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authorFrederick Muriuki Muriithi2022-05-24 14:19:57 +0300
committerFrederick Muriuki Muriithi2022-05-24 14:19:57 +0300
commitfdf9061981ce5d341d178951adeb19dd0376ee66 (patch)
tree0476c726f6ccd8af97423aa520566ddf9864e0d1 /scripts/partial_correlations.py
parentbbc4b165761b359115fd1a249ea22e64d55db384 (diff)
downloadgenenetwork3-fdf9061981ce5d341d178951adeb19dd0376ee66.tar.gz
Run partial correlations with external script
Use new external script to run the partial correlations for both cases, i.e. - against an entire dataset, or - against selected traits
Diffstat (limited to 'scripts/partial_correlations.py')
-rw-r--r--[-rwxr-xr-x]scripts/partial_correlations.py131
1 files changed, 99 insertions, 32 deletions
diff --git a/scripts/partial_correlations.py b/scripts/partial_correlations.py
index 52bde4c..de364dc 100755..100644
--- a/scripts/partial_correlations.py
+++ b/scripts/partial_correlations.py
@@ -1,13 +1,99 @@
-import sys
+"""Script to run partial correlations"""
+
import json
import traceback
from argparse import ArgumentParser
from gn3.db_utils import database_connector
from gn3.responses.pcorrs_responses import OutputEncoder
-from gn3.computations.partial_correlations import partial_correlations_with_target_db
+from gn3.computations.partial_correlations import (
+ partial_correlations_with_target_db,
+ partial_correlations_with_target_traits)
+
+def cleanup_string(the_str):
+ "Remove tab, newline and carriage return characters."
+ return the_str.strip('"\t\n\r ')
+
+def process_common_args(args):
+ "Process the common CLI arguments to a form usable by the functions"
+ return {
+ "primary_trait_name": cleanup_string(args.primary_trait),
+ "control_trait_names": tuple(
+ cleanup_string(args.control_traits).split(",")),
+ "method": cleanup_string(args.method)
+ }
+
+def process_trait_args(args):
+ """Process arguments to a form usable by the
+ `partial_correlations_with_target_traits` function."""
+ return {
+ **process_common_args(args),
+ "target_trait_names": tuple(
+ cleanup_string(args.target_traits).split(","))
+ }
+
+def process_db_args(args):
+ """Process arguments for the `partial_correlations_with_target_db`
+ function."""
+ return {
+ **process_common_args(args),
+ "target_db_name": cleanup_string(args.target_database),
+ "criteria": args.criteria
+ }
+
+def pcorrs_against_traits(dbconn, args):
+ """Run partial correlations agaist selected traits."""
+ return partial_correlations_with_target_traits(
+ dbconn, **process_trait_args(args))
+
+def pcorrs_against_db(dbconn, args):
+ """Run partial correlations agaist the entire dataset provided."""
+ return partial_correlations_with_target_db(dbconn, **process_db_args(args))
+
+def run_pcorrs(dbconn, args):
+ """Run the selected partial correlations function."""
+ try:
+ return args.func(dbconn, args)
+ except Exception as exc: # pylint: disable=[broad-except,unused-variable]
+ return {
+ "status": "exception",
+ "message": traceback.format_exc()
+ }
+
+def against_traits_parser(parent_parser):
+ """Parser for command to run partial correlations against selected traits"""
+ parser = parent_parser.add_parser(
+ "against-traits",
+ help="Run partial correlations against a select list of traits")
+ parser.add_argument(
+ "target_traits",
+ help=(
+ "The target traits to run the partial correlations against. "
+ "This is a comma-separated list of traits' fullnames, in the "
+ "format <DATASET-NAME>::<TRAIT-NAME> e.g. "
+ "UCLA_BXDBXH_CARTILAGE_V2::ILM103710672"),
+ type=str)
+ parser.set_defaults(func=pcorrs_against_traits)
+ return parent_parser
+
+def against_db_parser(parent_parser):
+ """Parser for command to run partial correlations against entire dataset"""
+ parser = parent_parser.add_parser(
+ "against-db",
+ help="Run partial correlations against an entire dataset")
+ parser.add_argument(
+ "target_database",
+ help="The target database to run the partial correlations against",
+ type=str)
+ parser.add_argument(
+ "--criteria",
+ help="Number of results to return",
+ type=int, default=500)
+ parser.set_defaults(func=pcorrs_against_db)
+ return parent_parser
def process_cli_arguments():
+ """Top level parser"""
parser = ArgumentParser()
parser.add_argument(
"primary_trait",
@@ -21,39 +107,20 @@ def process_cli_arguments():
"method",
help="The correlation method to use",
type=str)
- parser.add_argument(
- "target_database",
- help="The target database to run the partial correlations against",
- type=str)
- parser.add_argument(
- "--criteria",
- help="Number of results to return",
- type=int, default=500)
+ against_db_parser(against_traits_parser(
+ parser.add_subparsers(
+ title="subcommands",
+ description="valid subcommands",
+ required=True)))
return parser.parse_args()
-def cleanup_string(the_str):
- return the_str.strip('"\t\n\r ')
+def main():
+ """Entry point for the script"""
+ args = process_cli_arguments()
-def run_partial_corrs(args):
with database_connector() as conn:
- try:
- return partial_correlations_with_target_db(
- conn, cleanup_string(args.primary_trait),
- tuple(cleanup_string(args.control_traits).split(",")),
- cleanup_string(args.method), args.criteria,
- cleanup_string(args.target_database))
- except Exception as exc:
- print(traceback.format_exc(), file=sys.stderr)
- return {
- "status": "exception",
- "message": traceback.format_exc()
- }
-
-def enter():
- args = process_cli_arguments()
- print(json.dumps(
- run_partial_corrs(process_cli_arguments()),
- cls = OutputEncoder))
+ print(json.dumps(run_pcorrs(conn, args), cls=OutputEncoder))
+
if __name__ == "__main__":
- enter()
+ main()