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Home
User Guide
User Guide
- Introduction
  Introduction
- Process data with config files
  Process data with config files
- Process data with python IDE
  Process data with python IDE
  - Overview
  - Importing data
  - Sensor information
  - Site characterization and priors
  - External data collection
  - Meteorological provider overview
  - External soil moisture
  - Remote-sensing reference data
  - Roving CRNS processing
  - TimeIO / SensorThings
  - Sensor Management System (SMS)
  - Single-row conversion CLI
  - Quality checks
  - Corrections
  - Smoothing
  - Sensor calibration
  - Horizontal footprint models
  - Bonner-sphere spectrometry
  - Soil moisture estimates
  - Sparse in-situ soil profile
    Sparse in-situ soil profile
    
    Using the profile service
    
    Worked examples
    
    How the model works
    
    Uncertainty and error estimates
    
    Methods-style model formulation
    
    Physical and hydrological formulation
    
    Experimental CRNS-constrained mode
  - Saving data
  - PDF output
- Process data with the Graphical User Interface
  Process data with the Graphical User Interface
  - Working with the GUI
- Further Information
  Further Information
  - History of CRNS
    History of CRNS
    
    Overview and lineages
    
    Foundations and precursors
    
    Modern CRNS
  - Scientific literature
  - What's the CRNSDataHub?
  - Units in neptoon
  - Columns in neptoon
Advanced Usage
Advanced Usage
API Reference
API Reference
- Core application interfaces
- Workflows and data hub
- Columns and aliases
- Configuration and wizard
- Input, output, and TimeIO
- External data
- Geospatial adapter
- Site characterization
- Roving workflow
- Atomic scientific formulas
- Corrections and equations
- Calibration and products
- Bonner-sphere spectrometry
- Sparse soil-profile model
- Soil-profile application/GUI API
- Sparse soil-profile configuration
- Experimental CRNS-constrained profile
- Data preparation and quality
- Filtering and Kalman
- Visualisation and support
- Command-line entry points
- Generated module index
  Generated module index
  - _era5_land_registry
  - _meteo_temporal_semantics
  - _snow_mask_registry
  - calibration
    
