[DC-2692] synthetic dataset script version 1 #1369
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lrwb-aou
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Aug 29, 2022
lrwb-aou
commented
- write a script that automates the largest pain points of generating synthetic data from the RDR team
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* altering the base class to have another attribute which defaults to false * adding True attributes to those classes we want to run on a synthetic data set * altering the clean engine to only run those rules for synthetic datasets when synthetic is selected and the rule says it should be executed * works with listing the queries as well * need to work on the opentelemetry implemenetation to not throw errors when running something from the command line locally
* fixing two unit tests
* ignoring the redefinition here. * redefinition will be removed once all classes are base classed
* alter the import script to warn curation whenever we see a table in the bucket that we do not process
* fixes failing unit tests impacted by the addtion of the run_synthetic parameter to infer_rule()
* loads data from a bucket into a raw dataset * creates a synthetic dataset and it's appropriate versions (staging, sandbox, and clean) * runs synthetic pipeline data stage on the data in the staging dataset * TODO: add publishing guidelines to script.
* leverage function in `create_combined_backup_dataset.py` to create rudimentary rdr mapping tables. * update the synthetic data stage to leverage the Registered Tier dataset cleaning rules * allow extension table generation and cope survey versioning to run on synthetic data. * TODO: "publish" data to an internal dataset.
* making sure person table columns are appended
* The txt file was not meant for inclusion.
* changes required when running the synthetic script all the way through * the script did finish * more changes are expected
* sets some run_for_synthetic rules to False to avoid dropping too much test data
* changed f-string usage to jinja2 templates * used pre-defined variable for constant value * removed redundant code to reuse existing dataset copy utility * removed conflict code
* uses cleaning rules to clean survey_conduct table data * removes duplicated code to create cleaned survey_conduct table data * prepares to potentially run all rules from RDR ingest to RT clean dataset * still only runs a subset of rules marked as run_for_synthetic
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