ipyleaflet
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</pre>
 
</pre>
 +
 +
 +
=== 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.
 +
 +
<pre>
 +
   
 +
</pre>
 +
 +
 +
 +
=== 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
 +
 +
25aug22
 +
<pre>
 +
FOSS4G  Pete Gadomski pete.gadomski at Gmail
 +
 +
        pystac  v1.6.1    r/w static collections, catalogs, objects
 +
pystac-client  v0.4.0    r/w stac api
 +
    stactools  v0.4.1    create,modify utils
 +
      odc-stac  v0.3.1    load stac assets into xarray
 +
 +
</pre>
 +
pystac version
 +
ref: https://trac.osgeo.org/osgeolive/ticket/2393
 +
 +
 +
 +
 +
31july2022
 +
 +
<pre>
 +
~$ 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.
 +
</pre>
 +
 +
26july2022
 +
 +
<pre>
 +
$ datacube product add /path/to/landsat-clip.yml
 +
</pre>
 +
 +
<pre>
 +
---  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"
 +
</pre>
 +
 +
<pre>
 +
$ 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}
 +
</pre>
 +
 +
<pre>
 +
# UUID of the dataset
 +
id: f884df9b-4458-bbbb-aaaa-1a52a2db8a1a
 +
$schema: 'https://schemas.opendatacube.org/dataset'
 +
 +
# Product name
 +
product:
 +
  name: clip_landsat_example0
 +
 +
# Native CRS, assumed to be the same across all bands
 +
crs: "epsg:32619"
 +
 +
# Mapping name:str -> { shape:    Tuple[ny: int, nx: int]
 +
#                      transform: Tuple[float x 9]}
 +
# Captures image size, and geo-registration
 +
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]
 +
 +
# Per band storage information and references into `grids`
 +
# Bands using the "default" grid should not need to reference it
 +
measurements:
 +
  red:              # Band using "default" grid should omit `grid` key
 +
    path: red.tif    # Path relative to the dataset location
 +
 +
# optional dataset location (useful for public datasets)
 +
#location: https://landsatonaws.com/L8/099/072/LC08_L1GT_099072_20200523_20200523_01_RT/metadata.yaml
 +
 +
# Dataset properties, prefer STAC standard names here
 +
# Timestamp is the only compulsory field here
 +
properties:
 +
  eo:platform: landsat-8
 +
  eo:instrument: OLI_TIRS
 +
 +
  # 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 only references UUIDs of direct source datasets
 +
# Mapping name:str -> [UUID]
 +
lineage: {}  # set to empty object if no lineage is defined
 +
 +
</pre>
 +
 +
25jul2022
 +
 +
<pre>
 +
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
 +
 +
# A blank host will use a local socket. Specify a hostname (such as localhost) to use TCP.
 +
db_hostname:
 +
 +
# Credentials are optional: you might have other Postgres authentication configured.
 +
# The default username otherwise is the current user id.
 +
db_username: user
 +
db_password: user
 +
EOF
 +
 +
                   
 +
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.
 +
 +
</pre>
 +
 +
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 ===
 
=== Jupyter jammy Install ===
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<pre>
 
<pre>
 
dbb@x10jam:~$ sudo apt install jupyter  
 
dbb@x10jam:~$ sudo apt install jupyter  
Reading package lists... Done
 
Building dependency tree... Done
 
Reading state information... Done
 
 
  
 
The following additional packages will be installed:
 
The following additional packages will be installed:
Line 152: Line 372:
 
   libjs-requirejs-text libjs-text-encoding libjs-xterm node-jed python3-argon2 python3-ipywidgets python3-jupyter-console
 
   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
 
   python3-notebook python3-prometheus-client python3-send2trash python3-terminado python3-widgetsnbextension
Suggested packages:
+
 
  jupyter-qtconsole libjs-jquery-lazyload libjs-json
 
The following NEW packages will be installed:
 
  fonts-glyphicons-halflings jupyter 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
 
0 upgraded, 31 newly installed, 0 to remove and 15 not upgraded.
 
Need to get 3,969 kB of archives.
 
After this operation, 33.5 MB of additional disk space will be used.
 
Do you want to continue? [Y/n]
 
 
Get:1 http://mirrors.wikimedia.org/ubuntu jammy/universe amd64 fonts-glyphicons-halflings all 1.009~3.4.1+dfsg-2 [117 kB]
 
Get:1 http://mirrors.wikimedia.org/ubuntu jammy/universe amd64 fonts-glyphicons-halflings all 1.009~3.4.1+dfsg-2 [117 kB]
 
...                 
 
Fetched 3,969 kB in 13s (301 kB/s)                                                                                             
 
Extracting templates from packages: 100%
 
Selecting previously unselected package fonts-glyphicons-halflings.
 
(Reading database ... 436812 files and directories currently installed.)
 
 
  
 
</pre>
 
</pre>
Line 182: Line 384:
 
Building dependency tree... Done
 
Building dependency tree... Done
 
Reading state information... Done
 
Reading state information... Done
 
  
 
The following additional packages will be installed:
 
The following additional packages will be installed:
Line 227: Line 428:
 
   r-cran-yaml r-cran-zoo r-doc-html r-recommended ttf-bitstream-vera
 
   r-cran-yaml r-cran-zoo r-doc-html r-recommended ttf-bitstream-vera
  
Suggested packages:
 
  gfortran-multilib gfortran-doc gfortran-11-multilib gfortran-11-doc libcoarrays-dev liblapack-doc readline-doc npm elpa-ess
 
  r-doc-info | r-doc-pdf r-mathlib r-base-html texlive-fonts-extra texlive-extra-utils texinfo r-cran-forcats r-cran-ggbeeswarm
 
  r-cran-ggridges r-cran-roxygen2 r-cran-aer r-cran-bbmle r-cran-car r-cran-cmprsk r-cran-coda r-cran-emmeans r-cran-epir
 
  r-cran-gam r-cran-gee r-cran-geepack r-cran-glmnet r-cran-gmm r-cran-irlba r-cran-lavaan r-cran-leaps r-cran-lmtest
 
  r-cran-lsmeans r-cran-metafor r-cran-network r-cran-ordinal r-cran-plm r-cran-psych r-cran-robust r-cran-spdep
 
  r-cran-spatialreg r-cran-spelling r-cran-survey r-cran-systemfit r-cran-bradleyterry2 r-cran-ellipse r-cran-party
 
  r-cran-randomforest r-cran-gclus r-cran-devtools r-cran-tinytest r-cran-spdata r-cran-whoami r-cran-vcd r-cran-shinyjs
 
  r-cran-r.utils r-cran-nanotime r-cran-clipr r-cran-nmf r-cran-rtsne r-cran-energy r-cran-optimx r-cran-pcapp
 
  r-cran-reticulate r-cran-scatterplot3d r-cran-vegan r-cran-unitizer r-cran-r.rsp r-bioc-affy r-bioc-biobase r-bioc-limma
 
  r-cran-cairo r-cran-readr r-cran-ape r-bioc-graph r-cran-magick r-cran-formatr r-cran-webshot r-cran-fields r-cran-bookdown
 
  r-cran-lavasearch2 r-cran-polycor r-cran-tidyverse r-cran-getopt r-cran-mapdata r-cran-rcurl r-cran-ucminf r-cran-cowplot
 
  r-cran-tkrplot r-cran-formattable r-cran-gbm r-cran-mlr r-cran-partykit r-cran-rmpi r-cran-doparallel r-cran-itertools
 
  r-cran-pbmcapply r-cran-pingr r-cran-ncdf4 r-cran-gstat r-cran-inline r-cran-rvest r-cran-usethis r-cran-tufte
 
  r-cran-rsconnect r-cran-gert r-cran-dichromat r-cran-stars r-cran-sm r-cran-gsl r-cran-locfit r-cran-randomfields
 
  r-cran-randomfieldsutils r-cran-nleqslv r-cran-tcltk2 r-cran-logspline r-cran-zeallot r-cran-remotes
 
  
The following NEW 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
 
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  r-cran-htmltable r-cran-htmltools r-cran-htmlwidgets r-cran-httpuv r-cran-httr r-cran-igraph r-cran-ini r-cran-interp
 
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  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
 
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  r-cran-quantmod r-cran-quantreg r-cran-r6 r-cran-ragg r-cran-rann r-cran-rappdirs r-cran-raster r-cran-rcolorbrewer
 
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  r-cran-rpart r-cran-rpostgresql r-cran-rprojroot r-cran-rsample r-cran-rspectra r-cran-rsqlite r-cran-rstudioapi r-cran-runit
 
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  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
 
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Setting up r-cran-rspectra (0.16-0-1build2) ...
 
