IOOS QC: QARTOD and other Quality Control tests implemented in Python

Collection of utilities, scripts and tests to assist in automated quality assurance and quality control for oceanographic datasets and observing systems.

Code | Issues | Documentation | Examples

• Installation
• Usage
  • Basic usage
  • Motivation
  • Concepts
  • Configurations
    • StreamConfig
    • ContextConfig
    • Config
  • Streams
    • Results
    • NumpyStream
    • PandasStream
    • XarrayStream
    • NetcdfStream
  • Stores
    • PandasStore
    • CFNetCDFStore
  • ConfigGeneration
    • CreatorConfig
    • QcConfigCreator
    • QcVariableConfig
    • Create config for QcConfig
• IOOS QARTOD Resources
• Notebook Examples
• IOOS QC Releases and Migration Guide
  • 2.1.0 (October 2022)
  • 2.0.1 (August 2021)
  • 2.0.0 (July 2021)
  • 1.0.0 (March 2020)
  • 0.2.1 (Sept 9, 2019)
  • 0.2.0 (Sept 9, 2019)
  • 0.1.1 (Feb 18, 2019)
  • 0.1.0 (Feb 8, 2019)
    • Migrating from 0.0.3 to 0.1.0
  • 0.0.3 (Sept 8, 2016)
• Development and Testing
  • Environment setup
  • Docs
  • Releasing
• Other QARTOD Implementations

API documentation

• ioos_qc
  • ioos_qc package
    • Subpackages
      • ioos_qc.config_creator package
    • Submodules
    • ioos_qc.argo module
      • pressure_increasing_test()
      • speed_test()
    • ioos_qc.axds module
      • span
      • valid_range_test()
    • ioos_qc.config module
    • ioos_qc.gliders module
      • pressure_check()
    • ioos_qc.plotting module
      • bokeh_multi_plot()
      • bokeh_multi_var()
      • bokeh_plot()
      • bokeh_plot_collected_result()
      • bokeh_plot_collected_results()
      • bokeh_plot_var()
    • ioos_qc.qartod module
      • ClimatologyConfig
      • FLAGS
      • QartodFlags
      • aggregate()
      • attenuated_signal_test()
      • climatology_test()
      • density_inversion_test()
      • flat_line_test()
      • gross_range_test()
      • location_test()
      • qartod_compare()
      • rate_of_change_test()
      • span
      • spike_test()
    • ioos_qc.results module
      • CallResult
      • CollectedResult
      • ContextResult
      • collect_results()
      • collect_results_dict()
      • collect_results_list()
    • ioos_qc.stores module
      • BaseStore
      • CFNetCDFStore
      • NetcdfStore
      • PandasStore
      • column_from_collected_result()
    • ioos_qc.streams module
      • BaseStream
      • NetcdfStream
      • NumpyStream
      • PandasStream
      • XarrayStream
    • ioos_qc.utils module
      • GeoNumpyDateEncoder
      • add_flag_metadata()
      • cf_safe_name()
      • check_timestamps()
      • dict_depth()
      • dict_update()
      • great_circle_distance()
      • isfixedlength()
      • isnan()
      • load_config_as_dict()
      • load_config_from_xarray()
      • mapdates()
      • openf()

Indices and tables

• Index

• Module Index

• Search Page

Acknowledgments

Elements of the development was support by NOAA’s Pacific Marine Environmental Laboratory, and the NOAA Information Technology Incubator.