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exp_collection.py
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exp_collection.py
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#!/usr/bin/env python
# -*- coding: latin-1 -*-
'''GET the ENCODE experiment collection and output a tsv of all objects and their properties suitable for spreadsheet import'''
'''use requests to handle the HTTP connection'''
import requests
'''use json to convert between Python dictionaries and JSON objects'''
import json
'''use jsonschema to validate objects against the JSON schemas'''
import jsonschema
import sys, os.path
EPILOG = '''Limitations:
Gets all objects, no searching implemented yet.
Arrays of strings come back with the items quoted, SO NOT SUITABLE FOR DIRECT PATCH back
Examples:
Dump all the experiments, with all schema properties, from the default server with default keypair and save to a file
# be patient, this takes some time to run
%(prog)s > biosamples.tsv
'''
'''force return from the server in JSON format'''
HEADERS = {'content-type': 'application/json'}
def get_ENCODE(obj_id):
'''GET an ENCODE object as JSON and return as dict'''
if obj_id.rfind('?') == -1:
url = SERVER+obj_id+'?limit=all'
else:
url = SERVER+obj_id+'&limit=all'
if DEBUG:
print "DEBUG: GET %s" %(url)
response = requests.get(url, auth=(AUTHID, AUTHPW), headers=HEADERS)
if DEBUG:
print "DEBUG: GET RESPONSE code %s" %(response.status_code)
try:
if response.json():
print "DEBUG: GET RESPONSE JSON"
print json.dumps(response.json(), indent=4, separators=(',', ': '))
except:
print "DEBUG: GET RESPONSE text %s" %(response.text)
if not response.status_code == 200:
print >> sys.stderr, response.text
return response.json()
def processkeys(args):
keysf = open(args.keyfile,'r')
keys_json_string = keysf.read()
keysf.close()
keys = json.loads(keys_json_string)
key_dict = keys[args.key]
global AUTHID
global AUTHPW
global SERVER
if not args.authid:
AUTHID = key_dict['key']
else:
AUTHID = args.authid
if not args.authpw:
AUTHPW = key_dict['secret']
else:
AUTHPW = args.authpw
if not args.server:
SERVER = key_dict['server']
else:
SERVER = args.server
if not SERVER.endswith("/"):
SERVER += "/"
def flat_one(JSON_obj):
try:
return [JSON_obj[identifier] for identifier in \
['accession', 'name', 'email', 'title', 'uuid', 'href'] \
if identifier in JSON_obj][0]
except:
return JSON_obj
def flat_ENCODE(JSON_obj):
flat_obj = {}
for key in JSON_obj:
if isinstance(JSON_obj[key], dict):
flat_obj.update({key:flat_one(JSON_obj[key])})
elif isinstance(JSON_obj[key], list) and JSON_obj[key] != [] and isinstance(JSON_obj[key][0], dict):
newlist = []
for obj in JSON_obj[key]:
newlist.append(flat_one(obj))
flat_obj.update({key:newlist})
else:
flat_obj.update({key:JSON_obj[key]})
return flat_obj
def pprint_ENCODE(JSON_obj):
if ('type' in JSON_obj) and (JSON_obj['type'] == "object"):
print json.dumps(JSON_obj['properties'], sort_keys=True, indent=4, separators=(',', ': '))
else:
print json.dumps(flat_ENCODE(JSON_obj), sort_keys=True, indent=4, separators=(',', ': '))
def main():
import argparse
parser = argparse.ArgumentParser(
description=__doc__, epilog=EPILOG,
formatter_class=argparse.RawDescriptionHelpFormatter,
)
parser.add_argument('--es',
default=False,
action='store_true',
help="Use elasticsearch")
parser.add_argument('--submittable',
default=False,
action='store_true',
help="Show only properties you might want a submitter to submit.")
parser.add_argument('--server',
help="Full URL of the server.")
parser.add_argument('--key',
default='default',
help="The keypair identifier from the keyfile. Default is --key=default")
parser.add_argument('--keyfile',
default=os.path.expanduser("~/keypairs.json"),
help="The keypair file. Default is --keyfile=%s" %(os.path.expanduser("~/keypairs.json")))
parser.add_argument('--authid',
help="The HTTP auth ID.")