Setting up r-cran-drr (0.0.4-2build1) ...
 
Setting up r-cran-gplots (3.1.1-2) ...
 
Setting up r-cran-gh (1.3.0-1) ...
 
Setting up r-cran-ttr (0.24.3-1) ...
 
Setting up r-cran-vctrs (0.3.8-2) ...
 
Setting up r-cran-pillar (1.7.0+dfsg-1) ...
 
Setting up r-cran-timereg (2.0.1-1) ...
 
Setting up r-cran-pkgload (1.2.4-1) ...
 
Setting up r-cran-rocr (1.0-11-2build1) ...
 
Setting up r-cran-prodlim (2019.11.13-1build1) ...
 
Setting up r-cran-mlmetrics (1.1.1-3build1) ...
 
Setting up r-cran-ddalpha (1.3.11-1build2) ...
 
Setting up r-cran-dimred (0.2.4-1) ...
 
Setting up r-cran-httpuv (1.6.5+dfsg-1) ...
 
Setting up r-cran-rpart (4.1.16-1) ...
 
Setting up r-cran-tibble (3.1.6+dfsg-1) ...
 
Setting up r-cran-dygraphs (1.1.1.6+dfsg-2build1) ...
 
Setting up r-cran-shiny (1.5.0+dfsg-2) ...
 
Setting up r-cran-textshaping (0.3.6-1) ...
 
Setting up r-cran-ipred (0.9-12-1) ...
 
Setting up r-cran-bench (1.1.2-1) ...
 
Setting up r-cran-furrr (0.2.3-1) ...
 
Setting up r-cran-tidyselect (1.1.2+dfsg-1) ...
 
Setting up r-cran-wkutils (0.1.1-1) ...
 
Setting up r-cran-slider (0.2.2-1) ...
 
Setting up r-cran-classint (0.4-3-1build1) ...
 
Setting up r-cran-ragg (1.2.1-1) ...
 
Setting up r-cran-hms (1.1.1-1) ...
 
Setting up r-cran-rmarkdown (2.6+dfsg-1) ...
 
Setting up r-cran-mets (1.2.9+dfsg-1) ...
 
Setting up r-cran-blob (1.2.2-1) ...
 
Setting up r-cran-dplyr (1.0.8-2) ...
 
Setting up r-cran-spatstat.core (2.3-2-1) ...
 
Setting up r-cran-dbplyr (2.1.1-1) ...
 
Setting up r-cran-rsqlite (2.2.9-1) ...
 
Setting up r-cran-decor (1.0.1-1) ...
 
Setting up r-cran-progress (1.2.2-2build1) ...
 
Setting up r-cran-quantmod (0.4.18-1) ...
 
Setting up r-recommended (4.1.2-1ubuntu2) ...
 
Setting up r-cran-crosstalk (1.2.0+dfsg-1) ...
 
Setting up r-cran-dt (0.17+dfsg-3) ...
 
Setting up r-cran-ggplot2 (3.3.5+dfsg-2) ...
 
Setting up r-cran-rematch2 (2.1.2-2build1) ...
 
Setting up r-cran-tseries (0.10-49-1) ...
 
Setting up r-cran-viridis (0.6.2-1) ...
 
Setting up r-cran-rgl (0.108.3-1) ...
 
Setting up r-cran-waldo (0.3.1-1) ...
 
Setting up r-cran-tidyr (1.2.0-1) ...
 
Setting up r-cran-recipes (0.1.17+dfsg-1) ...
 
Setting up r-cran-rsample (0.1.1-1) ...
 
Setting up r-cran-spatstat.linnet (2.3-1-1) ...
 
Setting up r-cran-cliapp (0.1.1-1) ...
 
Setting up r-cran-spatstat (2.3-0-1) ...
 
Setting up r-cran-htmltable (2.4.0-1) ...
 
Setting up r-cran-caret (6.0-90+dfsg-1) ...
 
Setting up r-cran-testthat (3.1.2-1) ...
 
Setting up r-cran-mockery (0.4.3+dfsg-1) ...
 
Setting up r-cran-broom (0.7.12+dfsg-1) ...
 
Setting up r-cran-misc3d (0.9-1-1) ...
 
Setting up r-cran-conquer (1.2.2-1) ...
 
Setting up r-cran-vdiffr (1.0.2-1) ...
 
Setting up r-cran-dbitest (1.7.2-1) ...
 
Setting up r-cran-nloptr (2.0.0-1) ...
 
Setting up r-cran-hmisc (4.6-0-1) ...
 
Setting up r-cran-quantreg (5.88-1) ...
 
Setting up r-cran-lme4 (1.1-28-1) ...
 
Setting up r-cran-plot3d (1.4-2) ...
 
Setting up r-cran-ks (1.13.3-1) ...
 
Setting up r-cran-logcondens (2.1.6-1) ...
 
Processing triggers for sgml-base (1.30) ...
 
Processing triggers for install-info (6.8-4build1) ...
 
Processing triggers for mailcap (3.70+nmu1ubuntu1) ...
 
Processing triggers for fontconfig (2.13.1-4.2ubuntu5) ...
 
Setting up libudunits2-0 (2.2.28-3) ...
 
Processing triggers for desktop-file-utils (0.26-1ubuntu3) ...
 
Processing triggers for hicolor-icon-theme (0.17-2) ...
 
Processing triggers for libc-bin (2.35-0ubuntu3) ...
 
Processing triggers for man-db (2.10.2-1) ...
 
Processing triggers for tex-common (6.17) ...
 
Running mktexlsr. This may take some time... done.
 
Setting up r-cran-units (0.8-0+dfsg-1) ...
 
Setting up r-cran-sf (1.0-6+dfsg-1) ...
 
Setting up r-cran-lwgeom (0.2-8-1build1) ...
 
 
</pre>
 
</pre>
  
 +
Note:  https://isciences.gitlab.io/exactextractr/
 +
 +
=== pangeo test install ===
 +
 +
https://github.com/pangeo-data/pangeo-tutorial-gallery
  
 +
<pre>
 +
$ 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
  
=== opendatacube ===
+
</pre>
  
https://mybinder.org/v2/gh/opendatacube/odc-stac/develop?urlpath=lab/workspaces/demo
+
=== env ===
  
https://notebooks.gesis.org/binder/jupyter/user/opendatacube-odc-stac-cnk43e3t/lab/workspaces/demo/tree/notebooks/stac-load-S2-ms.ipynb
+
    TODO pytest tests integration_tests in datacube-core
  
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
+
<pre>
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 
+
GDAL            3.4.3
    $apt install  python3-xarray  python3-cfgrib  python3-datacube
+
numpy          1.21.5
 +
scipy          1.8.0
 +
dask            2022.1.0+dfsg
 +
pandas          1.3.5
 +
geopandas      0.10.2
 +
ipython        7.31.1
 +
matplotlib      3.5.1
 +
pyproj          3.3.0
 +
scikit-learn 0.23.2
 +
seaborn        0.11.2
 +
datacube       0.0.0
  
    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
+
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
 +
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-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
 +
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
 +
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
 +
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_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
 +
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
 +
oauthlib 3.2.0
 +
osmapi 3.0.0
 +
osmium 3.2.0
 +
packaging 21.3
 +
palettable 3.3.0
 +
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
 +
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
 +
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
  
    TODO pytest tests integration_tests in datacube-core
+
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
  
