Index

_

__init__() (mdr.api.cli.CommandRegistry method) (mdr.io.readers.CSVReader method) (mdr.io.readers.DataReader method) (mdr.io.readers.FileReader method) (mdr.io.writers.CSVWriter method) (mdr.io.writers.DataWriter method) (mdr.io.writers.FileWriter method)

__post_init__() (mdr.api.cli.CLICommand method) (mdr.api.rest.APIConfig method) (mdr.api.rest.APIResponse method) (mdr.core.refinement.RefinementConfig method) (mdr.core.validation.ValidationResult method) (mdr.visualization.plots.PlotConfig method)

A

allowed_origins (mdr.api.rest.APIConfig attribute) API (mdr.io.readers.DataSource attribute) (mdr.io.writers.DataDestination attribute) APIConfig (class in mdr.api.rest) APIResponse (class in mdr.api.rest)

apply_logarithmic_transform() (in module mdr.core.transformation) apply_power_transform() (in module mdr.core.transformation) apply_refinement_pipeline() (in module mdr.core.refinement) apply_rolling_window() (in module mdr.core.transformation) arguments (mdr.api.cli.CLICommand attribute) axis_bgcolor (mdr.visualization.plots.PlotConfig attribute)

C

cast_column_types() (in module mdr.io.formats) check_data_integrity() (in module mdr.core.validation) check_data_range() (in module mdr.core.validation) check_missing_values() (in module mdr.core.validation) check_outliers() (in module mdr.core.validation) CLICommand (class in mdr.api.cli) CommandRegistry (class in mdr.api.cli) CONSOLE (mdr.utils.logging.LogHandler attribute) convert_command() (in module mdr.api.cli)

convert_file_format() (in module mdr.io.formats) convert_format() (in module mdr.io.formats) cors_enabled (mdr.api.rest.APIConfig attribute) create_cli() (in module mdr.api.cli) CRITICAL (mdr.utils.logging.LogLevel attribute) CSV (mdr.api.rest.ResponseFormat attribute) (mdr.io.formats.FormatType attribute) CSVReader (class in mdr.io.readers) CSVWriter (class in mdr.io.writers)

D

data (mdr.api.rest.APIResponse attribute) DATABASE (mdr.io.readers.DataSource attribute) (mdr.io.writers.DataDestination attribute) DataDestination (class in mdr.io.writers) DataReader (class in mdr.io.readers) DataSource (class in mdr.io.readers) DataWriter (class in mdr.io.writers) debug (mdr.api.rest.APIConfig attribute) DEBUG (mdr.utils.logging.LogLevel attribute) DECIMAL_SCALING (mdr.core.transformation.NormalizationType attribute)

DELETE (mdr.api.rest.HTTPMethod attribute) description (mdr.api.cli.CLICommand attribute) detect_format() (in module mdr.io.formats) detect_seasonality() (in module mdr.utils.helpers) do_DELETE() (mdr.api.rest.MDRRequestHandler method) do_GET() (mdr.api.rest.MDRRequestHandler method) do_PATCH() (mdr.api.rest.MDRRequestHandler method) do_POST() (mdr.api.rest.MDRRequestHandler method) do_PUT() (mdr.api.rest.MDRRequestHandler method) dpi (mdr.visualization.plots.PlotConfig attribute)

E

ERROR (mdr.utils.logging.LogLevel attribute) error_messages (mdr.core.validation.ValidationResult attribute)

EXCEL (mdr.io.formats.FormatType attribute) ExcelReader (class in mdr.io.readers) ExcelWriter (class in mdr.io.writers)

F

figsize (mdr.visualization.plots.PlotConfig attribute) figure_bgcolor (mdr.visualization.plots.PlotConfig attribute) FILE (mdr.io.readers.DataSource attribute) (mdr.io.writers.DataDestination attribute) (mdr.utils.logging.LogHandler attribute) FileReader (class in mdr.io.readers)