parser.add_argument('--authpw',
help="The HTTP auth PW.")
parser.add_argument('--debug',
default=False,
action='store_true',
help="Print debug messages. Default is False.")
args = parser.parse_args()
processkeys(args)
global DEBUG
DEBUG = args.debug
#this script only works for the experiments collection
supplied_name = 'experiments'
if supplied_name.endswith('s'):
schema_name = supplied_name.rstrip('s').replace('-','_') + '.json'
elif supplied_name.endswith('.json'):
schema_name = supplied_name
else:
schema_name = supplied_name.replace('-','_') + '.json'
schema_uri = '/profiles/' + schema_name
object_schema = get_ENCODE(schema_uri)
headings = []
for schema_property in object_schema["properties"]:
if object_schema["properties"][schema_property]["type"] == 'string':
headings.append(schema_property)
elif object_schema["properties"][schema_property]["type"] == 'array':
if 'items' in object_schema["properties"][schema_property].keys():
whateveritscalled = "items"
elif 'reference' in object_schema["properties"][schema_property].keys():
whateveritscalled = "reference"
elif 'url' in object_schema["properties"][schema_property].keys():
whateveritscalled = "url"
else:
print object_schema["properties"][schema_property].keys()
raise NameError("None of these match anything I know")
if object_schema["properties"][schema_property][whateveritscalled]["type"] == 'string':
headings.append(schema_property + ':array')
else:
headings.append(schema_property + ':' + object_schema["properties"][schema_property][whateveritscalled]["type"] + ':array')
else:
headings.append(schema_property + ':' + object_schema["properties"][schema_property]["type"])
headings.sort()
headings.append('award.rfa')
#this is for experiments only
headings.append('organism')
headings.append('organ_slims')
exclude_unsubmittable = ['accession', 'uuid', 'schema_version', 'alternate_accessions', 'submitted_by']
if args.es:
supplied_name = '/search/?format=json&limit=all&type=' + supplied_name
global collection
collection = get_ENCODE(supplied_name)
collected_items = collection['@graph']
headstring = ""
for heading in headings:
if args.submittable and heading.split(':')[0] in exclude_unsubmittable:
pass
else:
headstring += heading + '\t'
headstring = headstring.rstrip()
print headstring
for item in collected_items:
obj = get_ENCODE(item['@id'])
# starting here is code to pull the organisms and organ slims for the experiment
replicates = obj['replicates']
organism_list = []
slims_list = []
for rep in replicates:
try:
organism = rep['library']['biosample']['organism']['name']
except KeyError:
organism = 'none in rep'
if organism in organism_list:
pass
else:
organism_list.append(organism)
try:
first_slim = rep['library']['biosample']['organ_slims'][0]
except (KeyError, IndexError):
first_slim = ''
if first_slim in slims_list:
pass
else:
slims_list.append(first_slim)
organism = ''
if len(organism_list) > 1:
for org in organism_list:
organism += org + ','
organism = organism.rstrip(',')
elif len(organism_list) == 1:
organism = organism_list[0]
else:
organism = 'no reps'
slims = ''
if len(slims_list) > 1:
for slim in slims_list:
slims += slim + ','
slims = slims.rstrip(',')
elif len(slims_list) == 1:
slims = slims_list[0]
else:
slims = ''
obj['organism'] = organism
obj['organ_slims'] = slims
# end code to pull the organisms for the experiment
obj = flat_ENCODE(obj)
rowstring = ""
for header in headstring.split('\t'):
prop_key = header.split(':')[0]
if prop_key in obj:
tempstring = json.dumps(obj[prop_key]).lstrip('"').rstrip('"')
if tempstring == '[]':
tempstring = ""
rowstring += tempstring + '\t'
elif '.' in prop_key:
embedded_obj = get_ENCODE(prop_key.split('.')[0] + '/' + obj[prop_key.split('.')[0]])
embedded_value_string = json.dumps(embedded_obj[prop_key.split('.')[1]]).lstrip('"').rstrip('"')
if embedded_value_string == '[]':
embedded_value_string = ""
rowstring += embedded_value_string + '\t'
else:
rowstring += '\t'
rowstring = rowstring.rstrip()
print rowstring
if __name__ == '__main__':
main()