    calibration
    
    configuration
    
    map
    
    n0
    
    neutron_data
    
    profiles
    
    station_calibration
    
    station_calibration_interpolated
    
    weights
  - cli
    
    cli
    
    cli
    
    launcher
    
    rs
  - columns
    
    columns
    
    column_aliases
    
    column_information
    
    remote_sensing_names
    
    soil_moisture_names
  - config
    
    config
    
    calibration_metadata
    
    calibration_metadata_builder
    
    configuration_input
    
    global_configuration
    
    loading
    
    models
    
    models
    
    common
    
    external
    
    footprint
    
    input
    
    meteo_provider_options
    
    output
    
    process
    
    quality
    
    runtime
    
    sensor
    
    sms
    
    path
    
    soil_moisture_calibrations
    
    uncertainty
    
    wizard
    
    wizard
    
    cli
    
    detector
    
    yaml_update
  - console
  - corrections
    
    corrections
    
    _count_processing_context
    
    factory
    
    factory
    
    build_corrections
    
    correction_classes
    
    fingerprint
    
    method_aliases
    
    method_references
    
    theory
    
    theory
    
    above_ground_biomass_corrections
    
    air_humidity_corrections
    
    calibration_functions
    
    incoming_intensity_corrections
    
    neutron_monitor_registry
    
    neutrons_to_soil_moisture
    
    pressure_corrections
    
    soil_composition
  - data_audit
    
    data_audit
    
    data_audit
  - data_prep
    
    data_prep
    
    conversions
    
    cutoff_rigidity_lookup
    
    missing_value_interpolation
    
    smoothing
    
    time_series_completion
    
    timestamp_alignment
    
    validation
  - documentation
  - examples
    
    examples
    
    data
  - exceptions
  - external
    
    external
    
    _http_cache
    
    _interval_alignment
    
    dwd_data_collection
    
    international_meteo_data_collection
    
    meteo
    
    meteo
    
    aemet
    
    arso
    
    attachment
    
    chmi
    
    common
    
    dmi
    
    eobs
    
    era5_land
    
    frost
    
    geosphere_austria
    
    imgw
    
    inmet
    
    ipma
    
    jma_amedas
    
    knmi
    
    met_eireann
    
    meteo_france
    
    meteostat
    
    meteoswiss
    
    nasa_power
    
    national_services
    
    noaa
    
    noaa_nws
    
    open_meteo
    
    providers
    
    providers
    
    base
    
    catalog
    
    dwd
    
    gridded
    
    national
    
    registry
    
    station
    
    rmi_belgium
    
    smhi
    
    vmm_waterinfo
    
    nmdb_cli
    
    nmdb_data_collection
    
    reference_series
    
    remote_sensing
    
    remote_sensing
    
    attachment
    
    catalog
    
    common
    
    correction_inputs
    
    credentials
    
    eligibility
    
    footprint_aggregation
    
    masking
    
    product_outlines
    
    providers
    
    providers
    
    dlr_agbd
    
    esa_cci_biomass
    
    local_products
    
    modis_ornl
    
    worldcover
    
    raster_access
    
    reporting
    
    scaling
    
    units
    
    sms_exchange
    
    source_metadata
  - external_meteo_registry
  - external_rs_registry
  - filtering
    
