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OMOP Teva - Quick use

This tutorial demonstrates how the OMOP teva module can be quickly used to generate OMOP tables dashboard.

Simply apply generate_omop_teva function after loading the data. It will create a directory with one HTML per OMOP table.

Avoid Jupyter Notebook

Koalas framework with high volumetry processing in Jupyter Notebook might cause computationnal delay and memory issues. Prefer spark-submit script to run OMOP Teva.

Loading dataset
from eds_scikit.io.hive import HiveData

data = HiveData(
    spark_session=spark,
    database_name="project_xxxxxxxx",
    tables_to_load=[
        "care_site",
        "visit_occurrence",
        "concept",
        "concept_relationship",
        "note",
        "procedure_occurrence",
        "condition_occurrence",
        "drug_exposure_prescription",
        "drug_exposure_administration",
    ],
)
from eds_scikit.plot import generate_omop_teva

start_date, end_date = "2021-01-01", "2021-12-01"
generate_omop_teva(data=data, start_date=start_date, end_date=end_date)

{ "$schema": "https://vega.github.io/schema/vega-lite/v5.8.0.json", "config": { "view": { "continuousHeight": 300, "continuousWidth": 300 } }, "data": { "name": "data-b12cdc97854a522ae1f1412cfb19ca93" }, "datasets": { "data-b12cdc97854a522ae1f1412cfb19ca93": [ { "care_site_short_name": "H\u00f4pital-2", "count": 1.0, "datetime": "2011-01-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-06-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 4.0, "datetime": "2011-06-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2011-06-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-06-01T00:00:00", "stay_source_value": "Psychiatrie", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-06-01T00:00:00", "stay_source_value": "SLD", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-07-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-07-01T00:00:00", "stay_source_value": "Psychiatrie", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-07-01T00:00:00", "stay_source_value": "SLD", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-08-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 3.0, "datetime": "2011-08-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 3.0, "datetime": "2011-09-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 5.0, "datetime": "2011-09-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-09-01T00:00:00", "stay_source_value": "Psychiatrie", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-09-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 3.0, "datetime": "2011-10-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 5.0, "datetime": "2011-10-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2011-10-01T00:00:00", "stay_source_value": "Psychiatrie", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-10-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-10-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-11-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 5.0, "datetime": "2011-11-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-11-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-11-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2011-12-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 6.0, "datetime": "2011-12-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2011-12-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-12-01T00:00:00", "stay_source_value": "Psychiatrie", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-12-01T00:00:00", "stay_source_value": "SLD", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-12-01T00:00:00", "stay_source_value": "SLD", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2011-12-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-01-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-01-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 4.0, "datetime": "2012-01-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-01-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2012-02-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 7.0, "datetime": "2012-02-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-02-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-02-01T00:00:00", "stay_source_value": "Psychiatrie", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-02-01T00:00:00", "stay_source_value": "SLD", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2012-03-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2012-03-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 3.0, "datetime": "2012-03-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2012-03-01T00:00:00", "stay_source_value": "Psychiatrie", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-03-01T00:00:00", "stay_source_value": "Psychiatrie", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-03-01T00:00:00", "stay_source_value": "SLD", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2012-04-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 4.0, "datetime": "2012-04-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-04-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-04-01T00:00:00", "stay_source_value": "Psychiatrie", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2012-04-01T00:00:00", "stay_source_value": "SLD", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-04-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-1", "count": 1.0, "datetime": "2012-05-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 4.0, "datetime": "2012-05-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2012-05-01T00:00:00", "stay_source_value": "Psychiatrie", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-05-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-05-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 3.0, "datetime": "2012-06-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 4.0, "datetime": "2012-06-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-06-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-06-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-07-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 4.0, "datetime": "2012-07-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 5.0, "datetime": "2012-07-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-07-01T00:00:00", "stay_source_value": "SLD", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-07-01T00:00:00", "stay_source_value": "SLD", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-07-01T00:00:00", "stay_source_value": "SSR", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2012-08-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 4.0, "datetime": "2012-08-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2012-08-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-08-01T00:00:00", "stay_source_value": "SLD", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 9.0, "datetime": "2012-09-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-09-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-09-01T00:00:00", "stay_source_value": "Psychiatrie", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 2.0, "datetime": "2012-09-01T00:00:00", "stay_source_value": "SLD", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-2", "count": 1.0, "datetime": "2012-10-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-10-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "consultation" }, { "care_site_short_name": "H\u00f4pital-3", "count": 4.0, "datetime": "2012-10-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "hospitalis\u00e9s" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, "datetime": "2012-10-01T00:00:00", "stay_source_value": "MCO", "visit_occurrence_id": "not NaN", "visit_source_value": "urgences" }, { "care_site_short_name": "H\u00f4pital-3", "count": 1.0, 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"cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 40.0, "datetime": "2019-05-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 11.0, "datetime": "2019-05-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 25.0, "datetime": "2019-05-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-1", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 25.0, "datetime": "2019-06-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-1", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 63.0, "datetime": "2019-06-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-2", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 