def ProcessNewEmployeeData(Id, FirstName, LastName):
try:
# Create Employee object
objE = Employees.Employee()
objE.Id = Id
objE.FirstName = FirstName
objE.LastName = LastName
Employees.EmployeeList.AddEmployee(objE)
except Exception as e:
print(e)
def GetResult():
k=4
UserSequences.Gettraintestdata(k)
#employees = Employees.queryEmployees()
employees = CSVFile.loadCSVfile1("./data/allusers/validusers.csv")
#employees = CSVFile.loadCSVfile1("./data/allusers/Allusers_state.csv")
resultlist = []
avgresult = []
for item in employees:
user = item[0]
state = item[1]
preProcess.GetTransiMatrix(user)
H = HMM(user)
result = H.hmm(user)
print user, result
#resultlist.append([user,result])
avgresultpro = average(result)
avgresult.append([user,avgresultpro,state])
print "average:",average(result), state
result.insert(0, user)
resultlist.append(result)
#=======
t1 = time.time()
start_date = '2009-12-01'
employees = Employees.queryLeaveEmployees()
#f = open('./data/Result.txt', 'w')
f = open('./data/ProSquenceResult.txt', 'w')
#for user in employees:
#>>>>>>> 34c6dfe6197febd37f54b0a34e607135f3d0d8e2:GetHMMresult.py
#print user
resultfile = './data/allusers/'+k+'ResultPro974.csv'
avgresultfile = './data/allusers/'+k+'AvgResultPro974.csv'
CSVFile.Writecsvtofile(resultfile,resultlist)
CSVFile.Writecsvtofile(avgresultfile,avgresult)
def TocsvLeaveEmployees():
employees = Employees.queryLeaveEmployees()
LeaveEmployees = []
for item in employees:
user = item[0]
filename1 = '../data/BehaviorsFeaturesByUser/' + user + '.csv'
lablefile = '../data/user_lable.csv'
labledata = pd.read_csv(lablefile)
for item2 in labledata.values:
if user == item2[2]:
lable = item2[3]
break
data = pd.read_csv(filename1)
data = data.values.reshape(1, -1)
data = np.insert(data, 0, lable, axis=1)
print(data)
LeaveEmployees.append(data[0])
LeaveEmployees = pd.DataFrame(LeaveEmployees)
print(LeaveEmployees.values)
LeaveEmployees.to_csv(
'../data/LeaveUsersFeaturesAndLables/LeaveUsersFeaturesAndLbles.csv')
print("\n Test the DataProcessor.Database class")
try:
print("Trying to create an object, but the class is not ready")
objDP = DataProcessor.Database()
except:
print("This should fail")
print("\n Test the Persons.Person class")
objP = Persons.Person()
objP.FirstName = "Bob"
objP.LastName = "Smith"
print(objP.ToString())
print("\n Test the Employees.Employee class")
objE = Employees.Employee(1, "Bob")
# objE.Id = 1
# objE.FirstName = "Bob"
# objE.LastName = "Smith"
print(objE.ToString())
print("\n Test the Employee.EmployeeList class")
objEL = Employees.EmployeeList()
try:
print("Trying the wrong object type")
objEL.AddEmployee(objP)
except:
print("This should fail")
try:
objEL.AddEmployee(objE)
import Employees objE1 = Employees.Employee() objE1.Id = 1 objE1.FirstName = "Bob" Employees.EmployeeList.AddEmployee(objE1) objE2 = Employees.Employee(2, "Sue") Employees.EmployeeList.AddEmployee(objE2) print(Employees.EmployeeList.ToString()) input()
from Employees import *
staff = Employees("Wayne", 20, 8)
supervisor = Employees("Dwight", 35, 8)
manager = Employees("Melinda", 100, 8)
print(staff.name, staff.rate, staff.hours)
print(supervisor.name, supervisor.rate, supervisor.hours)
print(manager.name, manager.rate, manager.hours)
exemp_1 = Resigned("Dorothy", 32, 8, "retired")