<pre>
+
azure-agrifood-farming 1.0.0b1
affine                        2.3.0
+
azure-ai-anomalydetector 3.0.0b3
appdirs                      1.4.4
+
azure-ai-formrecognizer 3.2.0b2
apt_xapian_index              .49
+
azure-ai-language-conversations 1.0.0b1
asgiref                      3.5.0
+
azure-ai-language-questionanswering 1.0.0
attrs                        21.2.0
+
azure-ai-metricsadvisor 1.0.1
Babel                        2.8.0
+
azure-ai-textanalytics 5.2.0b3
beniget                      0.4.1
+
azure-ai-translation-document 1.0.0b6
blinker                      1.4
+
azure-appconfiguration 1.3.0
branca                        0.4.2
+
azure-applicationinsights 0.1.0
Brotli                        1.0.9
+
azure-batch 11.0.0
Cartopy                      0.0.0
+
azure-cognitiveservices-anomalydetector 0.3.0
certifi                      2020.6.20
+
azure-cognitiveservices-formrecognizer 0.1.1
cftime                        1.5.2
+
azure-cognitiveservices-knowledge-qnamaker 0.3.0
chardet                      4.0.0
+
azure-cognitiveservices-language-luis 0.7.0
click                        8.0.3
+
azure-cognitiveservices-language-spellcheck 2.0.0
click_plugins                1.1.1
+
azure-cognitiveservices-language-textanalytics 0.2.0
cligj                        0.7.2
+
azure-cognitiveservices-personalizer 0.1.0
colorama                      0.4.4
+
azure-cognitiveservices-search-autosuggest 0.2.0
command_not_found            0.3
+
azure-cognitiveservices-search-customimagesearch 0.2.0
cryptography                  3.4.8
+
azure-cognitiveservices-search-customsearch 0.3.0
cupshelpers                  1.0  
+
azure-cognitiveservices-search-entitysearch 2.0.0
cycler                        0.11.0
+
azure-cognitiveservices-search-imagesearch 2.0.0
dbus_python                  1.2.18
+
azure-cognitiveservices-search-newssearch 2.0.0
decorator                    4.4.2
+
azure-cognitiveservices-search-videosearch 2.0.0
defer                        1.0.6
+
azure-cognitiveservices-search-visualsearch 0.2.0
Deprecated                    1.2.13
+
azure-cognitiveservices-search-websearch 2.0.0
descartes                    1.1.0
+
azure-cognitiveservices-vision-computervision 0.9.0
distro                        1.7.0
+
azure-cognitiveservices-vision-contentmoderator 1.0.0
distro_info                  1.1
+
azure-cognitiveservices-vision-customvision 3.1.0
Django                        3.2.12
+
azure-cognitiveservices-vision-face 0.5.0
django_model_utils            0.0.0
+
azure-common 1.1.28
EOxServer                    1.1.0
+
azure-communication-chat 1.1.0
Fiona                        1.8.21
+
azure-communication-identity 1.0.1
Flask                        2.0.1
+
azure-communication-networktraversal 1.0.0b1
folium                        0.0.0
+
azure-communication-phonenumbers 1.0.1
fonttools                    4.29.1
+
azure-communication-sms 1.0.1
fs                            2.4.12
+
azure-confidentialledger 1.0.0b1
future                        0.18.2
+
azure-containerregistry 1.0.0b7
galternative                  1.0.8
+
azure-core 1.20.1
gast                          0.5.2
+
azure-data-tables 12.1.1
GDAL                          3.4.3
+
azure-digitaltwins-core 1.1.0
geographiclib                1.52
+
azure-eventgrid 4.7.0
geojson                      2.5.0
+
azure-eventhub-checkpointstoreblob-aio 1.1.4
geolinks                      0.2.0
+
azure-eventhub-checkpointstoreblob 1.1.4
geopandas                    0.10.2
+
azure-eventhub-checkpointstoretable 1.0.0b1
gps                          3.22
+
azure-eventhub 5.6.2
greenlet                      1.1.2
+
azure-graphrbac 0.61.1
httplib2                      0.20.2
+
azure-identity 1.7.1
humanize                      0.0.0
+
azure-iot-deviceupdate 1.0.0b1
idna                          3.3
+
azure-iot-modelsrepository 1.0.0b2
importlib_metadata            4.6.4
+
azure-keyvault-administration 4.1.0b2
iotop                        0.6
+
azure-keyvault-certificates 4.4.0b2
ipython_genutils              0.2.0
+
azure-keyvault-keys 4.5.0b5
itsdangerous                  2.1.0
+
azure-keyvault-secrets 4.4.0b2
jeepney                      0.7.1
+
azure-keyvault 4.1.0
Jinja2                        3.0.3
+
azure-loganalytics 0.1.0
joblib                        0.17.0
+
azure-media-analytics-edge 1.0.0b1
jsonref                      0.1
+
azure-media-videoanalyzer-edge 1.0.0b3
jsonschema                    3.2.0
+
azure-messaging-webpubsubservice 1.0.0b3
jupyter_core                  4.9.1
+
azure-mgmt-advisor 9.0.0
keyring                      23.5.0
+
azure-mgmt-agfood 1.0.0b1
kiwisolver                    1.3.2
+
azure-mgmt-agrifood 1.0.0b1
language_selector            0.1
+
azure-mgmt-alertsmanagement 1.0.0
lark                          1.1.1
+
azure-mgmt-apimanagement 2.1.0
launchpadlib                  1.10.16
+
azure-mgmt-appconfiguration 2.0.0
lazr.restfulclient            0.14.4
+
azure-mgmt-applicationinsights 1.0.0
lazr.uri                      1.0.6
+
azure-mgmt-appplatform 6.1.0
lubuntu_update_notifier      0.4.dev0
+
azure-mgmt-attestation 1.0.0
lxml                          4.8.0
+
azure-mgmt-authorization 2.0.0
lz4                          3.1.3
+
azure-mgmt-automanage 1.0.0b2
mapnik                        3.0.23
+
azure-mgmt-automation 1.1.0b1
MapProxy                      1.14.0
+
azure-mgmt-avs 7.0.0b1
mappyfile                    0.9.7
+
azure-mgmt-azureadb2c 1.0.0b1
mapscript                    7.6.4
+
azure-mgmt-azurearcdata 1.0.0
MarkupSafe                    2.0.1
+
azure-mgmt-azurestack 1.0.0
matplotlib                    3.5.1
+
azure-mgmt-azurestackhci 6.1.0b1
meld                          3.20.4
+
azure-mgmt-baremetalinfrastructure 1.0.0
more_itertools                8.10.0
+
azure-mgmt-batch 16.0.0
mpmath                        0.0.0
+
azure-mgmt-batchai 7.0.0b1
munch                        2.5.0
+
azure-mgmt-billing 6.0.0
nbformat                      5.1.3
+
azure-mgmt-botservice 1.0.0
netCDF4                      1.5.8
+
azure-mgmt-cdn 11.0.0
netifaces                    0.11.0
+
azure-mgmt-changeanalysis 1.0.0
networkx                      2.4
+
azure-mgmt-chaos 1.0.0b2
Nik4                          1.7.0
+
azure-mgmt-cognitiveservices 12.0.0
numpy                        1.21.5
+
azure-mgmt-commerce 6.0.0
oauthlib                      3.2.0
+
azure-mgmt-communication 1.0.0
osmapi                        3.0.0
+
azure-mgmt-compute 23.1.0
osmium                        3.2.0
+
azure-mgmt-confidentialledger 1.0.0b1
OWSLib                        0.25.0
+
azure-mgmt-confluent 2.0.0b1
packaging                    21.3
+
azure-mgmt-consumption 8.0.0
palettable                    3.3.0
+
azure-mgmt-containerinstance 9.1.0
pandas                        1.3.5
+
azure-mgmt-containerregistry 8.2.0
pbr                          5.8.0
+
azure-mgmt-containerservice 16.3.0
Pillow                        9.0.1
+
azure-mgmt-core 1.3.0
plotly                        5.4.0
+
azure-mgmt-cosmosdb 7.0.0b2
ply                          3.11
+
azure-mgmt-costmanagement 3.0.0
psycopg2                      2.9.2
+
azure-mgmt-customproviders 1.0.0
pycairo                      1.20.1
+
azure-mgmt-databox 1.0.0
pycql                        0.0.8
+
azure-mgmt-databoxedge 1.0.0
pycups                        2.0.1
+
azure-mgmt-databricks 1.1.0b1
pydantic                      1.8.2
+
azure-mgmt-datadog 2.0.0
pygeoapi                      0.12.0
+
azure-mgmt-datafactory 2.0.0
Pygments                      2.11.2
+
azure-mgmt-datalake-analytics 0.6.0
PyGObject                    3.42.0
+
azure-mgmt-datalake-store 1.0.0
PyJWT                        2.3.0
+
azure-mgmt-datamigration 10.0.0
PyOpenGL                      3.1.5
+
azure-mgmt-dataprotection 1.0.0b1
pyparsing                    2.4.7
+
azure-mgmt-datashare 1.0.0
pyproj                        3.3.0
+
azure-mgmt-deploymentmanager 1.0.0
PyQt5                        5.15.6
+
azure-mgmt-deviceupdate 1.0.0b3
PyQt5_sip                    12.9.1
+
azure-mgmt-devspaces 1.0.0b1
pyrsistent                    0.18.1
+
azure-mgmt-devtestlabs 9.0.0
pysal                        2.1.0
+
azure-mgmt-digitaltwins 6.0.0
pyserial                      3.5
+
azure-mgmt-dns 8.0.0
pyshp                        2.2.0
+
azure-mgmt-documentdb 0.1.3
