healthcareio
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parser
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steve 4 years ago committed by Gogs
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README.md
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@ -27,7 +27,7 @@ We wrote this frame to be used in both command line or as a library within in yo
1. signup to get parsing configuration
The parser is driven by a configuration, file you need by signing up.
The parser is driven by a configuration file that specifies fields to parse and how to parse them. You need by signing up, to get a copy of the configuration file.
healthcare-io.py --signup <email> [--store <mongo|sqlite>]
@ -50,6 +50,16 @@ We wrote this frame to be used in both command line or as a library within in yo
--resume tells the parser to resume parsing
if all files weren't processed or new files were added into the folder
4. export data to a relational data-store
The parser will export data into other data-stores as a relational tables allowing users to construct views to support a variety of studies.
healthcare-io.py --export <835|837> --config <path-export.json>
with:
--config configuration to support data-store
**Embedded in Code :**
The Healthcare/IO **parser** can be used within your code base as a library and handle storing data in a data store of choice

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healthcareio/docs/claims-837-relational-structure.xmi
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255
healthcareio/healthcare-io.py
Unescape View File

@ -44,6 +44,7 @@ import numpy as np
from multiprocessing import Process
import time
from healthcareio import x12
from healthcareio.export import export
import smart
from healthcareio.server import proxy
import pandas as pd
@ -57,6 +58,24 @@ if not os.path.exists(PATH) :
import platform
import sqlite3 as lite
# PATH = os.sep.join([os.environ['HOME'],'.edi-parser'])
HELP_MESSAGE = """
cli:
healthcare-io.py --<[signup|init]> <email> --store <sqlite|mongo> [--batch <value>]
healthcare-io.py --parse --folder <path> [--batch <value>] [--resume]
healthcare-io.py --check-update
healthcare-io.py --export <835|837> --config <config-path>
action :
--signup|init signup user and get configuration file
--parse starts parsing
--check checks for updates
--export export data of a 835 or 837 into another database
parameters :
--<[signup|init]> signup or get a configuration file from a parsing server
--folder location of the files (the program will recursively traverse it)
--store data store mongo or sqlite or mongodb
--resume will attempt to resume if there was an interruption
"""
def signup (**args) :
"""
:email user's email address
@ -125,77 +144,77 @@ def init():
#
# Global variables that load the configuration files
def parse(**args):
"""
This function will parse the content of a claim or remittance (x12 format) give the following parameters
:filename absolute path of the file to be parsed
:type claims|remits in x12 format
"""
global INFO
if not INFO :
INFO = init()
if args['type'] == 'claims' :
CONFIG = INFO['parser']['837']
elif args['type'] == 'remits' :
CONFIG = INFO['parser']['835']
else:
CONFIG = None
if CONFIG :
# CONFIG = CONFIG[-1] if 'version' not in args and (args['version'] < len(CONFIG)) else CONFIG[0]
CONFIG = CONFIG[int(args['version'])-1] if 'version' in SYS_ARGS and int(SYS_ARGS['version']) < len(CONFIG) else CONFIG[-1]
SECTION = CONFIG['SECTION']
os.environ['HEALTHCAREIO_SALT'] = INFO['owner']
return get_content(args['filename'],CONFIG,SECTION)
def resume (files,id,config):
_args = config['store'].copy()
if 'mongo' in config['store']['type'] :
_args['type'] = 'mongo.MongoReader'
reader = factory.instance(**_args)
_files = []
if 'resume' in config['analytics'] :
_args = config['analytics']['resume'][id]
_files = reader.read(**_args)
_files = [item['name'] for item in _files if item['name'] != None]
return list(set(files) - set(_files))
return files
pass
def apply(files,store_info,logger_info=None):
"""
:files list of files to be processed in this given thread/process
:store_info information about data-store, for now disk isn't thread safe
:logger_info information about where to store the logs
"""
# def parse(**args):
# """
# This function will parse the content of a claim or remittance (x12 format) give the following parameters
# :filename absolute path of the file to be parsed
# :type claims|remits in x12 format
# """
# global INFO
# if not INFO :
# INFO = init()
# if args['type'] == 'claims' :
# CONFIG = INFO['parser']['837']
# elif args['type'] == 'remits' :
# CONFIG = INFO['parser']['835']
# else:
# CONFIG = None
# if CONFIG :
# # CONFIG = CONFIG[-1] if 'version' not in args and (args['version'] < len(CONFIG)) else CONFIG[0]
# CONFIG = CONFIG[int(args['version'])-1] if 'version' in SYS_ARGS and int(SYS_ARGS['version']) < len(CONFIG) else CONFIG[-1]
# SECTION = CONFIG['SECTION']
# os.environ['HEALTHCAREIO_SALT'] = INFO['owner']
# return get_content(args['filename'],CONFIG,SECTION)
# def resume (files,id,config):
# _args = config['store'].copy()
# if 'mongo' in config['store']['type'] :
# _args['type'] = 'mongo.MongoReader'
# reader = factory.instance(**_args)
# _files = []
# if 'resume' in config['analytics'] :
# _args = config['analytics']['resume'][id]
# _files = reader.read(**_args)
# _files = [item['name'] for item in _files if item['name'] != None]
# return list(set(files) - set(_files))
# return files
# pass
# def apply(files,store_info,logger_info=None):
# """
# :files list of files to be processed in this given thread/process
# :store_info information about data-store, for now disk isn't thread safe
# :logger_info information about where to store the logs
# """
if not logger_info :
