Commit 8b42de1a authored by dasharatha.vamshi's avatar dasharatha.vamshi

data validation

parent cbbd3b69
import pandas as pd
import numpy as np
from datetime import datetime
from pymongo import MongoClient
import uuid
client = MongoClient('mongodb://svc-ilens:svc2345@192.168.10.10:21017')
# print(client.list_database_names())
mydatabase = client["ilens_wps"]
userCollection=mydatabase.userConfiguration
eventCollection = mydatabase.test
findCollection = mydatabase.eventLogs
df1 = pd.read_csv('testfrt.txt', sep="\t")
df1.columns = ['S.No',"emp_id", "date", "timestamps"]
df1copy = df1.copy()
print(df1copy)
df1['date']=df1['date'].astype(str)
# df1['timestamps']=df1['timestamps'].astype(str)
df1['emp_id']=df1['emp_id'].astype(str)
times = df1['timestamps'].tolist()
sep = []
for i in times:
sep.append(i.count('|'))
print('-----------------------------------------',sum(sep))
# print(sep)
df1['count'] = sep
df1.drop(df1.columns[[0,3]], axis = 1,inplace = True)
df2 = pd.read_csv('mongodb.txt', sep="\t")
df2.columns = ['S.No',"emp_id", "date", "timestamps"]
df2['date']=df2['date'].astype(str)
times1 = df2['timestamps'].tolist()
sep1 = []
for j in times1:
sep1.append(j.count('|'))
# print(sep)
df2['count'] = sep1
# df2['timestamps']=df2['timestamps'].astype(str)
df2['emp_id']=df2['emp_id'].astype(str)
df2copy = df2
df2.drop(df2.columns[[0,3]], axis = 1,inplace = True)
# df2copy = df2
df3 = pd.read_csv('msserver.txt', sep="\t")
df3.columns = ['S.No',"emp_id", "date", "timestamps"]
df2['date']=df2['date'].astype(str)
df3.drop(df3.columns[[0,3]], axis = 1,inplace = True)
df3['emp_id']=df3['emp_id'].astype(str)
# df3['timestamps']=df3['timestamps'].astype(str)
print(df1)
print(df2)
print(df3)
def dataframe_difference(df1, df2, which='both'):
"""Find rows which are different between two DataFrames."""
comparison_df = df1.merge(df2,
indicator=True,
how='outer')
if which is None:
diff_df = comparison_df[comparison_df['_merge'] != 'both']
else:
diff_df = comparison_df[comparison_df['_merge'] == which]
diff_df.to_csv('diff.txt')
return diff_df
def not_present(df1, df2, which='left_only'):
"""Find rows which are different between two DataFrames."""
comparison_df = df1.merge(df2,
indicator=True,
how='outer')
if which is None:
diff_df = comparison_df[comparison_df['_merge'] != 'left_only']
else:
diff_df = comparison_df[comparison_df['_merge'] == which]
diff_df.to_csv('not_present.txt')
return diff_df
# key_cols = ['emp_id', 'date', 'timestamps']
# print('Matching in between mongo and msserver')
# df2copy.merge(df3.loc[:, df3.columns.isin(key_cols)])
# print(df2copy)
# print('Matching in between frt and mongo')
# df2.merge(df1.loc[:, df1.columns.isin(key_cols)])
# print(df2)
print('Matching in between frt and mongo')
# diff_df23 = dataframe_difference(df2, df3)
# print(diff_df23)
diff_df12 = dataframe_difference(df1, df2)
print(diff_df12)
# print('Matching in between mongo and msserver')
# # diff_df23 = dataframe_difference(df2, df3)
# # print(diff_df23)
# diff_df23 = dataframe_difference(df2, df3)
# print(diff_df23)
print(df1copy)
print('Matching not in between frt and mongo')
not_present23 = not_present(df1, df2)
print(not_present23)
f = not_present23['count'].tolist()
print('++++++++++++++++',sum(f))
df_final = pd.merge(df1copy, not_present23, on=['emp_id','date'])
print (df_final)
emps = df_final['emp_id'].tolist()
dates = df_final['date'].tolist()
timestamps = df_final['timestamps'].tolist()
# print(emps,len(emps))
# print(dates,len(dates))
# print(timestamps,len(timestamps))
mydict = {}
for i in range(len(emps)):
timestamps[i] = timestamps[i][1:]
# print(timestamps)
for i in range(len(emps)):
x = timestamps[i].split('|')
for ind in range(len(x)):
t = dates[i] + ' '+ x[ind]
v = datetime.strptime(t,'%Y-%m-%d %H:%M')
x[ind] = v
# print(type(x[ind])
timestamps[i] = x
# print(timestamps,len(timestamps))
for i in range(len(emps)):
if emps[i] in mydict.keys():