23.0, "datetime": "2019-06-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-2", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 38.0, "datetime": "2019-06-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 16.0, "datetime": "2019-06-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 32.0, "datetime": "2019-06-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-1", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 35.0, "datetime": "2019-07-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-1", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 75.0, "datetime": "2019-07-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-2", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 20.0, "datetime": "2019-07-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-2", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 36.0, "datetime": "2019-07-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 8.0, "datetime": "2019-07-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 11.0, "datetime": "2019-07-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-1", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 24.0, "datetime": "2019-08-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-1", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 44.0, "datetime": "2019-08-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-2", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 16.0, "datetime": "2019-08-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-2", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 23.0, "datetime": "2019-08-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 14.0, "datetime": "2019-08-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 23.0, "datetime": "2019-08-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-1", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 6.0, "datetime": "2019-09-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-1", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 20.0, "datetime": "2019-09-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-2", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 3.0, "datetime": "2019-09-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-2", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 6.0, "datetime": "2019-09-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 1.0, "datetime": "2019-09-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 5.0, "datetime": "2019-09-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-2", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 2.0, "datetime": "2019-10-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "not NaN", "count": 2.0, "datetime": "2019-10-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "not NaN", "count": 1.0, "datetime": "2019-10-01T00:00:00", "visit_occurrence_id": "not NaN" } ] }, "params": [ { "bind": "legend", "name": "param_5", "select": { "clear": "dblclick", "fields": [ "visit_occurrence_id" ], "on": "click", "type": "point" }, "views": [ "view_5" ] }, { "bind": "legend", "name": "param_6", "select": { "clear": "dblclick", "fields": [ "care_site_short_name" ], "on": "click", "type": "point" }, "views": [ "view_6" ] }, { "bind": "legend", "name": "param_7", "select": { "clear": "dblclick", "fields": [ "condition_source_value" ], "on": "click", "type": "point" }, "views": [ "view_7" ] }, { "bind": "legend", "name": "param_8", "select": { "clear": "dblclick", "fields": [ "cdm_source" ], "on": "click", "type": "point" }, "views": [ "view_8" ] } ], "resolve": { "scale": { "color": "independent" } }, "vconcat": [ { "hconcat": [ { "encoding": { "color": { "field": "visit_occurrence_id", "scale": { "domain": [ "not NaN" ], "range": [ "#1f77b4" ] }, "type": "nominal" }, "opacity": { "condition": { "param": "param_5", "value": 1 }, "value": 0.3 }, "tooltip": [ { "field": "visit_occurrence_id", "type": "nominal" } ], "x": { "aggregate": "sum", "field": "count", "type": "quantitative" } }, "mark": { "type": "bar" }, "name": "view_5", "transform": [ { "filter": { "and": [ { "and": [ { "param": "param_6" }, { "param": "param_7" } ] }, { "param": "param_8" } ] } } ] }, { "encoding": { "color": { "field": "visit_occurrence_id", "scale": { "domain": [ "not NaN" ], "range": [ "#1f77b4" ] }, "type": "nominal" }, "opacity": { "condition": { "param": "param_5", "value": 1 }, "value": 0.3 }, "x": { "field": "datetime", "timeUnit": "yearmonth", "type": "temporal" }, "y": { "aggregate": "sum", "axis": { "format": "s" }, "field": "count", "type": "quantitative" } }, "height": 50, "mark": { "type": "line" }, "transform": [ { "filter": { "and": [ { "and": [ { "param": "param_6" }, { "param": "param_7" } ] }, { "param": "param_8" } ] } } ], "width": 300 } ], "title": "visit_occurrence_id" }, { "hconcat": [ { "encoding": { "color": { "field": "care_site_short_name", "scale": { "domain": [ "H\u00f4pital-3", "H\u00f4pital-2", "H\u00f4pital-1" ], "range": [ "#1f77b4", "#ff7f0e", "#2ca02c" ] }, "type": "nominal" }, "opacity": { "condition": { "param": "param_6", "value": 1 }, "value": 0.3 }, "tooltip": [ { "field": "care_site_short_name", "type": "nominal" } ], "x": { "aggregate": "sum", "field": "count", "type": "quantitative" } }, "mark": { "type": "bar" }, "name": "view_6", "transform": [ { "filter": { "and": [ { "and": [ { "param": "param_5" }, { "param": "param_7" } ] }, { "param": "param_8" } ] } } ] }, { "encoding": { "color": { "field": "care_site_short_name", "scale": { "domain": [ "H\u00f4pital-3", "H\u00f4pital-2", "H\u00f4pital-1" ], "range": [ "#1f77b4", "#ff7f0e", "#2ca02c" ] }, "type": "nominal" }, "opacity": { "condition": { "param": "param_6", "value": 1 }, "value": 0.3 }, "x": { "field": "datetime", "timeUnit": "yearmonth", "type": "temporal" }, "y": { "aggregate": "sum", "axis": { "format": "s" }, "field": "count", "type": "quantitative" } }, "height": 50, "mark": { "type": "line" }, "transform": [ { "filter": { "and": [ { "and": [ { "param": "param_5" }, { "param": "param_7" } ] }, { "param": "param_8" } ] } } ], "width": 300 } ], "title": "care_site_short_name" }, { "hconcat": [ { "encoding": { "color": { "field": "condition_source_value", "scale": { "domain": [ "not NaN" ], "range": [ "#1f77b4" ] }, "type": "nominal" }, "opacity": { "condition": { "param": "param_7", "value": 1 }, "value": 0.3 }, "tooltip": [ { "field": "condition_source_value", "type": "nominal" } ], "x": { "aggregate": "sum", "field": "count", "type": "quantitative" } }, "mark": { "type": "bar" }, "name": "view_7", "transform": [ { "filter": { "and": [ { "and": [ { "param": "param_5" }, { "param": "param_6" } ] }, { "param": "param_8" } ] } } ] }, { "encoding": { "color": { "field": "condition_source_value", "scale": { "domain": [ "not NaN" ], "range": [ "#1f77b4" ] }, "type": "nominal" }, "opacity": { "condition": { "param": "param_7", "value": 1 }, "value": 0.3 }, "x": { "field": "datetime", "timeUnit": "yearmonth", "type": "temporal" }, "y": { "aggregate": "sum", "axis": { "format": "s" }, "field": "count", "type": "quantitative" } }, "height": 50, "mark": { "type": "line" }, "transform": [ { "filter": { "and": [ { "and": [ { "param": "param_5" }, { "param": "param_6" } ] }, { "param": "param_8" } ] } } ], "width": 300 } ], "title": "condition_source_value" }, { "hconcat": [ { "encoding": { "color": { "field": "cdm_source", "scale": { "domain": [ "AREM", "ORBIS" ], "range": [ "#1f77b4", "#ff7f0e" ] }, "type": "nominal" }, "opacity": { "condition": { "param": "param_8", "value": 1 }, "value": 0.3 }, "tooltip": [ { "field": "cdm_source", "type": "nominal" } ], "x": { "aggregate": "sum", "field": "count", "type": "quantitative" } }, "mark": { "type": "bar" }, "name": "view_8", "transform": [ { "filter": { "and": [ { "and": [ { "param": "param_5" }, { "param": "param_6" } ] }, { "param": "param_7" } ] } } ] }, { "encoding": { "color": { "field": "cdm_source", "scale": { "domain": [ "AREM", "ORBIS" ], "range": [ "#1f77b4", "#ff7f0e" ] }, "type": "nominal" }, "opacity": { "condition": { "param": "param_8", "value": 1 }, "value": 0.3 }, "x": { "field": "datetime", "timeUnit": "yearmonth", "type": "temporal" }, "y": { "aggregate": "sum", "axis": { "format": "s" }, "field": "count", "type": "quantitative" } }, "height": 50, "mark": { "type": "line" }, "transform": [ { "filter": { "and": [ { "and": [ { "param": "param_5" }, { "param": "param_6" } ] }, { "param": "param_7" } ] } } ], "width": 300 } ], "title": "cdm_source" } ] }