python_apt                    2.3.0
+
azure-mgmt-edgegateway 0.1.0
python_dateutil              2.8.1
+
azure-mgmt-edgeorder 1.0.0b1
python_debian                0.1.43
+
azure-mgmt-elastic 1.0.0
pythran                      0.10.0
+
azure-mgmt-eventgrid 9.0.0
pytz                          2022.1
+
azure-mgmt-eventhub 10.0.0
pywps                        4.5.1
+
azure-mgmt-extendedlocation 1.0.0
pyxdg                        0.27
+
azure-mgmt-fluidrelay 1.0.0b1
PyYAML                        5.4.1
+
azure-mgmt-frontdoor 1.0.0
QScintilla                    2.11.6/
+
azure-mgmt-guestconfig 1.0.0b1
rasterio                      1.2.10
+
azure-mgmt-hanaonazure 1.0.0
requests                      2.25.1
+
azure-mgmt-hdinsight 9.0.0
Rtree                        0.9.7
+
azure-mgmt-healthbot 1.0.0b1
scikit_learn                  0.23.2
+
azure-mgmt-healthcareapis 1.1.0b1
scipy                        1.8.0
+
azure-mgmt-hybridcompute 7.0.0
seaborn                      0.11.2
+
azure-mgmt-hybridkubernetes 1.1.0
SecretStorage                3.3.1
+
azure-mgmt-hybridnetwork 1.0.0
setuptools                    59.6.0
+
azure-mgmt-imagebuilder 1.0.0b1
Shapely                      1.8.0
+
azure-mgmt-iotcentral 9.0.0b1
six                          1.16.0
+
azure-mgmt-iothub 2.1.0
snuggs                        1.4.7
+
azure-mgmt-iothubprovisioningservices 1.0.0
SQLAlchemy                    1.4.31
+
azure-mgmt-keyvault 9.2.0
sqlparse                      0.4.2
+
azure-mgmt-kubernetesconfiguration 1.0.0b1
sympy                        1.9
+
azure-mgmt-kusto 2.1.0
systemd_python                234
+
azure-mgmt-labservices 1.0.0
tenacity                      6.3.1
+
azure-mgmt-loganalytics 11.0.0
threadpoolctl                3.1.0
+
azure-mgmt-logic 9.0.0
tinydb                        3.15.2
+
azure-mgmt-logz 1.0.0
tqdm                          4.57.0
+
azure-mgmt-machinelearningcompute 1.0.0b1
traitlets                    5.1.1
+
azure-mgmt-machinelearningservices 1.0.0
typing_extensions            3.10.0.2
+
azure-mgmt-maintenance 2.0.0
ubuntu_advantage_tools        27.8
+
azure-mgmt-managedservices 6.0.0
ubuntu_drivers_common        0.0.0
+
azure-mgmt-managementgroups 1.0.0
ufoLib2                      0.13.1
+
azure-mgmt-managementpartner 1.0.0
ufw                          0.36.1
+
azure-mgmt-maps 2.0.0
unattended_upgrades          0.1
+
azure-mgmt-marketplaceordering 1.1.0
unicodecsv                    0.14.1
+
azure-mgmt-media 8.0.0
unicodedata2                  14.0.0
+
azure-mgmt-mixedreality 1.0.0
urllib3                      1.26.5
+
azure-mgmt-monitor 2.0.0
usb_creator                  0.3.7
+
azure-mgmt-msi 6.0.0b1
wadllib                      1.3.6
+
azure-mgmt-netapp 5.1.0
Werkzeug                      2.0.2
+
azure-mgmt-network 19.2.0
wrapt                        1.13.3
+
azure-mgmt-notificationhubs 7.0.0
wxPython                      4.0.7
+
azure-mgmt-operationsmanagement 1.0.0
xdg                          5
+
azure-mgmt-peering 1.0.0
xkit                          0.0.0
+
azure-mgmt-policyinsights 1.1.0b1
xmltodict                    0.12.0
+
azure-mgmt-portal 1.0.0
zipp                          1.0.0
+
azure-mgmt-powerbidedicated 1.0.0
zipstream                    1.1.4
+
azure-mgmt-powerbiembedded 2.0.0
----------------------------------------------------------
+
azure-mgmt-privatedns 1.0.0
  alpha1 Installed dist-packages
+
azure-mgmt-purview 1.0.0
</pre>
+
azure-mgmt-quantum 1.0.0b2
<pre>
+
azure-mgmt-quota 1.0.0b2
adal                          1.2.7
+
azure-mgmt-rdbms 10.0.0
adlfs                        2022.4.0
+
azure-mgmt-recoveryservices 2.0.0
affine                        2.3.1
+
azure-mgmt-recoveryservicesbackup 3.0.0
aiobotocore                  2.2.0
+
azure-mgmt-recoveryservicessiterecovery 1.0.0b1
aiohttp                      3.8.1
+
azure-mgmt-redhatopenshift 1.0.0
aioitertools                  0.10.0
+
azure-mgmt-redis 13.0.0
aiosignal                    1.2.0
+
azure-mgmt-redisenterprise 1.0.0
alembic                      1.7.7
+
azure-mgmt-regionmove 1.0.0b1
ansiwrap                      0.8.4
+
azure-mgmt-relay 1.1.0
anyio                        3.5.0
+
azure-mgmt-reservations 1.0.0
appdirs                      1.4.4
+
azure-mgmt-resource 20.0.0
argon2-cffi                  21.3.0
+
azure-mgmt-resourcegraph 8.1.0b1
argon2-cffi-bindings          21.2.0
+
azure-mgmt-resourcehealth 1.0.0b1
asciitree                    0.3.3
+
azure-mgmt-resourcemover 1.1.0b2
asgiref                      3.5.0
+
azure-mgmt-scheduler 7.0.0b1
asn1crypto                    1.5.1
+
azure-mgmt-search 8.0.0
astropy                      5.0.4
+
azure-mgmt-security 2.0.0b1
asttokens                    2.0.5
+
azure-mgmt-securityinsight 1.0.0b1
async-generator              1.10
+
azure-mgmt-serialconsole 1.0.0
async-timeout                4.0.2
+
azure-mgmt-servermanager 2.0.0
attrs                        21.4.0
+
azure-mgmt-servicebus 7.1.0
av                            9.2.0
+
azure-mgmt-servicefabric 2.0.0
awscli                        1.22.76
+
azure-mgmt-servicefabricmanagedclusters 1.0.0
azure-core                    1.23.1
+
azure-mgmt-servicelinker 1.0.0b1
azure-data-tables            12.4.0
+
azure-mgmt-signalr 1.0.0
azure-datalake-store          0.0.51
+
azure-mgmt-sql 3.0.1
azure-identity                1.9.0
+
azure-mgmt-sqlvirtualmachine 1.0.0b1
azure-storage-blob            12.11.0
+
azure-mgmt-storage 19.0.0
Babel                        2.9.1
+
azure-mgmt-storagecache 1.1.0
backcall                      0.2.0
+
azure-mgmt-storageimportexport 1.0.0b1
backports.functools-lru-cache 1.6.4
+
azure-mgmt-storagepool 1.0.0
beautifulsoup4                4.11.1
+
azure-mgmt-storagesync 1.0.0
black                        22.3.0
+
azure-mgmt-streamanalytics 1.0.0rc1
bleach                        5.0.0
+
azure-mgmt-subscription 1.0.0
blinker                      1.4
+
azure-mgmt-support 6.0.0
blosc                        1.10.2
+
azure-mgmt-synapse 2.1.0b2
bokeh                        2.4.2
+
azure-mgmt-testbase 1.0.0b1
boltons                      21.0.0
+
azure-mgmt-timeseriesinsights 1.0.0
boto3                        1.21.21
+
azure-mgmt-trafficmanager 1.0.0b1
botocore                      1.24.21
+
azure-mgmt-videoanalyzer 1.0.0b3
Bottleneck                    1.3.4
+
azure-mgmt-vmwarecloudsimple 1.0.0b1
bqplot                        0.12.33
+
azure-mgmt-web 5.0.0
branca                        0.4.2
+
azure-mgmt-webpubsub 1.0.0
brotlipy                      0.7.0
+
azure-mgmt-workloadmonitor 1.0.0b2
cached-property              1.5.2
+
azure-mixedreality-authentication 1.0.0b1
cachetools                    5.0.0
+
azure-monitor-opentelemetry-exporter 1.0.0b6
cachey                        0.2.1
+
azure-monitor-query 1.0.1
Cartopy                      0.20.2
+
azure-purview-administration 1.0.0b2
cchardet                      2.1.7
+
azure-purview-catalog 1.0.0b3
certifi                      2021.10.8
+
azure-purview-scanning 1.0.0b3
certipy                      0.1.3
+
azure-schemaregistry-avroserializer 1.0.0b4
cf-xarray                    0.7.2
+
azure-schemaregistry 1.0.0
cffi                          1.15.0
+
azure-search-documents 11.3.0b5
cfgrib                        0.9.10.1
+
azure-security-attestation 1.0.1
cftime                        1.6.0
+
azure-servicebus 7.4.0
cgen                          2020.1
+
azure-servicefabric 8.0.0.0
charset-normalizer            2.0.12
+
azure-servicemanagement-legacy 0.20.7
ciso                          0.1.0
+
azure-storage-blob-changefeed 12.0.0b3
click                        8.0.4
+
azure-storage-blob 12.9.0
click-plugins                1.1.1
+
azure-storage-file-datalake 12.5.0
cligj                        0.7.2
+
azure-storage-file-share 12.6.0
cloudpickle                  2.0.0
+
azure-storage-queue 12.1.6
cmip6-preprocessing          0.0.0
+
azure-synapse-accesscontrol 0.8.0
cmocean                      2.0
+
azure-synapse-artifacts 0.10.0
colorama                      0.4.3
+
azure-synapse-managedprivateendpoints 0.5.0
colorcet                      3.0.0
+
azure-synapse-monitoring 0.3.0
colorspacious                1.1.2
+
azure-synapse-spark 0.8.0
colour                        0.1.5
+
azure-synapse 0.1.1
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
 
