Tsdat¶
Tsdat is an open-source Python framework that makes creating pipelines to process and standardize time-series data more easy, clear, and quick to stand up so that you can spend less time data-wrangling and more time on data analysis.
Table of Contents¶
- About
- Getting Started
- Tutorials and Examples
- Configuring Tsdat
- API Reference
tsdat
- Subpackages
tsdat.config
- Submodules
tsdat.config.attributes
- Classes
AttributeModel
GlobalAttributes
GlobalAttributes.code_url
GlobalAttributes.code_version
GlobalAttributes.conventions
GlobalAttributes.data_level
GlobalAttributes.dataset_name
GlobalAttributes.datastream
GlobalAttributes.description
GlobalAttributes.doi
GlobalAttributes.history
GlobalAttributes.institution
GlobalAttributes.location_id
GlobalAttributes.qualifier
GlobalAttributes.references
GlobalAttributes.temporal
GlobalAttributes.title
GlobalAttributes.add_datastream_field()
GlobalAttributes.warn_if_dynamic_properties_are_set()
- AttributeModel
- GlobalAttributes
- Classes
tsdat.config.dataset
tsdat.config.pipeline
tsdat.config.quality
tsdat.config.retriever
tsdat.config.storage
tsdat.config.utils
tsdat.config.variables
- Classes
Coordinate
Variable
VariableAttributes
VariableAttributes.comment
VariableAttributes.fail_delta
VariableAttributes.fail_range
VariableAttributes.fill_value
VariableAttributes.long_name
VariableAttributes.standard_name
VariableAttributes.units
VariableAttributes.valid_delta
VariableAttributes.valid_range
VariableAttributes.warn_delta
VariableAttributes.warn_range
VariableAttributes.validate_unit()
VariableAttributes.validate_units_are_commented()
- Coordinate
- Variable
- VariableAttributes
- Classes
- Submodules
tsdat.io
- Submodules
tsdat.io.base
tsdat.io.converters
tsdat.io.handlers
tsdat.io.readers
tsdat.io.retrievers
tsdat.io.storage
- Classes
FileSystem
FileSystemS3
ZarrLocalStorage
- FileSystem
- FileSystemS3
- ZarrLocalStorage
- Classes
tsdat.io.writers
- Submodules
tsdat.misc
tsdat.pipeline
tsdat.qc
- Submodules
tsdat.qc.base
tsdat.qc.checkers
- Classes
CheckFailDelta
CheckFailMax
CheckFailMin
CheckFailRangeMax
CheckFailRangeMin
CheckMissing
CheckMonotonic
CheckValidDelta
CheckValidMax
CheckValidMin
CheckValidRangeMax
CheckValidRangeMin
CheckWarnDelta
CheckWarnMax
CheckWarnMin
CheckWarnRangeMax
CheckWarnRangeMin
- CheckFailDelta
- CheckFailMax
- CheckFailMin
- CheckFailRangeMax
- CheckFailRangeMin
- CheckMissing
- CheckMonotonic
- CheckValidDelta
- CheckValidMax
- CheckValidMin
- CheckValidRangeMax
- CheckValidRangeMin
- CheckWarnDelta
- CheckWarnMax
- CheckWarnMin
- CheckWarnRangeMax
- CheckWarnRangeMin
- Classes
tsdat.qc.handlers
- Classes
DataQualityError
FailPipeline
RecordQualityResults
RemoveFailedValues
SortDatasetByCoordinate
- DataQualityError
- FailPipeline
- RecordQualityResults
- RemoveFailedValues
- SortDatasetByCoordinate
- Classes
- Submodules
tsdat.transform
- Submodules
tsdat.transform.adi
- Classes
- Attributes
CDSObject
COORDINATE_SYSTEM
INPUT_DATASTREAM
OUTPUT_DATASTREAM
adi_qc_atts
ADIAlignments
ADITransformationTypes
AdiTransformer
TransformParameterConverter
- CDSObject
- COORDINATE_SYSTEM
- INPUT_DATASTREAM
- OUTPUT_DATASTREAM
- adi_qc_atts
- ADIAlignments
- ADITransformationTypes
- AdiTransformer
- TransformParameterConverter
tsdat.transform.converters
- Classes
- Submodules
- Submodules
tsdat.__main__
tsdat.main
tsdat.testing
tsdat.tstring