In this example condition_source_value is splited between diabetic and non-diabetic conditions.

You can modify dashboard configuration by importing eds_scikit.plot.default_omop_teva_config and customizing it. See next section for details on how to do it.

{ "$schema": "https://vega.github.io/schema/vega-lite/v5.8.0.json", "config": { "view": { "continuousHeight": 300, "continuousWidth": 300 } }, "data": { "name": "data-1d0fd0ace6c43f5e025c5daf44a85809" }, "datasets": { "data-1d0fd0ace6c43f5e025c5daf44a85809": [ { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "Other", "count": 2.0, "datetime": "2011-06-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "Other", "count": 4.0, "datetime": "2011-06-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "has_diabete", "count": 1.0, "datetime": "2011-06-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "Other", "count": 3.0, "datetime": "2011-07-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "Other", "count": 11.0, "datetime": "2011-07-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "has_diabete", "count": 2.0, "datetime": "2011-07-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "has_diabete", "count": 6.0, "datetime": "2011-07-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "Other", "count": 1.0, "datetime": "2011-08-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "Other", "count": 9.0, "datetime": "2011-08-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "has_diabete", "count": 3.0, "datetime": "2011-08-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "has_diabete", "count": 2.0, "datetime": "2011-08-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "Other", "count": 1.0, "datetime": "2011-09-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "Other", "count": 8.0, "datetime": "2011-09-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "has_diabete", "count": 1.0, "datetime": "2011-09-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "has_diabete", "count": 2.0, "datetime": "2011-09-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "Other", "count": 9.0, "datetime": "2011-10-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "Other", "count": 13.0, "datetime": "2011-10-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "has_diabete", "count": 7.0, "datetime": "2011-10-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "ORBIS", "condition_source_value": "has_diabete", "count": 8.0, "datetime": "2011-10-01T00:00:00", "visit_occurrence_id": "not NaN" }, { "care_site_short_name": "H\u00f4pital-3", "cdm_source": "AREM", "condition_source_value": "Other", "count": 2.0, 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