logger = factory.instance(type='disk.DiskWriter',args={'path':os.sep.join([info['out-folder'],SYS_ARGS['parse']+'.log'])})
else:
logger = factory.instance(**logger_info)
# if not logger_info :
# logger = factory.instance(type='disk.DiskWriter',args={'path':os.sep.join([info['out-folder'],SYS_ARGS['parse']+'.log'])})
# else:
# logger = factory.instance(**logger_info)
writer = factory.instance(**store_info)
for filename in files :
# writer = factory.instance(**store_info)
# for filename in files :
if filename.strip() == '':
continue
# content,logs = get_content(filename,CONFIG,CONFIG['SECTION'])
#
try:
content,logs = parse(filename = filename,type=SYS_ARGS['parse'])
# if filename.strip() == '':
# continue
# # content,logs = get_content(filename,CONFIG,CONFIG['SECTION'])
# #
# try:
# content,logs = parse(filename = filename,type=SYS_ARGS['parse'])
if content :
writer.write(content)
if logs :
[logger.write(dict(_row,**{"parse":SYS_ARGS['parse']})) for _row in logs]
else:
logger.write({"parse":SYS_ARGS['parse'],"name":filename,"completed":True,"rows":len(content)})
except Exception as e:
# if content :
# writer.write(content)
# if logs :
# [logger.write(dict(_row,**{"parse":SYS_ARGS['parse']})) for _row in logs]
# else:
# logger.write({"parse":SYS_ARGS['parse'],"name":filename,"completed":True,"rows":len(content)})
# except Exception as e:
logger.write({"parse":SYS_ARGS['parse'],"filename":filename,"completed":False,"rows":-1,"msg":e.args[0]})
# print ([filename,len(content)])
#
# @TODO: forward this data to the writer and log engine
# logger.write({"parse":SYS_ARGS['parse'],"filename":filename,"completed":False,"rows":-1,"msg":e.args[0]})
# # print ([filename,len(content)])
# #
# # @TODO: forward this data to the writer and log engine
#
def upgrade(**args):
"""
@ -360,95 +379,27 @@ if __name__ == '__main__' :
#
# this function is designed to export the data to csv
#
format = SYS_ARGS['format'] if 'format' in SYS_ARGS else 'csv'
format = format.lower()
if set([format]) not in ['xls','csv'] :
format = 'csv'
path = SYS_ARGS['config']
TYPE = SYS_ARGS['export'] if 'export' in SYS_ARGS else '835'
if not os.path.exists(path) or TYPE not in ['835','837']:
print (HELP_MESSAGE)
else:
msg = """
cli:
healthcare-io.py --<[signup|init]> <email> --store <sqlite|mongo> [--batch <value>]
healthcare-io.py --parse --folder <path> [--batch <value>] [--resume]
healthcare-io.py --check-update
action :
--signup|init signup user and get configuration file
--parse starts parsing
--check checks for updates
parameters :
--<[signup|init]> signup or get a configuration file from a parsing server
--folder location of the files (the program will recursively traverse it)
--store data store mongo or sqlite or mongodb
--resume will attempt to resume if there was an interruption
"""
print(msg)
pass
# """
# The program was called from the command line thus we are expecting
# parse in [claims,remits]
# config os.sep.path.exists(path)
# folder os.sep.path.exists(path)
# store store ()
# """
# p = len( set(['store','config','folder']) & set(SYS_ARGS.keys())) == 3 and ('db' in SYS_ARGS or 'path' in SYS_ARGS)
# TYPE = {
# 'mongo':'mongo.MongoWriter',
# 'couch':'couch.CouchWriter',
# 'disk':'disk.DiskWriter'
# }
# INFO = {
# '837':{'scope':'claims','section':'HL'},
# '835':{'scope':'remits','section':'CLP'}
# }
# if p :
# args = {}
# scope = SYS_ARGS['config'][:-5].split(os.sep)[-1]
# CONTEXT = INFO[scope]['scope']
# #
# # @NOTE:
# # improve how database and data stores are handled.
# if SYS_ARGS['store'] == 'couch' :
# args = {'url': SYS_ARGS['url'] if 'url' in SYS_ARGS else 'http://localhost:5984'}
# args['dbname'] = SYS_ARGS['db']
# elif SYS_ARGS ['store'] == 'mongo':
# args = {'host':SYS_ARGS['host']if 'host' in SYS_ARGS else 'localhost:27017'}
# if SYS_ARGS['store'] in ['mongo','couch']:
# args['dbname'] = SYS_ARGS['db'] if 'db' in SYS_ARGS else 'claims_outcomes'
# args['doc'] = CONTEXT
# TYPE = TYPE[SYS_ARGS['store']]
# writer = factory.instance(type=TYPE,args=args)
# if SYS_ARGS['store'] == 'disk':
# writer.init(path = 'output-claims.json')
# logger = factory.instance(type=TYPE,args= dict(args,**{"doc":"logs"}))
# files = os.listdir(SYS_ARGS['folder'])
# CONFIG = json.loads(open(SYS_ARGS['config']).read())
# SECTION = INFO[scope]['section']
# for file in files :
# if 'limit' in SYS_ARGS and files.index(file) == int(SYS_ARGS['limit']) :
# break
# else:
# filename = os.sep.join([SYS_ARGS['folder'],file])
#
# Let's run the export function ..., This will push files into a data-store of choice Redshift, PostgreSQL, MySQL ...
#
_store = {"type":"sql.SQLWriter","args":json.loads( (open(path) ).read())}
# try:
# content,logs = get_content(filename,CONFIG,SECTION)
# except Exception as e:
# if sys.version_info[0] > 2 :
# logs = [{"filename":filename,"msg":e.args[0]}]
# else:
# logs = [{"filename":filename,"msg":e.message}]
# content = None
# if content :
pipes = export.Factory.instance(type=TYPE,write_store=_store) #"inspect":0,"cast":0}})
# pipes[0].run()
for thread in pipes:
thread.start()
time.sleep(1)
while pipes :
pipes = [thread for thread in pipes if thread.is_alive()]
time.sleep(1)
# writer.write(content)
# if logs:
# logger.write(logs)
else:
# pass
# else:
# print (__doc__)
print(HELP_MESSAGE)

