Carrot-Transform Quick Start Guide
Installation
Carrot-Transform is available on PyPI, so you can install it with:
pip install carrot-transform
If you are working with the source code, refer to the Development Notes
Running Carrot-Transform
To execute Carrot-Transform, run:
carrot-transform [command] [options]
For example, you can get the version number with:
carrot-transform -v
There are many mandatory and optional arguments for Carrot Transform. In the quick start, we will demonstrate the mandatory arguments on a test case included in the repository.
Transform will read the CSV files in the local directory in the basic examples below. For details about how to read data from a database, see the Database Connection section.
Version 1 Process
V1 process of Transform will take the V1 JSON from Mapper as rules file.
To run the V1 process, enter the following (as one command):
Basic Example
To process a test dataset included in the repository, run:
carrot-transform run mapstream \
--input-dir @carrot/examples/test/inputs \
--rules-file @carrot/examples/test/rules/v1.json \
--person-file @carrot/examples/test/inputs/Demographics.csv \
--output-dir carrottransform/examples/test/test_output \
--omop-ddl-file @carrot/config/OMOPCDM_postgresql_5.4_ddl.sql \
--omop-config-file @carrot/config/config.json
Version 2 Process
V2 process of Transform will take the V2 JSON from Mapper as rules file.
To run the V2 process, enter the following (as one command):
Basic Example
To process a test dataset included in the repository, run:
carrot-transform run_v2 folder \
--input-dir @carrot/examples/test/inputs \
--rules-file @carrot/examples/test/rules/v2.json \
--person-file @carrot/examples/test/inputs/Demographics.csv \
--output-dir carrottransform/examples/test/test_output \
--omop-ddl-file @carrot/config/OMOPCDM_postgresql_5.4_ddl.sql \
--omop-config-file @carrot/config/config.json
Arguments
Required Arguments
Flag | Description |
---|---|
--input-dir | Directory containing input files |
--rules-file | JSON file defining mapping rules |
--person-file | CSV file (or table name) with person IDs and DOB |
--output-dir | Directory to write OMOP-format TSV files |
Optional Arguments
Flag | Default | Description |
---|---|---|
--write-mode | w | Set to w (overwrite) or a (append) for output files |
--saved-person-id-file | None | Path to a file to save and share person_id state |
--use-input-person-ids | N | Use input person IDs (Y ) or replace with new integers (N ) |
--last-used-ids-file | None | Path to a file tracking last used IDs (tab-separated format) |
--log-file-threshold | 0 | Change output limit for log files |
--input-db-url | None | SQLAlchemy connection string for database input (Version 1 Process) |
Additional Information
@carrot Alias
The ‘@carrot’ is an alias to the folder containing the carrot-transform module, which can be used with either installation method. When using your own files, use your file path, and omit this.
The flag --output-dir carrottransform/examples/test/test_output
will generate a set of output files in this directory:
carrottransform/examples/test/test_output
If it doesn’t exist, this directory should be created for you.
Person ID File/Table
Carrot Transform uses a single Person ID file (or table), which must be specified using --person-file
.
- The first column must contain person IDs (these will be anonymized).
- A column named
"date"
must hold each person’s date of birth. - Person IDs not found in this file will be excluded from all OMOP tables.
- This file must also reside in the same directory as the other input files (when using CSV mode).
- This file can itself be an input to transformation rules.
OMOP Configuration (Choose One Approach)
Approach | Required Arguments |
---|---|
Specify Files | --omop-ddl-file (DDL statements for OMOP tables. The version 5.4 of OMOP CDM can be downloaded from here) and --omop-config-file (overriding JSON config, can be downloaded from here) |
Specify Version | --omop-version (e.g., 5.4 , which will automatically find carrottransform/config/config.json and carrottransform/config/OMOPCDM_postgresql_XX_ddl.sql ) |