Package                      Version
Line 1,353: Line 1,229:
 
from pystac_client import Client
 
from pystac_client import Client
 
from odc.stac import configure_rio, stac_load
 
from odc.stac import configure_rio, stac_load
 
</pre>
 
 
<pre>
 
$ 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
 
  
 
</pre>
 
</pre>
Line 1,854: Line 1,647:
 
$ pip install --user --upgrade  --upgrade-strategy=only-if-needed      sentinelhub
 
$ 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 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
 
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)
 
   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  
 
     |                                | 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
 
Installing collected packages: pillow
 
   Attempting uninstall: pillow
 
   Attempting uninstall: pillow
Line 1,890: Line 1,661:
 
$ pip install --user --upgrade  --upgrade-strategy=only-if-needed      eo-learn
 
$ 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 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
 
$ pip install --user --upgrade  --upgrade-strategy=only-if-needed      ipyleaflet
Line 1,994: Line 1,691:
 
##jupyter nbextension enable --py --sys-prefix{?} ipyleaflet  # can be skipped for notebook 5.3 and above
 
##jupyter nbextension enable --py --sys-prefix{?} ipyleaflet  # can be skipped for notebook 5.3 and above
 
</pre>
 
</pre>
 
  
 
== R setup ==
 
== R setup ==
Line 2,135: Line 1,831:
  
 
<pre>
 
<pre>
                      Thu May 26 07:55:03 PM PDT 2022
+
        osgeolive rc1 python3_all
  