mydict[emps[i]]=mydict[emps[i]]+timestamps[i]
else:
mydict[emps[i]] = timestamps[i]
# print(mydict)
# print(mydict.keys(),len(mydict))
# mylist = list(dict.fromkeys(emps))
# print(mylist,len(mylist))
# x= [*mydict]
# x.sort()
# mylist.sort()
# # using == to check if
# # lists are equal
# if x == mylist:
# print ("The lists are identical")
# else :
# print ("The lists are not identical")
# for key,value in mydict.items():
# print(key,value)
# print(df1copy)
# key_cols = ['emp_id','date']
# print(df1copy.merge(not_present23.loc[:, not_present23.columns.isin(key_cols)]))
# print(not_present23)
# mydict = {"1011" :[datetime(2020, 8, 11, 16, 4)]}
# events = eventCollection.count_documents({})
# print(events)
for key, value in mydict.items():
# empid = findCollection.find_one({'eventMessage.Person ID':key})
# num = empid['eventMessage']['People']
# print(num)
for times in value:
data = {
"eventId": str(uuid.uuid1()).split('-')[0],
"rules": {
"ruleId": [
'Log Attendance',
'BodyTemperatureSensor'
]
},
"cameraId": '6b1b229e',
"cameraName": 'Security Reception',
"imgeCrop": True,
"timestamp": times,
"eventMessage": {
"People": '-',
"Event": 36.4,
'Person ID': key
},
"flag": {
"People": 'log-in',
"Event": 'Safe'
},
"tagId": 'RTSP',
"frame": '',
"deviceId": '6b1b229e',
"message": 'Mask',
"video_location": None,
"eventtype": 'Temperature Exceedence',
"temp_exceedence_check": False,
"mask_check": True,
"pilot_model": 'Mask+Facenet+Temp',
"vector_distance": 0
}
eventCollection.insert(data)
\ No newline at end of file
from pymongo import MongoClient
import collections
import pymssql
import pandas as pd
from requests import post, auth, get
import datetime
import json
import pandas as pd
from datetime import date, timedelta,datetime
# try:
# collectionsAbc = collections.abc
# except AttributeError:
# collectionsAbc = collections
time = '2020-08-01'
starttime = datetime.strptime(time, '%Y-%m-%d')
end = '2020-08-11'
endtime = datetime.strptime(end, '%Y-%m-%d')
print(starttime,endtime)
conn = pymssql.connect(server='192.10.10.24\\SQLEXPRESS', user='sa',
password='Shree@123', database='TimeAttendance')
client = MongoClient('mongodb://svc-ilens:svc2345@192.10.10.220:21017')
# print(client.list_database_names())
mydatabase = client["ilens_wps"]
userCollection=mydatabase.userConfiguration
eventCollection = mydatabase.eventLogs
mydays = []
for n in range(int ((endtime - starttime).days+1)):
mydays.append(starttime + timedelta(n))
# print(mydays)
def getUserCollection():
query = {"emp_working": True ,"emp_train": "Completed"}
employee_ids = {}
for document in userCollection.find(query):
# print(document)
employee_ids[document['emp_id']] = document['emp_name']
# print(employee_ids)
return employee_ids
def frt():
mydict = getUserCollection()
# mydict = {'2727':''}
# df_data=[]
emp_time = {}
for dat in mydays:
print(dat,str(dat)[0:10]+'T00:00:00+00:00',str(dat)[0:10]+'T23:59:59+00:00')
for key,value in mydict.items():
empid = key
post_json = {
"get_logs": {
'uri': 'http://192.10.10.221:80/ISAPI/AccessControl/AcsEvent?format=json',
'data': {
"AcsEventCond":
{
"searchID": " ",
"searchResultPosition": 0,
"major": 0,
"minor": 0,
"maxResults": 19,
"startTime": str(dat)[0:10]+'T00:00:00+00:00',
"endTime": str(dat)[0:10]+'T23:59:59+00:00',
"employeeNoString": str(key),
"picEnable": False,
"timeReverseOrder": False
}
}
}
}
output = {}
for key, value in post_json.items():
res = post(value['uri'], json=value['data'], auth=auth.HTTPDigestAuth('admin', 'kl@12345'))
# print(res.text)
output[key] = res.text
try:
json_val = json.loads(output['get_logs'])
total_matches = json_val['AcsEvent']['totalMatches']
data1,timestamps,time1 = [],[],[]
# print('total matches',total_matches)
if(int(total_matches)!=0):
for i in json_val['AcsEvent']['InfoList']:
timestamps.append(i['time'])
print(timestamps)
if empid in emp_time.keys():
emp_time[empid]=emp_time[empid]+timestamps
else:
emp_time[empid] = timestamps
