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OWID standard importer

Imports a cleaned dataset and associated data sources, variables, and data points into the MySQL database.

Example usage:

from standard_importer import import_dataset
dataset_dir = "worldbank_wdi"
dataset_namespace = "[email protected]"
import_dataset.main(dataset_dir, dataset_namespace)

import_dataset.main(...) expects a set of CSV files to exist in {DATASET_DIR}/output/ (e.g. worldbank_wdi/output):

  • distinct_countries_standardized.csv
  • datasets.csv
  • sources.csv
  • variables.csv
  • datapoints/data_points_{VARIABLE_ID}.csv (one data_points_{VARIABLE_ID}.csv file for each variable in variables.csv)

Expected format of CSV files

Inside the dataset directory (e.g. vdem), data must be located in an output directory, with the following structure:

(see worldbank_wdi/output for an example)

Entities file (distinct_countries_standardized.csv)

This file lists all entities present in the data, so that new entities can be created if necessary. Located in output/distinct_countries_standardized.csv:

  • name: name of the entity.

Datasets file (datasets.csv)

Located in output/datasets.csv:

  • id: temporary dataset ID for loading process
  • name: name of the Grapher dataset

Sources file (sources.csv)

Located in output/sources.csv:

  • id: temporary source ID for loading process
  • name: name of the source
  • description: JSON object with dataPublishedBy (string), dataPublisherSource (string), link (string), retrievedDate (string), additionalInfo (string)
  • dataset_id: foreign key matching each source with a dataset ID

Variables file (variables.csv)

Located in output/variables.csv:

  • dataset_id: foreign key matching each variable with a dataset ID
  • source_id: foreign key matching each variable with a source ID
  • id: temporary variable ID for loading process
  • name: name of the variable
  • description: long description of the variable
  • code: original variable code used by the data source
  • unit: unit of measurement
  • short_unit: short unit of measurement, for chart axis display
  • timespan: timespan covered by the variable
  • coverage: type of geographical coverage
  • display: JSON object that defines how the variable should be displayed
  • original_metadata: JSON object representing original uncleaned metadata from the data source

Datapoint files (datapoints/data_points_{VARIABLE_ID}.csv)

Located in output/datapoints/datapoints_{VARIABLE_ID}.csv:

  • {VARIABLE_ID} in the file name is a foreign key matching values with a temporary variable ID in variables.csv
  • country: location of the observation
  • year: year of the observation
  • value: value of the observation