$ ls /usr/lib/python3/dist-packages/| grep info | sed -e 's/\.dist-info//'
+
APScheduler==0.0.0
affine-2.3.0.egg-info
+
Automat==20.2.0
alabaster-0.7.12.egg-info
+
Babel==2.8.0
appdirs-1.4.4.egg-info
+
Brotli==1.0.9
apt_xapian_index-0.49.egg-info
+
Cartopy==0.0.0
argon2_cffi-21.1.0.egg-info
+
Cheetah3==3.2.6
asciitree-0.3.3.egg-info
+
Deprecated==1.2.13
attrs-21.2.0.egg-info
+
Django==2.2.24
Babel-2.8.0.egg-info
+
EOxServer==1.1.2
backcall-0.2.0.egg-info
+
Faker==0.9.3
bcrypt-3.2.0.egg-info
+
Fiona==1.8.21
beautifulsoup4-4.10.0.egg-info
+
Flask==2.0.1
beniget-0.4.1.egg-info
+
GDAL==3.4.3
bleach-4.1.0.egg-info
+
GeoAlchemy2==0.10.2
blinker-1.4.egg-info
+
GeoNode==3.3.2.post2
blosc-1.9.2.egg-info
+
HeapDict==1.0.1
Bottleneck-1.3.2.egg-info
+
Jinja2==3.0.3
branca-0.4.2.egg-info
+
Mako==1.1.3
Brotli-1.0.9.egg-info
+
MapProxy==1.15.1
certifi-2020.6.20.egg-info
+
Markdown==3.3.6
cftime-1.5.2.egg-info
+
MarkupSafe==2.0.1
chardet-4.0.0.egg-info
+
Nik4==1.7.0
click-8.0.3.egg-info
+
OWSLib==0.25.0
click_plugins-1.1.1.egg-info
+
Pillow==9.0.1
cligj-0.7.2.egg-info
+
PyGObject==3.42.1
cloudpickle-2.0.0.egg-info
+
PyHamcrest==2.0.2
colorama-0.4.4.egg-info
+
PyJWT==2.3.0
command_not_found-0.3.egg-info
+
PyNaCl==1.5.0
cryptography-3.4.8.egg-info
+
PyOpenGL==3.1.5
cupshelpers-1.0-py3.10.egg-info
+
PyQt5-sip==12.9.1
cycler-0.11.0.egg-info
+
PyQt5==5.15.6
dask-2022.1.0+dfsg.egg-info
+
PyYAML==5.4.1
dbus_python-1.2.18.egg-info
+
Pygments==2.11.2
decorator-4.4.2.egg-info
+
QScintilla==2.11.6
defer-1.0.6.egg-info
+
Rtree==0.9.7
defusedxml-0.7.1.egg-info
+
SQLAlchemy==1.4.31
descartes-1.1.0.egg-info
+
SecretStorage==3.3.1
distributed-2022.1.0+ds.1.egg-info
+
Send2Trash==1.8.1b0
distro-1.7.0.egg-info
+
Shapely==1.8.0
distro_info-1.1build1.egg-info
+
Twisted==22.1.0
distro_info.py
+
Unidecode==1.3.3
docutils-0.17.1.egg-info
+
Werkzeug==2.0.2
dropbox-11.26.0.egg-info
+
adal==1.2.2
entrypoints-0.4
+
affine==2.3.0
et_xmlfile-1.0.1.egg-info
+
aiohttp==3.8.1
fasteners-0.14.1.egg-info
+
aioredis==1.3.1
Fiona-1.8.21.egg-info
+
aiosignal==1.2.0
folium-0.0.0.egg-info
+
amqp==5.0.9
fonttools-4.29.1.egg-info
+
anyjson==0.3.3
fs-2.4.12.egg-info
+
appdirs==1.4.4
fsspec-2022.1.0
+
apt-xapian-index==0.49
fusepy-3.0.1.egg-info
+
argon2-cffi==21.1.0
future-0.18.2.egg-info
+
async-timeout==4.0.1
galternatives-1.0.8.egg-info
+
attrs==21.2.0
gast-0.5.2.egg-info
+
avro==1.11.0
GDAL-3.4.1.egg-info
+
azure-agrifood-farming==1.0.0b1
GeoAlchemy2-0.10.2.egg-info
+
azure-ai-anomalydetector==3.0.0b3
geographiclib-1.52.egg-info
+
azure-ai-formrecognizer==3.2.0b2
geopandas-0.10.2.egg-info
+
azure-ai-language-conversations==1.0.0b1
geopy-2.2.0.egg-info
+
azure-ai-language-questionanswering==1.0.0
greenlet-1.1.2.egg-info
+
azure-ai-metricsadvisor==1.0.1
h5netcdf-0.12.0.egg-info
+
azure-ai-textanalytics==5.2.0b3
h5py-3.6.0.egg-info
+
azure-ai-translation-document==1.0.0b6
h5py._debian_h5py_serial-3.6.0.egg-info
+
azure-appconfiguration==1.3.0
HeapDict-1.0.1.egg-info
+
azure-applicationinsights==0.1.0
html5lib-1.1.egg-info
+
azure-batch==11.0.0
httplib2-0.20.2.egg-info
+
azure-cognitiveservices-anomalydetector==0.3.0
idna-3.3.egg-info
+
azure-cognitiveservices-formrecognizer==0.1.1
imagesize-1.3.0.egg-info
+
azure-cognitiveservices-knowledge-qnamaker==0.3.0
importlib_metadata-4.6.4.egg-info
+
azure-cognitiveservices-language-luis==0.7.0
iniconfig-1.1.1.egg-info
+
azure-cognitiveservices-language-spellcheck==2.0.0
ipykernel-6.7.0.egg-info
+
azure-cognitiveservices-language-textanalytics==0.2.0
ipython-7.31.1.egg-info
+
azure-cognitiveservices-personalizer==0.1.0
ipython_genutils-0.2.0.egg-info
+
azure-cognitiveservices-search-autosuggest==0.2.0
ipywidgets-6.0.0.egg-info
+
azure-cognitiveservices-search-customimagesearch==0.2.0
jdcal-1.0.egg-info
+
azure-cognitiveservices-search-customsearch==0.3.0
jedi-0.18.0.egg-info
+
azure-cognitiveservices-search-entitysearch==2.0.0
jeepney-0.7.1
+
azure-cognitiveservices-search-imagesearch==2.0.0
Jinja2-3.0.3.egg-info
+
azure-cognitiveservices-search-newssearch==2.0.0
joblib-0.17.0.egg-info
+
azure-cognitiveservices-search-videosearch==2.0.0
jsonschema-3.2.0.egg-info
+
azure-cognitiveservices-search-visualsearch==0.2.0
jupyter_client-7.1.2.egg-info
+
azure-cognitiveservices-search-websearch==2.0.0
jupyter_console-6.4.0.egg-info
+
azure-cognitiveservices-vision-computervision==0.9.0
jupyter_core-4.9.1.egg-info
+
azure-cognitiveservices-vision-contentmoderator==1.0.0
jupyterlab_pygments-0.1.2.egg-info
+
azure-cognitiveservices-vision-customvision==3.1.0
keyring-23.5.0.egg-info
+
azure-cognitiveservices-vision-face==0.5.0
kiwisolver-1.3.2.egg-info
+
azure-common==1.1.28
language_selector-0.1.egg-info
+
azure-communication-chat==1.1.0
latexcodec-2.0.1.egg-info
+
azure-communication-identity==1.0.1
launchpadlib-1.10.16.egg-info
+
azure-communication-networktraversal==1.0.0b1
lazr.restfulclient-0.14.4.egg-info
+
azure-communication-phonenumbers==1.0.1
lazr.uri-1.0.6.egg-info
+
azure-communication-sms==1.0.1
libarchive_c-2.9.egg-info
+
azure-confidentialledger==1.0.0b1
libvirt_python-8.0.0.egg-info
+
azure-containerregistry==1.0.0b7
llvmlite-0.38.0.egg-info
+
azure-core==1.20.1
locket-0.2.1.egg-info
+
azure-data-tables==12.1.1
lubuntu_update_notifier-0.4.dev0.egg-info
+
azure-digitaltwins-core==1.1.0
lxml-4.8.0.egg-info
+
azure-eventgrid==4.7.0
lz4-3.1.3+dfsg.egg-info
+
azure-eventhub-checkpointstoreblob-aio==1.1.4
Markdown-3.3.6.egg-info
+
azure-eventhub-checkpointstoreblob==1.1.4
markdown_it_py-1.1.0.egg-info
+
azure-eventhub-checkpointstoretable==1.0.0b1
MarkupSafe-2.0.1.egg-info
+
azure-eventhub==5.6.2
matplotlib-3.5.1.egg-info
+
azure-graphrbac==0.61.1
matplotlib_inline-0.1.3.egg-info
+
azure-identity==1.7.1
mdit_py_plugins-0.3.0
+
azure-iot-deviceupdate==1.0.0b1
monotonic-1.6.egg-info
+
azure-iot-modelsrepository==1.0.0b2
more_itertools-8.10.0.egg-info
+
azure-keyvault-administration==4.1.0b2
mpmath-0.0.0.egg-info
+
azure-keyvault-certificates==4.4.0b2
msgpack-1.0.3.egg-info
+
azure-keyvault-keys==4.5.0b5
munch-2.5.0.egg-info
+
azure-keyvault-secrets==4.4.0b2
myst_parser-0.16.1
+
azure-keyvault==4.1.0
nbclient-0.5.6.egg-info
+
azure-loganalytics==0.1.0
nbconvert-6.4.0.egg-info
+
azure-media-analytics-edge==1.0.0b1
nbformat-5.1.3.egg-info
+
azure-media-videoanalyzer-edge==1.0.0b3
nbsphinx-0.8.7.egg-info
+
azure-messaging-webpubsubservice==1.0.0b3
nest_asyncio-1.5.4.egg-info
+
azure-mgmt-advisor==9.0.0
netCDF4-1.5.8.egg-info
+
azure-mgmt-agfood==1.0.0b1
netifaces-0.11.0.egg-info
+
azure-mgmt-agrifood==1.0.0b1
nose-1.3.7.egg-info
+
azure-mgmt-alertsmanagement==1.0.0
notebook-6.4.8.egg-info
+
azure-mgmt-apimanagement==2.1.0
numba-0.55.1.egg-info
+
azure-mgmt-appconfiguration==2.0.0
numcodecs-0.9.1+ds.egg-info
+
azure-mgmt-applicationinsights==1.0.0
numexpr-2.8.1.egg-info
+
azure-mgmt-appplatform==6.1.0
numpy-1.21.5.egg-info
+
azure-mgmt-attestation==1.0.0
numpydoc-1.2.egg-info
+
azure-mgmt-authorization==2.0.0
oauthlib-3.2.0.egg-info
+
azure-mgmt-automanage==1.0.0b2
odfpy-1.4.2.egg-info
+
azure-mgmt-automation==1.1.0b1
olefile-0.46.egg-info
+
azure-mgmt-avs==7.0.0b1
openpyxl-3.0.9.egg-info
+
azure-mgmt-azureadb2c==1.0.0b1
osmium-3.2.0.egg-info
+
azure-mgmt-azurearcdata==1.0.0
OWSLib-0.25.0.egg-info
+
azure-mgmt-azurestack==1.0.0
packaging-21.3.egg-info
+
azure-mgmt-azurestackhci==6.1.0b1
pandas-1.3.5.egg-info
+
azure-mgmt-baremetalinfrastructure==1.0.0
pandocfilters-1.5.0.egg-info
+
azure-mgmt-batch==16.0.0
paramiko-2.9.3.egg-info
+
azure-mgmt-batchai==7.0.0b1
parso-0.8.1.egg-info
+
azure-mgmt-billing==6.0.0
partd-1.2.0.egg-info
+
azure-mgmt-botservice==1.0.0
pbr-5.8.0.egg-info
+
azure-mgmt-cdn==11.0.0
pexpect-4.8.0.egg-info
+
azure-mgmt-changeanalysis==1.0.0
pickleshare-0.7.5.egg-info
+
azure-mgmt-chaos==1.0.0b2
Pillow-9.0.1.egg-info
+
azure-mgmt-cognitiveservices==12.0.0
pip-22.0.2
+
azure-mgmt-commerce==6.0.0
plotly-5.4.0.egg-info
+
azure-mgmt-communication==1.0.0
pluggy-0.13.0.egg-info
+
azure-mgmt-compute==23.1.0
ply-3.11.egg-info
+
azure-mgmt-confidentialledger==1.0.0b1
prometheus_client-0.9.0.egg-info
+
azure-mgmt-confluent==2.0.0b1
prompt_toolkit-3.0.28.egg-info
+
azure-mgmt-consumption==8.0.0
psutil-5.9.0.egg-info
+
azure-mgmt-containerinstance==9.1.0
psycopg2-2.9.2.egg-info
+
azure-mgmt-containerregistry==8.2.0
ptyprocess-0.7.0
+
azure-mgmt-containerservice==16.3.0
py-1.10.0.egg-info
+
azure-mgmt-core==1.3.0
pybtex-0.23.0.egg-info
+
azure-mgmt-cosmosdb==7.0.0b2
pybtex_docutils-1.0.1.egg-info
+
azure-mgmt-costmanagement==3.0.0
pycairo-1.20.1.egg-info
+
azure-mgmt-customproviders==1.0.0
pycups-2.0.1.egg-info
+
azure-mgmt-databox==1.0.0
pydata_sphinx_theme-0.7.2.egg-info
+
azure-mgmt-databoxedge==1.0.0
pygit2-1.6.1.egg-info
+
azure-mgmt-databricks==1.1.0b1
Pygments-2.11.2.egg-info
+
azure-mgmt-datadog==2.0.0
PyGObject-3.42.0.egg-info
+
azure-mgmt-datafactory==2.0.0
PyJWT-2.3.0.egg-info
+
azure-mgmt-datalake-analytics==0.6.0
PyNaCl-1.5.0
+
azure-mgmt-datalake-store==1.0.0
pyparsing-2.4.7.egg-info
+
azure-mgmt-datamigration==10.0.0
pyproj-3.3.0.egg-info
+
azure-mgmt-dataprotection==1.0.0b1
PyQt5-5.15.6
+
azure-mgmt-datashare==1.0.0
PyQt5_sip-12.9.1.egg-info
+
azure-mgmt-deploymentmanager==1.0.0
pyrsistent-0.18.1.egg-info
+
azure-mgmt-deviceupdate==1.0.0b3
pytest-6.2.5.egg-info
+
azure-mgmt-devspaces==1.0.0b1
python_apt-2.3.0+ubuntu2.egg-info
+
azure-mgmt-devtestlabs==9.0.0
python_dateutil-2.8.1.egg-info
+
azure-mgmt-digitaltwins==6.0.0
python_debian-0.1.43ubuntu1.egg-info
+
azure-mgmt-dns==8.0.0
python_markdown_math-0.8.egg-info
+
azure-mgmt-documentdb==0.1.3
pythran-0.10.0.egg-info
+
azure-mgmt-edgegateway==0.1.0
pytz-2022.1.egg-info
+
azure-mgmt-edgeorder==1.0.0b1
pyxdg-0.27.egg-info
+
azure-mgmt-elastic==1.0.0
PyYAML-5.4.1.egg-info
+
azure-mgmt-eventgrid==9.0.0
pyzmq-22.3.0.egg-info
+
azure-mgmt-eventhub==10.0.0
QScintilla-2.11.6
+
azure-mgmt-extendedlocation==1.0.0
rasterio-1.2.10.egg-info
+
azure-mgmt-fluidrelay==1.0.0b1
reportlab-3.6.8.egg-info
+
azure-mgmt-frontdoor==1.0.0
requests-2.25.1.egg-info
+
azure-mgmt-guestconfig==1.0.0b1
roman-3.3.egg-info
+
azure-mgmt-hanaonazure==1.0.0
Rtree-0.9.7.egg-info
+
azure-mgmt-hdinsight==9.0.0
scikit_learn-0.23.2.egg-info
+
azure-mgmt-healthbot==1.0.0b1
scipy-1.8.0.egg-info
+
azure-mgmt-healthcareapis==1.1.0b1
SecretStorage-3.3.1.egg-info
+
azure-mgmt-hybridcompute==7.0.0
Send2Trash-1.8.1b0
+
azure-mgmt-hybridkubernetes==1.1.0
setuptools-59.6.0.egg-info
+
azure-mgmt-hybridnetwork==1.0.0
Shapely-1.8.0.egg-info
+
azure-mgmt-imagebuilder==1.0.0b1
simplejson-3.17.6.egg-info
+
azure-mgmt-iotcentral==9.0.0b1
six-1.16.0.egg-info
+
azure-mgmt-iothub==2.1.0
sklearn_pandas-2.0.3.egg-info
+
azure-mgmt-iothubprovisioningservices==1.0.0
snowballstemmer-2.2.0.egg-info
+
azure-mgmt-keyvault==9.2.0
snuggs-1.4.7.egg-info
+
azure-mgmt-kubernetesconfiguration==1.0.0b1
sortedcontainers-2.1.0.egg-info
+
azure-mgmt-kusto==2.1.0
soupsieve-2.3.1.egg-info
+
azure-mgmt-labservices==1.0.0
Sphinx-4.3.2.egg-info
+
azure-mgmt-loganalytics==11.0.0
sphinxcontrib_bibtex-2.4.1.egg-info
+
azure-mgmt-logic==9.0.0
SQLAlchemy-1.4.31.egg-info
+
azure-mgmt-logz==1.0.0
ssh_import_id-5.11.egg-info
+
azure-mgmt-machinelearningcompute==1.0.0b1
stone-3.3.1
+
azure-mgmt-machinelearningservices==1.0.0
sympy-1.9.egg-info
+
azure-mgmt-maintenance==2.0.0
systemd_python-234.egg-info
+
azure-mgmt-managedservices==6.0.0
tables-3.7.0.egg-info
+
azure-mgmt-managementgroups==1.0.0
tblib-1.7.0.egg-info
+
azure-mgmt-managementpartner==1.0.0
tenacity-6.3.1.egg-info
+
azure-mgmt-maps==2.0.0
terminado-0.13.1.egg-info
+
azure-mgmt-marketplaceordering==1.1.0
