def requisitionIncrementalScorer(requisitionId,db):
try:
reqParsed = list(db.requisition_skills_from_parsed_requisition.find({"requisition_id":requisitionId},{"parsedWords":1,"_id":0}))
for words in reqParsed:
if(words["parsedWords"] == []):
reqParsed = []
if(len(reqParsed) == 0):
status = scoreInserter(requisitionId)
return("No Requisition description")
### - Working on Submitted Candidates
jobid = list(db.requisition.find({"requisition_id":requisitionId},{"global_job_category_id":1,"_id":0}))
for id in jobid:
gjid1 = id["global_job_category_id"]
idealSkillList = db.ideal_candidate_characteritics.find_one({"global_job_category_id":gjid1},{"Skills":1,"_id":0})
idealSkills = idealSkillList['Skills']
status = reqScorer(reqParsed,jobid,idealSkills)
## - Search & Score
candidates = list(db.category_candidate_map.find({"global_job_category_id":id},{"candidates":1,"_id":0}))
for candidate in candidates:
candidateId = candidate["candidates"]
status = candidateScorer(candidateId,reqParsed,idealSkills,requisitionId)
return("Scoring Complete")
except Exception as e:
DebugException(e)
print("Requisition Incremental Scorer failed due to error [" + str(e) + "]")
def candidateIncrementalScorer(candidateId, db):
#print(str(candidateId))
candIdList = [candidateId]
try:
##Working on Submitted requisitions
requisitionList = list(db.requisition_candidate.find({"candidate_id":candidateId}).distinct("requisition_id"))
if(len(requisitionList) > 0):
for requisition in requisitionList:
reqParsed = list(db.requisition_skills_from_parsed_requisition.find({"requisition_id":requisition},{"parsedWords":1,"_id":0}))
for words in reqParsed:
if(words["parsedWords"] == []):
reqParsed = []
if(len(reqParsed) == 0):
status = scoreInserter(requisition)
continue
jobid = list(db.requisition.find({"requisition_id":requisition},{"new_global_job_category_id":1,"_id":0}))
for id in jobid:
gjid1 = id["new_global_job_category_id"]
idealSkillList = db.ideal_candidate_characteritics.find_one({"global_job_category_id":gjid1},{"Skills":1,"_id":0})
idealSkills = idealSkillList['Skills']
status = reqScorer(reqParsed,jobid,idealSkills,requisition)
##Working on Classified Job Id's
jobId = list(db.category_candidate_map.find({"candidates":candidateId}).distinct("global_job_category_id"))
for id in jobId:
#print("Working on Job Category %s" %(id))
#requisitionList = list(db.requisition.find({"new_global_job_category_id": id,"pre_identified_req": False},{"requisition_id":1,"_id":0}))
requisitionList = list(db.requisition.find({"new_global_job_category_id": id,"pre_identified_req": False,"req_status_id" : {"$in":statusID}},{"requisition_id":1,"_id":0}))
if(not requisitionList):
#print("No Requisition for this Job ID - %s " % (id))
continue
idealSkillList = db.ideal_candidate_characteritics.find_one({"global_job_category_id":id},{"Skills":1,"_id":0})
if (idealSkillList is None):
idealSkills = 'NA'
else:
idealSkills = idealSkillList['Skills']
for requisition in requisitionList:
#print("Working on Requisition %s for Job Category %s" %(requisition["requisition_id"],id))
reqParsed = list(db.requisition_skills_from_parsed_requisition.find({"requisition_id": requisition["requisition_id"]},{"parsedWords":1,"_id":0}))
#print("Working on Requisition - %s" % requisition)
if(len(reqParsed)==0):
#print("No Requisition Description - Time Elapsed %s" % (time.time() - reqTime))
continue
status = candidateScorer(candIdList, reqParsed, idealSkills, requisition["requisition_id"])
return("Scoring Complete")
except Exception as e:
DebugException(e)
print("Candidate Incremental Scorer failed due to error [" + str(e) + "]")
def requisitionIncrementalScorer(requisitionId, db, logFile):
try:
reqParsed = list(db.requisition_skills_from_parsed_requisition.find({"requisition_id":requisitionId},{"parsedWords":1,"_id":0}))
for words in reqParsed:
if(words["parsedWords"] == []):
reqParsed = []
if(len(reqParsed) == 0):
status = scoreInserter(requisitionId)
return("No Requisition description")
logFile.write("[" + datetime.now().isoformat() + "] RequisitionId [" + str(requisitionId) + "] No description" + "\n")
### - Submitted Candidates processing
scBeginTime = datetime.now()
candidateCount = db.requisition_candidate.find({"requisition_id":requisitionId}).count()
jobid = list(db.requisition.find({"requisition_id": requisitionId}, {"new_global_job_category_id": 1, "_id": 0}))
for id in jobid:
gjid1 = id["new_global_job_category_id"]
idealSkillList = db.ideal_candidate_characteritics.find_one({"global_job_category_id": gjid1}, {"Skills": 1, "_id": 0})
if(idealSkillList is None):
idealSkills = 'NA'
else:
idealSkills = idealSkillList['Skills']
if(candidateCount >=1):
#print("Working on Submitted Candidates")
status = reqScorer(reqParsed, jobid, idealSkills, requisitionId)
logFile.write("[" + datetime.now().isoformat() + "] RequisitionId [" + str(requisitionId) + "] Submitted candidates scoring complete. Candidate Count ["+ str(candidateCount) + "] Elapsed time [" + str(datetime.now() - scBeginTime) + "]" + "\n")
else:
logFile.write("[" + datetime.now().isoformat() + "] RequisitionId [" + str(requisitionId) + "] no submitted candidates found" + "\n")
## - Search & Score
ssBeginTime = datetime.now()
candidateList = []
candidates = list(db.category_candidate_map.find({"global_job_category_id":gjid1}, {"candidates":1,"_id":0}))
for candidate in candidates:
candidateList = candidate["candidates"]
candidateTotal = len(candidateList)
if(candidateTotal == 0):
logFile.write("[" + datetime.now().isoformat() + "] RequisitionId [" + str(requisitionId) + "] No Candidates associated to this Job Category [" + str(gjid1) + "]" + "\n")
#print("No Candidates associated to this Job Category")
return("Scoring Method Completed Successfully")
#print("Requisition %s has %s affiliated candidates" % (requisitionId, candidateTotal))
status = candidateScorer(candidateList, reqParsed, idealSkills, requisitionId)
logFile.write("[" + datetime.now().isoformat() + "] RequisitionId [" + str(requisitionId) + "] Search & Score scoring complete. Candidate Count ["+ str(candidateTotal) + "] Elapsed time [" + str(datetime.now() - ssBeginTime) + "]" + "\n")
return("Scoring Complete")
except Exception as e:
DebugException(e)
logFile.write("[" + datetime.now().isoformat() + "] RequisitionId [" + str(requisitionId) + "] [requisitionIncrementalScorer()] Requisition Incremental Scorer failed due to error [" + str(e) + "]" + "\n")