2
healthcareio/server/__init__.py
Unescape View File

@ -9,7 +9,7 @@ import transport
import pandas as pd
import numpy as np
from healthcareio import x12
from healthcareio.export import export
from multiprocessing import Process
# from flask_socketio import SocketIO, emit, disconnect,send
from healthcareio.server import proxy

4
healthcareio/x12/__init__.py
Unescape View File

@ -173,12 +173,14 @@ class Formatters :
def pos(self,value):
"""
formatting place of service information within a segment (REF)
@TODO: In order to accomodate the other elements they need to be specified in the configuration
Otherwise it causes problems on export
"""
xchar = '>' if '>' in value else ':'
x = value.split(xchar)
x = {"code":x[0],"indicator":x[1],"frequency":x[2]} if len(x) == 3 else {"code":x[0],"indicator":None,"frequency":None}
return x
return x['code']
class Parser (Process):
def __init__(self,path):
"""

2
setup.py
Unescape View File

@ -8,7 +8,7 @@ import sys
def read(fname):
return open(os.path.join(os.path.dirname(__file__), fname)).read()
args = {
"name":"healthcareio","version":"1.4.6",
"name":"healthcareio","version":"1.4.8",
"author":"Vanderbilt University Medical Center",
"author_email":"steve.l.nyemba@vumc.org",
"include_package_data":True,

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