tsdat.utils
- Classes
- Functions
- Attributes
DATASTREAM_TEMPLATE
FILENAME_TEMPLATE
ParameterizedClass
assign_data()
decode_cf()
generate_schema()
get_datastream()
get_filename()
get_start_date_and_time_str()
get_start_time()
record_corrections_applied()
- DATASTREAM_TEMPLATE
- FILENAME_TEMPLATE
- ParameterizedClass
- assign_data
- decode_cf
- generate_schema
- get_datastream
- get_filename
- get_start_date_and_time_str
- get_start_time
- record_corrections_applied
- Classes
- Functions
- Attributes
DATASTREAM_TEMPLATE
FILENAME_TEMPLATE
ConfigError
DataQualityError
CSVHandler
CSVReader
CSVWriter
CheckFailDelta
CheckFailMax
CheckFailMin
CheckFailRangeMax
CheckFailRangeMin
CheckMissing
CheckMonotonic
CheckValidDelta
CheckValidMax
CheckValidMin
CheckValidRangeMax
CheckValidRangeMin
CheckWarnDelta
CheckWarnMax
CheckWarnMin
CheckWarnRangeMax
CheckWarnRangeMin
DataConverter
DataHandler
DataReader
DataWriter
DatasetConfig
DefaultRetriever
FailPipeline
FileHandler
FileSystem
FileSystemS3
FileWriter
IngestPipeline
NearestNeighbor
NetCDFHandler
NetCDFReader
NetCDFWriter
Overrideable
ParameterizedClass
ParameterizedConfigClass
ParquetHandler
ParquetReader
ParquetWriter
Pipeline
PipelineConfig
QualityChecker
QualityConfig
QualityHandler
QualityManagement
QualityManager
RecordQualityResults
RemoveFailedValues
RetrievalRuleSelections
RetrievedDataset
Retriever
RetrieverConfig
SortDatasetByCoordinate
SplitNetCDFHandler
SplitNetCDFWriter
Storage
StorageConfig
StorageRetriever
StringToDatetime
TransformationPipeline
UnitsConverter
YamlModel
ZarrHandler
ZarrLocalStorage
ZarrReader
ZarrWriter
ZipReader
assert_close()
assign_data()
decode_cf()
generate_schema()
get_code_version()
get_datastream()
get_filename()
get_start_date_and_time_str()
get_start_time()
get_version()
read_yaml()
record_corrections_applied()
recursive_instantiate()
- DATASTREAM_TEMPLATE
- FILENAME_TEMPLATE
- ConfigError
- DataQualityError
- CSVHandler
- CSVReader
- CSVWriter
- CheckFailDelta
- CheckFailMax
- CheckFailMin
- CheckFailRangeMax
- CheckFailRangeMin
- CheckMissing
- CheckMonotonic
- CheckValidDelta
- CheckValidMax
- CheckValidMin
- CheckValidRangeMax
- CheckValidRangeMin
- CheckWarnDelta
- CheckWarnMax
- CheckWarnMin
- CheckWarnRangeMax
- CheckWarnRangeMin
- DataConverter
- DataHandler
- DataReader
- DataWriter
- DatasetConfig
- DefaultRetriever
- FailPipeline
- FileHandler
- FileSystem
- FileSystemS3
- FileWriter
- IngestPipeline
- NearestNeighbor
- NetCDFHandler
- NetCDFReader
- NetCDFWriter
- Overrideable
- ParameterizedClass
- ParameterizedConfigClass
- ParquetHandler
- ParquetReader
- ParquetWriter
- Pipeline
- PipelineConfig
- QualityChecker
- QualityConfig
- QualityHandler
- QualityManagement
- QualityManager
- RecordQualityResults
- RemoveFailedValues
- RetrievalRuleSelections
- RetrievedDataset
- Retriever
- RetrieverConfig
- SortDatasetByCoordinate
- SplitNetCDFHandler
- SplitNetCDFWriter
- Storage
- StorageConfig
- StorageRetriever
- StringToDatetime
- TransformationPipeline
- UnitsConverter
- YamlModel
- ZarrHandler
- ZarrLocalStorage
- ZarrReader
- ZarrWriter
- ZipReader
- assert_close
- assign_data
- decode_cf
- generate_schema
- get_code_version
- get_datastream
- get_filename
- get_start_date_and_time_str
- get_start_time
- get_version
- read_yaml
- record_corrections_applied
- recursive_instantiate
- Subpackages
- Collaboration
- Acknowledgements