FileWriter (class in mdr.io.writers) flatten_dict() (in module mdr.utils.helpers) font_family (mdr.visualization.plots.PlotConfig attribute) font_size (mdr.visualization.plots.PlotConfig attribute) format (mdr.api.rest.APIResponse attribute) FormatType (class in mdr.io.formats) func (mdr.api.cli.CLICommand attribute)

G

GET (mdr.api.rest.HTTPMethod attribute) get_all_commands() (mdr.api.cli.CommandRegistry method) get_command() (mdr.api.cli.CommandRegistry method) get_content_type() (mdr.api.rest.APIResponse method)

get_logger() (in module mdr.utils.logging) get_memory_usage() (in module mdr.utils.helpers) get_reader() (in module mdr.io.readers) get_writer() (in module mdr.io.writers) grid (mdr.visualization.plots.PlotConfig attribute)

H

HDF5 (mdr.io.formats.FormatType attribute) HDF5Reader (class in mdr.io.readers) HDF5Writer (class in mdr.io.writers)

headers (mdr.api.rest.APIResponse attribute) host (mdr.api.rest.APIConfig attribute) HTML (mdr.api.rest.ResponseFormat attribute) HTTPMethod (class in mdr.api.rest)

I

imputation_method (mdr.core.refinement.RefinementConfig attribute) impute_missing_values() (in module mdr.core.refinement) infer_column_types() (in module mdr.io.formats) INFO (mdr.utils.logging.LogLevel attribute)

interpolate_missing() (in module mdr.utils.helpers) invalid_indices (mdr.core.validation.ValidationResult attribute) is_datetime_column() (in module mdr.io.formats) is_numeric_column() (in module mdr.io.formats) is_valid (mdr.core.validation.ValidationResult attribute)

J

JSON (mdr.api.rest.ResponseFormat attribute) (mdr.io.formats.FormatType attribute) (mdr.utils.logging.LogHandler attribute)

JSONReader (class in mdr.io.readers) JSONWriter (class in mdr.io.writers)

L

legend (mdr.visualization.plots.PlotConfig attribute) log_execution_time() (in module mdr.utils.logging)

log_message() (mdr.api.rest.MDRRequestHandler method) LogHandler (class in mdr.utils.logging) LogLevel (class in mdr.utils.logging)

M

main() (in module mdr.api.cli) mdr.api.cli module mdr.api.rest module mdr.core.refinement module mdr.core.transformation module mdr.core.validation module mdr.io.formats module mdr.io.readers module mdr.io.writers module mdr.utils.helpers module mdr.utils.logging module

mdr.visualization.plots module MDRRequestHandler (class in mdr.api.rest) MEMORY (mdr.io.readers.DataSource attribute) (mdr.io.writers.DataDestination attribute) message (mdr.api.rest.APIResponse attribute) MINMAX (mdr.core.transformation.NormalizationType attribute) module mdr.api.cli mdr.api.rest mdr.core.refinement mdr.core.transformation mdr.core.validation mdr.io.formats mdr.io.readers mdr.io.writers mdr.utils.helpers mdr.utils.logging mdr.visualization.plots moving_average() (in module mdr.utils.helpers)

N

name (mdr.api.cli.CLICommand attribute) normalization_type (mdr.core.refinement.RefinementConfig attribute)

NormalizationType (class in mdr.core.transformation) normalize_data() (in module mdr.core.transformation)

O

outlier_threshold (mdr.core.refinement.RefinementConfig attribute)

P

palette (mdr.visualization.plots.PlotConfig attribute) PARQUET (mdr.io.formats.FormatType attribute) ParquetReader (class in mdr.io.readers) ParquetWriter (class in mdr.io.writers) parse_args() (in module mdr.api.cli) PATCH (mdr.api.rest.HTTPMethod attribute) plot_boxplot() (in module mdr.visualization.plots) plot_correlation_matrix() (in module mdr.visualization.plots) plot_heatmap() (in module mdr.visualization.plots)

plot_histogram() (in module mdr.visualization.plots) plot_refinement_comparison() (in module mdr.visualization.plots) plot_scatter() (in module mdr.visualization.plots) plot_time_series() (in module mdr.visualization.plots) plot_validation_results() (in module mdr.visualization.plots) PlotConfig (class in mdr.visualization.plots) port (mdr.api.rest.APIConfig attribute) POST (mdr.api.rest.HTTPMethod attribute) PUT (mdr.api.rest.HTTPMethod attribute)

