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TERN flux data access library

Project description

terndata.flux

This is a Python package to work with TERN flux data. It provides API methods to explore and access flux datasets from the TERN THREDDS/DAP server (i.e. dap.tern.org.au).

Build

Buid the package wheel locally (docker required):

make build

Build the API documentation:

make doc

To run unittests:

make test

OR

Run the script below:
    ./ci-scripts/run-tests.sh

Installation

Install from pypi:

pip install terndata.flux

API Methods

See the API documentation generated from the code (see above).

Getting started

The following examples are provided to help you get started, with sample output (as indicated by >>>) where appropriate:

import terndata.flux as flux 
# Get sites where flux data is available
flux.get_sites()
>>> site           longitude   latitude  ...                start                  end                     geometry
AdelaideRiver      131.117800 -13.076900  ...  2007-10-17 11:30:00  2009-05-24 06:00:00    POINT (131.1178 -13.0769)
AliceSpringsMulga  133.249000 -22.283000  ...  2010-09-03 00:00:00  2025-01-28 10:00:00      POINT (133.249 -22.283)
AlpinePeatland     147.320833 -36.862222  ...  2017-04-12 18:30:00  2022-06-20 23:30:00  POINT (147.32083 -36.86222)
Boyagin            116.938559 -32.477093  ...  2017-10-20 13:00:00  2025-02-02 00:00:00  POINT (116.93856 -32.47709)
...

# get the versions available for the site
flux.get_versions("AdelaideRiver")
>>> ['2020', '2021_v1', '2022_v1', '2022_v2', '2023_v1', '2023_v2', '2024_v1', '2024_v2']

# Get the processing-levels available for a site and version
flux.get_processing_levels("AdelaideRiver", "2024_v2")
>>> ['L3', 'L4', 'L5', 'L6']

# Get a 30min dataset from a site, and of a version and processing-level.
flux.get_dataset("AdelaideRiver", "2024_v2", "L3")
>>> <xarray.Dataset> Size: 18MB
Dimensions:             (time: 28070, latitude: 1, longitude: 1)
Coordinates:
* time                (time) datetime64[ns] 225kB 2007-10-17T11:30:00 ... 2...
* latitude            (latitude) float64 8B -13.08
* longitude           (longitude) float64 8B 131.1 
...

# Get a daily dataset
flux.get_l6_dataset("AdelaideRiver", "2024_v2", "daily")

# Get 30min datasets from multiple sites
sites = ["AdelaideRiver", "Warra"]
flux.get_datasets(sites, "2024_v2", "L6")
>>> {'AdelaideRiver': <xarray.Dataset> Size: 24MB
Dimensions:             (time: 28070, latitude: 1, longitude: 1)
Coordinates:
* time                (time) datetime64[ns] 225kB 2007-10-17T11:30:00 ... 2...
* latitude            (latitude) float64 8B -13.08
* longitude           (longitude) float64 8B 131.1
Data variables: (12/142)
...
'Warra': <xarray.Dataset> Size: 191MB
Dimensions:                  (time: 149851, latitude: 1, longitude: 1)
Coordinates:
* time                     (time) datetime64[ns] 1MB 2013-03-05T15:00:00 .....
* latitude                 (latitude) float64 8B -43.1
* longitude                (longitude) float64 8B 146.7
Data variables: (12/210)
...
}

# Get a subset of 30min dataset from multiple sites, slice to 2 variables
flux.get_subsets(["AdelaideRiver", "Warra"],  "2024_v2", "L3", ["AH", "CO2"])
>>> {'AdelaideRiver': <xarray.Dataset> Size: 674kB
Dimensions:    (time: 28070, latitude: 1, longitude: 1)
Coordinates:
* time       (time) datetime64[ns] 225kB 2007-10-17T11:30:00 ... 2009-05-24...
* latitude   (latitude) float64 8B -13.08
* longitude  (longitude) float64 8B 131.1
Data variables:
    AH         (time, latitude, longitude) float64 225kB ...
    CO2        (time, latitude, longitude) float64 225kB ...
...
'Warra': <xarray.Dataset> Size: 4MB
Dimensions:    (time: 149851, latitude: 1, longitude: 1)
Coordinates:
* time       (time) datetime64[ns] 1MB 2013-03-05T15:00:00 ... 2021-09-21T1...
* latitude   (latitude) float64 8B -43.1
* longitude  (longitude) float64 8B 146.7
Data variables:
    AH         (time, latitude, longitude) float64 1MB ...
    CO2        (time, latitude, longitude) float64 1MB ...
...

# Export dataset as Excel workbook
flux.export_as_excel("/home/user/excel_output.xlsx", "AdelaideRiver", "2024_v2", "L6")
>>> '/home/user/excel_output.xlsx'

# Export dataset as oneflux csv format
flux.export_oneflux_csv("output_dir", "AdelaideRiver", "2024_v2", "L4")
>>> ['output_dir/AU-Adr_qcv_2007.csv', 'output_dir/AU-Adr_qcv_2008.csv', 'output_dir/AU-Adr_qcv_2009.csv']

Dependencies

  • xarray
  • netcdf4
  • packaging
  • numpy
  • pandas
  • requests
  • matplotlib
  • defusedxml
  • xlsxwriter
  • xlrd
  • matplotlib

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