testpath-0.5.0.egg-info
+
azure-mgmt-media==8.0.0
threadpoolctl-3.1.0
+
azure-mgmt-mixedreality==1.0.0
toml-0.10.2.egg-info
+
azure-mgmt-monitor==2.0.0
toolz-0.11.2.egg-info
+
azure-mgmt-msi==6.0.0b1
tornado-6.1.egg-info
+
azure-mgmt-netapp==5.1.0
traitlets-5.1.1.egg-info
+
azure-mgmt-network==19.2.0
ubuntu_advantage_tools-27.8.egg-info
+
azure-mgmt-notificationhubs==7.0.0
ubuntu_drivers_common-0.0.0.egg-info
+
azure-mgmt-operationsmanagement==1.0.0
ufoLib2-0.13.1
+
azure-mgmt-peering==1.0.0
ufw-0.36.1.egg-info
+
azure-mgmt-policyinsights==1.1.0b1
unattended_upgrades-0.1.egg-info
+
azure-mgmt-portal==1.0.0
unicodedata2-14.0.0.egg-info
+
azure-mgmt-powerbidedicated==1.0.0
urllib3-1.26.5.egg-info
+
azure-mgmt-powerbiembedded==2.0.0
usb_creator-0.3.7.egg-info
+
azure-mgmt-privatedns==1.0.0
wadllib-1.3.6.egg-info
+
azure-mgmt-purview==1.0.0
wcwidth-0.2.5.egg-info
+
azure-mgmt-quantum==1.0.0b2
webencodings-0.5.1.egg-info
+
azure-mgmt-quota==1.0.0b2
wheel-0.37.1.egg-info
+
azure-mgmt-rdbms==10.0.0
widgetsnbextension-2.0.0.egg-info
+
azure-mgmt-recoveryservices==2.0.0
xarray-0.16.1.egg-info
+
azure-mgmt-recoveryservicesbackup==3.0.0
xdg-5.egg-info
+
azure-mgmt-recoveryservicessiterecovery==1.0.0b1
xkit-0.0.0.egg-info
+
azure-mgmt-redhatopenshift==1.0.0
xlwt-1.3.0.egg-info
+
azure-mgmt-redis==13.0.0
zarr-0.0.0.egg-info
+
azure-mgmt-redisenterprise==1.0.0
zict-2.0.0.egg-info
+
azure-mgmt-regionmove==1.0.0b1
zipp-1.0.0.egg-info
+
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
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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
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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
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django-forms-bootstrap==3.1.0
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django-geonode-mapstore-client==3.3.2
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django-grappelli==2.15.1
 +
django-guardian==2.4.0
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django-haystack==3.1.1
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django-imagekit==4.1.0
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django-invitations==1.9.3
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django-ipware==4.0.0
 +
django-js-asset==1.2.2
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django-jsonfield-backport==1.0.2
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django-leaflet==0.27.1
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django-markdownify==0.9.1
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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
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djangorestframework-guardian==0.3.0
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djangorestframework==3.12.4
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dnspython==2.1.0
 +
docker==5.0.3
 +
drf-extensions==0.7.1
 +
drf-spectacular==0.21.1
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drf-writable-nested==0.6.3
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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
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frozenlist==1.2.0
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fs==2.4.12
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fsspec==2022.1.0
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future==0.18.2
 +
galternatives==1.0.8
 +
geographiclib==1.52
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geoip2==2.9.0
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geojson==2.5.0
 +
geolinks==0.2.0
 +
geonode-announcements==2.0.2
 +
geonode-avatar==5.0.7
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geonode-dialogos==3.0.1
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geonode-django-activity-stream==0.10.0
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geonode-oauth-toolkit==2.2.2
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geonode-user-messages==2.0.2
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geopandas==0.10.2
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geoserver-restconfig==2.0.7
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gisdata==0.5.4
 +
glob2==0.5
 +
gn-arcrest==10.5.4
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gn-gsimporter==2.0.1
 +
gps==3.22
 +
greenlet==1.1.2
 +
gunicorn==20.1.0
 +
hiredis==1.0.1
 +
html5lib==1.1
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httplib2==0.20.2
 +
humanize==0.0.0
 +
hyperlink==21.0.0
 +
idna==3.3
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importlib-metadata==4.6.4
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incremental==21.3.0
 +
inflection==0.3.1
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iniconfig==1.1.1
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invoke==1.4.1
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iotop==0.6
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ipykernel==6.7.0
 +
ipyleaflet==0.17.0
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ipython==7.31.1
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ipython_genutils==0.2.0
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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
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jmespath==0.10.0
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joblib==0.17.0
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jsonfield==3.1.0
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jsonref==0.1
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jsonschema==3.2.0
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jupyter-client==7.1.2
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jupyter-core==4.9.1
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jupyter-packaging==0.11.1
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jupyterlab-pygments==0.1.2
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jwcrypto==1.0
 +
keyring==23.5.0
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kiwisolver==1.3.2
 +
kombu==5.2.3
 +
language-selector==0.1
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lark-parser==0.12.0
 +
launchpadlib==1.10.16
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lazr.restfulclient==0.14.4
 +
lazr.uri==1.0.6
 +
locket==0.2.1
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lubuntu-update-notifier==0.4.dev0
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lxml==4.8.0
 +
lz4==3.1.3+dfsg
 +
mapnik==3.0.23
 +
mappyfile==0.9.7
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mapscript==7.6.4
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matplotlib-inline==0.1.3
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matplotlib==3.5.1
 +
maxminddb==2.0.3
 +
mccabe==0.6.1
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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
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nbformat==5.1.3
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nest-asyncio==1.5.4
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netCDF4==1.5.8
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netifaces==0.11.0
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networkx==2.4
 +
notebook==6.4.8
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numpy==1.21.5
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oauthlib==3.2.0
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osmapi==3.0.0
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osmium==3.2.0
 +
packaging==21.3
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palettable==3.3.0
 +
pandas==1.3.5
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pandocfilters==1.5.0
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paramiko==2.9.3
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parse-type==0.5.6
 +
parse==1.19.0
 +
parso==0.8.1
 +
partd==1.2.0
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pbr==5.8.0
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pexpect==4.8.0
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pickleshare==0.7.5
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pilkit==2.0
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pinax-notifications==6.0.0
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pinax-ratings==4.0.0
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plotly==5.4.0
 +
pluggy==0.13.0
 +
ply==3.11
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portalocker==2.2.1
 +
prometheus-client==0.9.0
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prompt-toolkit==3.0.28
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psutil==5.9.0
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psycopg2==2.8.6
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ptyprocess==0.7.0
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py==1.10.0
 +
pyOpenSSL==21.0.0
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pyasn1-modules==0.2.1
 +
pyasn1==0.4.8
 +
pycairo==1.20.1
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pycodestyle==2.8.0
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pycountry==20.7.3
 +
pycql==0.0.8
 +
pycsw==2.6.1
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pycups==2.0.1
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pydantic==1.8.2
 +
pyflakes==2.4.0
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pygeoapi==0.12.0
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pylibmc==1.5.2
 +
pyows==0.2.6
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pyparsing==2.4.7
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pyproj==3.3.0
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pyrsistent==0.18.1
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pysal==2.1.0
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pyserial==3.5
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pyshp==2.2.0
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pytest-bdd==3.2.1
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pytest-django==3.5.1
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pytest==6.2.5
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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
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python-slugify==4.0.0
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python3-openid==3.2.0
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pytz==2022.1
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pywps==4.5.1
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pyxdg==0.27
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pyzmq==22.3.0
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rasterio==1.3.0
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redis==3.5.3
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requests-oauthlib==1.3.0
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requests-toolbelt==0.9.1
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requests==2.25.1
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s3transfer==0.5.0
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schema==0.6.7
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scikit-learn==0.23.2
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scipy==1.8.0
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seaborn==0.11.2
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selenium==4.0.0a1
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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
  