R

read() (mdr.io.readers.CSVReader method) (mdr.io.readers.DataReader method) (mdr.io.readers.ExcelReader method) (mdr.io.readers.HDF5Reader method) (mdr.io.readers.JSONReader method) (mdr.io.readers.ParquetReader method) read_csv() (in module mdr.io.readers) read_excel() (in module mdr.io.readers) read_hdf5() (in module mdr.io.readers) read_json() (in module mdr.io.readers)

read_parquet() (in module mdr.io.readers) refine_command() (in module mdr.api.cli) refine_data() (in module mdr.core.refinement) refine_data_endpoint() (in module mdr.api.rest) RefinementConfig (class in mdr.core.refinement) register() (mdr.api.cli.CommandRegistry method) register_route() (in module mdr.api.rest) remove_outliers() (in module mdr.core.refinement) ResponseFormat (class in mdr.api.rest) ROBUST (mdr.core.transformation.NormalizationType attribute) run_command() (in module mdr.api.cli)

S

save_plot() (in module mdr.visualization.plots) scale_data() (in module mdr.core.transformation) set_log_level() (in module mdr.utils.logging) setup_logger() (in module mdr.utils.logging) smooth_data() (in module mdr.core.refinement)

smoothing_factor (mdr.core.refinement.RefinementConfig attribute) start_server() (in module mdr.api.rest) statistics (mdr.core.validation.ValidationResult attribute) status_code (mdr.api.rest.APIResponse attribute) stop_server() (in module mdr.api.rest) style (mdr.visualization.plots.PlotConfig attribute)

T

TEXT (mdr.api.rest.ResponseFormat attribute) title (mdr.visualization.plots.PlotConfig attribute)

to_bytes() (mdr.api.rest.APIResponse method) transform_data() (in module mdr.core.transformation) try_common_datetime_formats() (in module mdr.io.formats)

U

unflatten_dict() (in module mdr.utils.helpers)

UNKNOWN (mdr.io.formats.FormatType attribute)

V

validate_command() (in module mdr.api.cli) validate_data() (in module mdr.core.validation) validate_data_endpoint() (in module mdr.api.rest) validate_destination() (mdr.io.writers.DataWriter method) (mdr.io.writers.FileWriter method)

validate_format() (in module mdr.io.formats) validate_numeric_array() (in module mdr.utils.helpers) validate_range() (in module mdr.utils.helpers) validate_source() (mdr.io.readers.DataReader method) (mdr.io.readers.FileReader method) ValidationResult (class in mdr.core.validation)

W

WARNING (mdr.utils.logging.LogLevel attribute) write() (mdr.io.writers.CSVWriter method) (mdr.io.writers.DataWriter method) (mdr.io.writers.ExcelWriter method) (mdr.io.writers.HDF5Writer method) (mdr.io.writers.JSONWriter method) (mdr.io.writers.ParquetWriter method)

write_csv() (in module mdr.io.writers) write_excel() (in module mdr.io.writers) write_hdf5() (in module mdr.io.writers) write_json() (in module mdr.io.writers) write_parquet() (in module mdr.io.writers)

X

xlabel (mdr.visualization.plots.PlotConfig attribute)

xlim (mdr.visualization.plots.PlotConfig attribute)

Y

ylabel (mdr.visualization.plots.PlotConfig attribute)

ylim (mdr.visualization.plots.PlotConfig attribute)

Z

ZSCORE (mdr.core.transformation.NormalizationType attribute)