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exporter-ecraid.py
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exporter-ecraid.py
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#!/usr/bin/python3
# vim:ts=4:sw=4:tw=0:sts=4:et
from typing import List
import pprint
import re
import argparse
import logging as log
import time
from typing import List
import os.path
import xlsxwriter
import pandas as pd
from directory import Directory
import pddfutils
cachesList = ['directory', 'emails', 'geocoding', 'URLs']
pp = pprint.PrettyPrinter(indent=4)
class ExtendAction(argparse.Action):
def __call__(self, parser, namespace, values, option_string=None):
items = getattr(namespace, self.dest) or []
items.extend(values)
setattr(namespace, self.dest, items)
parser = argparse.ArgumentParser()
parser.register('action', 'extend', ExtendAction)
parser.add_argument('-v', '--verbose', dest='verbose', action='store_true', help='verbose information on progress of the data checks')
parser.add_argument('-d', '--debug', dest='debug', action='store_true', help='debug information on progress of the data checks')
parser.add_argument('-X', '--output-XLSX', dest='outputXLSX', nargs=1, help='output of results into XLSX with filename provided as parameter')
parser.add_argument('-N', '--output-no-stdout', dest='nostdout', action='store_true', help='no output of results into stdout (default: enabled)')
parser.add_argument('--purge-all-caches', dest='purgeCaches', action='store_const', const=cachesList, help='disable all long remote checks (email address testing, geocoding, URLs')
parser.add_argument('--purge-cache', dest='purgeCaches', nargs='+', action='extend', choices=cachesList, help='disable particular long remote checks')
parser.set_defaults(disableChecksRemote = [], disablePlugins = [], purgeCaches=[])
args = parser.parse_args()
if args.debug:
log.basicConfig(format="%(levelname)s: %(message)s", level=log.DEBUG)
elif args.verbose:
log.basicConfig(format="%(levelname)s: %(message)s", level=log.INFO)
else:
log.basicConfig(format="%(levelname)s: %(message)s")
# Main code
dir = Directory(purgeCaches=args.purgeCaches, debug=args.debug, pp=pp)
log.info('Total biobanks: ' + str(dir.getBiobanksCount()))
log.info('Total collections: ' + str(dir.getCollectionsCount()))
ecraidBSLCollections = []
ecraidPathogenCollections = []
ecraidRelevantBiobankIds = set()
for collection in dir.getCollections():
log.debug("Analyzing collection " + collection['id'])
biobankId = dir.getCollectionBiobankId(collection['id'])
biobank = dir.getBiobankById(biobankId)
biobank_capabilities = []
if 'capabilities' in biobank:
for c in biobank['capabilities']:
biobank_capabilities.append(c['id'])
biobank_covid = []
if 'covid19biobank' in biobank:
for c in biobank['covid19biobank']:
biobank_covid.append(c['id'])
biobank_networks = []
if 'network' in biobank:
for n in biobank['network']:
biobank_networks.append(n['id'])
collection_networks = []
if 'network' in collection:
for n in collection['network']:
collection_networks.append(n['id'])
OoM = collection['order_of_magnitude']['id']
materials = []
if 'materials' in collection:
for m in collection['materials']:
materials.append(m['id'])
data_categories = []
if 'data_categories' in collection:
for c in collection['data_categories']:
data_categories.append(c['id'])
types = []
if 'type' in collection:
for t in collection['type']:
types.append(t['id'])
log.debug("Types: " + str(types))
diags = []
diag_ranges = []
covid_diag = False
covid_control = False
covid_prospective = False
non_covid = False
for d in collection['diagnosis_available']:
if re.search('-', d['id']):
diag_ranges.append(d['id'])
else:
diags.append(d['id'])
if diag_ranges:
log.warning("There are diagnosis ranges provided for collection " + collection['id'] + ": " + str(diag_ranges))
if 'BSL2' in biobank_covid or 'BSL3' in biobank_covid:
ecraidBSLCollections.append(collection)
ecraidRelevantBiobankIds.add(biobankId)
if 'PATHOGEN' in materials:
ecraidPathogenCollections.append(collection)
ecraidRelevantBiobankIds.add(biobankId)
pd_ecraidBSLCollections = pd.DataFrame(ecraidBSLCollections)
pd_ecraidPathogenCollections = pd.DataFrame(ecraidPathogenCollections)
ecraidRelevantBiobanks = []
for b in ecraidRelevantBiobankIds:
ecraidRelevantBiobanks.append(dir.getBiobankById(b))
pd_ecraidRelevantBiobanks = pd.DataFrame(ecraidRelevantBiobanks)
def printCollectionStdout(collectionList : List, headerStr : str):
print(headerStr + " - " + str(len(collectionList)) + " collections")
for collection in collectionList:
biobankId = dir.getCollectionBiobankId(collection['id'])
biobank = dir.getBiobankById(biobankId)
print(" Collection: " + collection['id'] + " - " + collection['name'] + ". Parent biobank: " + biobankId + " - " + biobank['name'])
if not args.nostdout:
printCollectionStdout(ecraidBSLCollections, "ECRAID-relevant collections with BSL-2/BSL-3 labs")
print("\n\n")
printCollectionStdout(ecraidPathogenCollections, "ECRAID-relevant pathogen collections")
print("\n\n")
print("Totals:")
print("- total number of ECRAID-relevant biobanks: %d"%(len(ecraidRelevantBiobanks)))
print("- total number of ECRAID-relevant collections with BSL-2/BSL-3 labs: %d"%(len(ecraidBSLCollections)))
print("- total number of ECRAID-relevant pathogen collections: %d"%(len(ecraidPathogenCollections)))
for df in (pd_ecraidBSLCollections,pd_ecraidPathogenCollections):
pddfutils.tidyCollectionDf(df)
pddfutils.tidyBiobankDf(pd_ecraidRelevantBiobanks)
if args.outputXLSX is not None:
log.info("Outputting warnings in Excel file " + args.outputXLSX[0])
writer = pd.ExcelWriter(args.outputXLSX[0], engine='xlsxwriter')
pd_ecraidBSLCollections.to_excel(writer, sheet_name='Collections with BSL labs',index=False)
pd_ecraidPathogenCollections.to_excel(writer, sheet_name='Pathogen collections',index=False)
pd_ecraidRelevantBiobanks.to_excel(writer, sheet_name='Institutions',index=False)
writer.save()