exemp_2 = Resigned("Malcolm", 48, 8, "resigned")
print(exemp_1.name, exemp_1.rate, exemp_1.hours, exemp_1.status)
print(exemp_2.name, exemp_2.rate, exemp_2.hours, exemp_2.status)
if __name__ == "__main__":
import Employees
else:
raise Exception("This file was not created to be imported ")
objE = Employees.Employee()
objE.Id = 1
objE.FirstName = "Bob"
print(objE.ToString())
print(Employees.Employee.AddEmployee(objE))
import Employees print(Employees.getNames())
filename = './data/allusers/'+user+'SingleSequence.csv'
Writecsvtofile(filename,list)
#print file
print "count:",count
print "list len:",len(list)
'''
f=open('./data/SingleSequence.txt','w')
for i in range(len(list)):
f.write(list[i][0])
f.write(':')
f.write(list[i][1])
f.write('\n')
#print list[i]
f.close()
'''
return list
if __name__ == '__main__':
employees = Employees.queryEmployees()
ii = 0
for item in employees:
employee = item[0]
ii = ii+1
print "*******************************"
print ii,':',employee
GetUserSingleSequence(employee)
def Gettraintestdata(sequenlen):
k = sequenlen
#k = 4
employees = Employees.queryEmployees()
count = 0
result = []
count = 0
validusers = []
invalidusers = []
for item in employees:
user = item[0]
singleFile = "./data/allusers/SingleSequence/" + user + ".csv"
list = CSVFile.loadCSVfile1(singleFile)
maxtime = list[-1][0]
mintime = list[0][0]
maxtime = datetime.datetime.strptime(maxtime, '%Y %j %H:%M:%S')
mintime = datetime.datetime.strptime(mintime, '%Y %j %H:%M:%S')
middletime = maxtime - relativedelta(months=2)
if mintime > (middletime - relativedelta(months=3)):
invalidusers.append(user)
continue
#if mintime > (maxtime - relativedelta(months = 1)):
# middletime = mintime+relativedelta(days =20)
#else:
# middletime = mintime + relativedelta(months=1)
TrainUserSequence = []
TestUserSequence = []
for i in (range(len(list) - k)):
sequ = ''
state = ''
time = datetime.datetime.strptime(list[i][0], '%Y %j %H:%M:%S')
if time < middletime:
for j in range(k):
sequ = sequ + list[i + j][1] + '-'
state = state + str(list[i + j][1])[0:2]
tem = [sequ, state]
TrainUserSequence.append(tem)
print "time<middletime", time < middletime, "TrainUserSequence"
if time >= middletime:
for j in range(k):
sequ = sequ + list[i + j][1] + '-'
state = state + str(list[i + j][1])[0:2]
tem = [sequ, state]
TestUserSequence.append(tem)
print "time>middletime", time >= middletime, "TestUserSequence"
#validusers.append(user)
print count, user
count = count + 1
trainFile = "./data/allusers/Train/" + user + ".csv"
testFile = "./data/allusers/Test/" + user + ".csv"
CSVFile.Writecsvtofile(trainFile, TrainUserSequence)
CSVFile.Writecsvtofile(testFile, TestUserSequence)
allusers = CSVFile.loadCSVfile1("./data/allusers/Allusers_state.csv")
resultlist = []
for invalid in invalidusers:
for i in range(len(allusers)):
if invalid == allusers[i][0]:
del (allusers[i])
break
CSVFile.Writecsvtofile("./data/allusers/validusers.csv", allusers)
import Employees print(Employees.getIT_names())
if __name__ == "__main__":
import DataProcessor, Employees, Persons
else:
raise Exception("This file was not created to be imported ")
p1 = Persons.Person("Bob", "Smith")
print(p1)
e1 = Employees.Employee(1, "Sue", "Jones")
print(e1)
Employees.EmployeeList.AddEmployee(e1)
print(Employees.EmployeeList.ToString())