This query is used to provide summary statistics for start dates (drug_exposure_start_date) across all drug exposure records stratified by drug (drug_concept_id): the mean, the standard deviation, the minimum, the 25th percentile, the median, the 75th percentile, the maximum and the number of missing values. The input to the query is a value (or a comma-separated list of values) of a drug_concept_id. If the input is omitted, the drug_exposure_start_date for all existing values of drug_concept_id are summarized.
The following is a sample run of the query. The input parameters are highlighted in blue
WITH drug_dates AS
(
SELECT
DATEDIFF(d,MIN(drug_exposure_start_date) OVER(partition BY drug_concept_id), drug_exposure_end_date) AS start_date_num,
drug_exposure_start_date AS start_date,
MIN(drug_exposure_start_date) OVER(partition BY drug_concept_id) AS min_date,
drug_concept_id AS drug_concept_id
FROM @cdm.drug_exposure
WHERE drug_concept_id IN (906805, 1517070, 19010522, 19031397)
)
SELECT
ordered_data.drug_concept_id,
min(start_date) AS min_date,
max(start_date) AS max_date,
DATEADD(dd,avg(start_date_num),min_date) AS avg_date,
round(STDEV(start_date_num), 1) AS STDEV_days,
dateadd(day,MIN(CASE WHEN order_nr < .25 * population_size THEN 999999 ELSE start_date_num END),min_date) AS percentile_25_date,
dateadd(day,MIN(CASE WHEN order_nr < .50 * population_size THEN 999999 ELSE start_date_num END),min_date) AS median_date,
dateadd(day,MIN(CASE WHEN order_nr < .75 * population_size THEN 999999 ELSE start_date_num END),min_date) AS percentile_75_date
FROM
( SELECT
drug_concept_id AS drug_concept_id,
min_date,
start_date,
start_date_num AS start_date_num,
ROW_NUMBER() OVER (PARTITION BY drug_concept_id ORDER BY start_date_num) AS order_nr
FROM drug_dates
) AS ordered_data
INNER JOIN
( SELECT drug_concept_id,
COUNT(*) AS population_size
FROM drug_dates
GROUP BY drug_concept_id
) AS population_sizes
ON ordered_data.drug_concept_id = population_sizes.drug_concept_id
GROUP BY ordered_data.drug_concept_id, min_date;
| Parameter | Example | Mandatory | Notes | | --- | --- | --- | --- | | drug_concept_id | 906805, 1517070, 19010522 | Yes |
| Field | Description | | --- | --- | | drug_concept_id | A foreign key that refers to a standard concept identifier in the vocabulary for the drug concept. | | min_date | | | max_date | | | avg_date | | | STDEV_days | | | percentile_25_date | | | median_date | | | percentile_75_date | |
| Field | Description | | --- | --- | | drug_concept_id | 906805 | | min_date | 2014-01-02 | | max_date | 2015-12-11 | | avg_date | 2015-03-17 02:24:00 | | STDEV_days | 205 | | percentile_25_date | 2014-11-21 | | median_date | 2015-04-30 | | percentile_75_date | 2015-09-18 |
https://github.com/OHDSI/CommonDataModel/wiki/
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