    filtering
    
    _kalman_data
    
    _kalman_estimator
    
    _kalman_events
    
    _kalman_model
    
    _kalman_output
    
    _kalman_types
    
    _kalman_utils
    
    kalman_apply
    
    kalman_parameters
  - footprint
    
    footprint
    
    models
  - formulas
    
    formulas
    
    _numeric
    
    biomass
    
    calibration
    
    humidity
    
    incoming_intensity
    
    neutron_monitors
    
    pressure
    
    soil_composition
    
    soil_moisture
  - geo
    
    geo
    
    _dependencies
    
    backends
    
    buildings
    
    buildings
    
    _cache
    
    attributes
    
    geometry
    
    loading
    
    meshing
    
    models
    
    crs
    
    exceptions
    
    grid
    
    providers
    
    providers
    
    _bounds
    
    buildings
    
    buildings
    
    citygml
    
    local
    
    lod2_de
    
    ogc_api
    
    overture
    
    wfs
    
    dem
    
    openstreetmap
    
    remote_raster
    
    soilgrids
    
    water_bw
    
    rasterize
    
    sampling
    
    sources
    
    vector
  - hub
    
    hub
    
    crns_data_hub
  - interface
    
    interface
    
    _roving_presentation_state
    
    gui
    
    neptoon_gui_utils
    
    roving_gui_state
    
    roving_html
  - io
    
    io
    
    json_export
    
    read
    
    read
    
    _formatting_config_adapter
    
    config
    
    data_formatting
    
    data_ingest
    
    external_soil_moisture
    
    file_collection
    
    formatting_config
    
    raw_parser
    
    sftp_data_source
    
    save
    
    save
    
    save_data
    
    timeio
    
    timeio
    
    automation
    
    catalog
    
    cli
    
    client
    
    input_adapter
    
    live
    
    mqtt
    
    reader
    
    writer
  - literature
  - logging
    
    logging
    
    log_utils
    
    logging
    
    output
  - products
    
    products
    
    estimate_sm
    
    external_soil_moisture
    
    soil_moisture_profile
    
    thermal_neutrons
  - quality_control
    
    quality_control
    
    data_validation_tables
    
    quality_assessment
    
    saqc_methods_and_params
  - roving
    
    roving
    
    _config_projection
    
    _dataframe
    
    _mapping
    
    _optional
    
    cli
    
    columns
    
    config
    
    corrections
    
    corrections
    
    pipeline
    
    road
    
    site_parameters
    
    data_model
    
    diagnostics
    
    exceptions
    
    geo
    
    geo
    
    _bounds
    
    _cache_paths
    
    building_cache
    
    grid
    
    grid_backends
    
    online_dem
    
    raster_sampling
    
    road_network
    
    water_features
    
    io
    
    io
    
    _styx
    
    gps
    
    outputs
    
    readers
    
    maps
    
    maps
    
    _color_utils
    
    _help_text
    
    _terrain3d
    
    _terrain3d
    
    assets
    
    buildings
    
    display
    
    figure
    
    footprint
    
    html
    
    models
    
    overlays
    
    payload
    
    roads
    
    shared
    
    sources
    
    spatial_smoothing
    
    surface
    
    trajectory
    
    water
    
    webgl
    
    webgl_html
    
    writer
    
    _tiles
    
    color
    
    common
    
    folium_map
    
    footprints
    
    interpolation
    
    kml
    
    radial_smoothing
    
    raster
    
    static
    
    terrain3d
    
    notebook
    
    preprocessing
    
    preprocessing
    
    columns
    
    coordinates
    
    counts
    
    timestamps
    
    validation
    
    products
    
    products
    
    soil_moisture
    
    quality
    
    quality
    
    assessor
    
    spatial
    
    spatial
    
    _common
    
    _roi
    
    aggregation
    
    along_track
    
    footprint
    
    footprint_coverage
    
    gridding
    
    interpolation
    
    neighbors
    
    smoothing
    
    track_smoothing
    
    tracks
    
    weights
    
    uncertainty
    
    workflow
  - runtime
  - server_runtime
  - site
    
    site
    
    characterization
    
    models
  - soil_profile
    
    soil_profile
    
    _analysis_regularization
    
    _assimilation
    
    _assimilation_parameters
    
    _configuration_validation
    
    _crns_uncertainty
    
    _daily_forecast
    
    _derived_products
    
    _dynamics
    
    _ensemble_forecast
    
    _ensemble_smoother
    
    _evapotranspiration
    
    _experimental_access
    
    _observation_update
    
    _online
    
    _preparation
    
    _regimes
    
    _richards
    
    _state
    
    _surface_routing
    
    advisory
    
    api
    
    application
    
    configuration
    
    crns
    
    experimental
    
    experimental
    
    _configuration
    
    _configuration_validation
    
    _crns_assimilation
    
    _daily_analysis
    
    _daily_attribution
    
    _daily_forcing_attribution
    
    _daily_post_analysis
    
    _daily_profile_attribution
    
    _daily_run_context
    
    _initialization
    
    _model_run
    
    _portable_mlp
    
    _profile_neutron_features
    
    _proposal_io
    
    _run_state
    
    _runner
    
    _snow_observation_processing
    
    _snow_runtime_context
    
    crns_constraint
    
    forcing_inference
    
    forward_operator_config
    
    hydraulic_hypotheses
    
    hydraulic_learning
    
    observation_operator
    
    profile_neutron_forward
    
    snow_neutron_forward
    
    structural_inference
    
    hydraulics
    
    meteorology
    
    model
    
    parameter_estimation
    
    planning
  - spectrometry
    
    spectrometry
    
    bonner_sphere
    
    bonner_sphere
    
    columns
    
    config
    
    depth
    
    depth_parameters
    
    footprint
    
    input
    
    registry
    
    response
    
    spatial
    
    workflow
  - status
    
    status
    
    _contracts
    
    _emitter
  - utils
    
    utils
    
    _html_safety
    
    _http
    
    _numeric
    
    atomic_io
    
    docker_utils
    
    flaggable_columns
    
    general_utils
    
    optional_dependencies
    
    pandas_compat
    
    path_safety
    
    secrets
    
    soil_moisture_units
    
    uncertainty
  - visualisation
    
    visualisation
    
    figures
    
    figures_handler
    
    report_sampling
  - workflow
    
    workflow
    
    _interactive_checkpoints
    
    _interactive_correction_cache
    
    _interactive_support
    
    calibration_models
    
    configured_calibration
    
    configured_errors
    
    configured_pipeline
    
    configured_remote_sensing
    
    configured_snow_mask
    
    configured_validation
    
    contracts
    
    corrections_from_config
    
    interactive
    
    multi_sensor
    
    multi_sensor_config
    
    multi_sensor_harmonization
    
    multi_sensor_reporting
    
    process_with_config
    
    quality_from_config
    
    single_row
    
    timeio
Develop with Neptoon
Develop with Neptoon

`columns`¶

Python module: neptoon.roving.columns.

The canonical API documentation for this module is on the committed category page.

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