 
</pre>
 
</pre>
 +
 +
  
 
=== Focal Snapshot local ===
 
=== Focal Snapshot local ===

Latest revision as of 14:01, 27 August 2022

Python Libraries Strategy

Some priority python for the Jupyter Notebooks of 2022

  • GeoPandas (and pySAL) : gpd 0.10.2direct 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 : np 1.21.5,pd 1.3.5 fundamental packages
  • PostGIS writing done with pyscopg2 2.9.2 (low-level) or geoalchemy2 0.10.2 (ORM based on sqlalchemy)
  • rasterio : modern geoTIFF handling; sophisticated library design; not easy to build from source 1.2.10 1.3.2 vmdk
  • Shapely & Fiona : direct link to libGEOS/ogr from python; example Notebooks in place Shapely-1.8.0 Fiona-1.8.21
  • 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- updt v1.6
  • stactools is a collection of interfaces and utilities, TBD from odc soon -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 0.23.2
  • 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 ## osmium version 1.14.0; libosmium version 2.18.0; Supported PBF compression types: none zlib lz4; Copyright (C) 2013-2022 Jochen Topf <jochen@topf.org>
  • mapnik libmapnik3.1, python3-mapnik : mapnik rendering engine for OSM maps and others libmapnik.so.3.1.0
  • mapclassify : part of pySAL, versions must match with geopandas setup --LINK--
  • lightgbm : MSFT python, updt pip3 install --user --upgrade-strategy=only-if-needed lightgbm ; v3.3.2
  • 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

25aug22

FOSS4G   Pete Gadomski	pete.gadomski at Gmail 

        pystac  v1.6.1    r/w static collections, catalogs, objects
 pystac-client  v0.4.0    r/w stac api
     stactools  v0.4.1    create,modify utils
      odc-stac  v0.3.1    load stac assets into xarray

pystac version ref: https://trac.osgeo.org/osgeolive/ticket/2393



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

# Product name
product:
  name: clip_landsat_example0

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

# Mapping name:str -> { shape:     Tuple[ny: int, nx: int]
#                       transform: Tuple[float x 9]}
# Captures image size, and geo-registration
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]

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

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

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

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

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

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

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

                     
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



GDAL            3.4.3
numpy           1.21.5
scipy           1.8.0
dask            2022.1.0+dfsg
pandas          1.3.5
geopandas       0.10.2
ipython         7.31.1
matplotlib      3.5.1
pyproj          3.3.0
scikit-learn	0.23.2
seaborn         0.11.2
datacube        0.0.0

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
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-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
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
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
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_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
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
oauthlib	3.2.0
osmapi	3.0.0
osmium	3.2.0
packaging	21.3
palettable	3.3.0
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
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
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

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

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
----------------------------- ----------------------------
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

# install numpy, pyproj and rasterio from Ubuntu distro via apt
sudo apt-get install python3-numpy python3-rasterio python3-pyproj

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

# Activate new virtualenv
source odc/bin/activate

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

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

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

## from STAC-load-ms-S2.ipynb
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

## from STAC-load-e84-aws.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

Focal Notes

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
#---------------------------
#!/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


# 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

# ubuntugis-unstable  focal
osm2pgsql  1.3.0+ds-1~focal2

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

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

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

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

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

## rebuild osm2pgsql 1.6.0,   better !
$  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

$ 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


## 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
## a full list of osmium verbs
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                   

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
# Automatically generated by Calamares on 2022-01-02.
# Lines starting with "deb" are mandatory, while lines starting with "deb-src"
# 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
: --------------------------

##-----------------------------------------------------------------
$ 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)

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 

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)

$ 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

##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

<pre>
# Load the libraries example code from aigeolabs.com
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

##--------------


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 pip 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:


## Major components, version changed
-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

-decorator==4.0.6
+decorator==4.0.10

##-- misc other additions --
+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

##-- misc other python libs (unchanged)
 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

Python Packages All

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


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