# stringval = ''
# for time in timestamps:
# # print(time.split('T')[1][0:5])
# if len(time1)==0:
# time1.append(time.split('T')[1][0:5])
# # stringval = stringval + '|'+ time.split('T')[1][0:5]
# else:
# l = len(time1)
# # print(time.split('T')[1][0:5].replace(':',''),time1[-1].replace(':',''))
# x = (int(time.split('T')[1][0:5].replace(':','')) - int(time1[-1].replace(':','')) )
# # print(x)
# if (x>=15):
# time1.append(time.split('T')[1][0:5])
# for vl in time1:
# stringval = stringval + '|' + vl
# print(stringval)
# data1 = [i['employeeNoString'],time.split('T')[0],stringval]
# df_data.append(data1)
# df = pd.DataFrame(df_data, columns = ['emp_id','date','timestamps'])
# df1 = df.drop_duplicates(subset=['emp_id', 'date', 'timestamps'])
# df1.to_csv('frt.txt', sep='\t')
except:
pass
print(emp_time)
df_data = []
for dat in mydays:
# timestamps = []
for key, value in emp_time.items():
timestamps = []
time1 = []
for t in value:
if(str(dat)[0:10]==str(t)[0:10]):
timestamps.append(t)
print(timestamps)
if(len(timestamps)!=0):
# time1 = []
# for dt in datelist:
stringval = ''
for time in timestamps:
# print(time.split('T')[1][0:5])
if len(time1)==0:
time1.append(time.split('T')[1][0:5])
# stringval = stringval + '|'+ time.split('T')[1][0:5]
else:
l = len(time1)
# print(time.split('T')[1][0:5].replace(':',''),time1[-1].replace(':',''))
x = (int(time.split('T')[1][0:5].replace(':','')) - int(time1[-1].replace(':','')) )
# print(x)
if (x>=15):
time1.append(time.split('T')[1][0:5])
for vl in time1:
stringval = stringval + '|' + vl
print(stringval)
data1 = [key,time.split('T')[0],stringval]
df_data.append(data1)
df = pd.DataFrame(df_data, columns = ['emp_id','date','timestamps'])
df1 = df.drop_duplicates(subset=['emp_id', 'date', 'timestamps'])
df1.to_csv('testfrt.txt', sep='\t')
# frt()
def eventLogsCollection():
mydict = getUserCollection()
# print(mydict,len(mydict))
checkdict = {}
presentdict = {}
timedict = {}
for key,value in mydict.items():
query = {"eventMessage.Person ID":key,'timestamp': {"$gte": starttime, "$lte": endtime}}
# print(query)
# timelist = []
timestamps = eventCollection.find(query)
# for i in timestamps:
# if(len(timelist)==0):
# timelist.append(i['timestamp'])
# else:
# length = len(timelist)
# x = (i['timestamp'] - timelist[-1] ).seconds/60
# # print(x)
# if (x>=15):
# timelist.append(i['timestamp'])
# if(timelist[length-1])
# print(key,i['timestamp'])
events = eventCollection.count_documents(query)
if events!=0:
# timedict[key] = timelist
presentdict[key] = value
else:
checkdict[key] = value
# df_list = []
# print('misssing in mongo\n',checkdict,len(checkdict))
# print('Present in mongo\n',presentdict,len(presentdict))
# print('timestamps\n',timedict)
# for key,values in timedict.items():
# dt = ''
# for val in values:
# dt = dt + '|' + val.strftime("%H:%M")
# lis = [key,values[0].strftime('%Y-%m-%d'),dt]
# df_list.append(lis)
# df = pd.DataFrame(df_list,columns = ['emp_id','date','timestamps'])
# df.to_csv('mongodb.txt', sep='\t')
df_list = []
for t in mydays:
print(t,t+timedelta(days=1))
# df_list = []
for key,value in mydict.items():
query = {"eventMessage.Person ID":key,'timestamp': {"$gte": t, "$lt": t+timedelta(days=1)}}
# df_list = []
# print(eventCollection.count_documents(query))
# print(query)
timelist = []
timestamps = eventCollection.find(query)
for i in timestamps:
# print('----',i)
if(len(timelist)==0):
timelist.append(i['timestamp'])
else:
length = len(timelist)
x = (i['timestamp'] - timelist[-1] ).seconds/60
# print(x)
if (x>=15):
timelist.append(i['timestamp'])
# if(timelist[length-1])
# print(key,i['timestamp'])
events = eventCollection.count_documents(query)
if events!=0:
timedict[key] = timelist
# presentdict[key] = value
else:
pass
# checkdict[key] = value
# df_list = []
# print('misssing in mongo\n',checkdict,len(checkdict))
# print('Present in mongo\n',presentdict,len(presentdict))
print('timestamps\n',timedict)
for key,values in timedict.items():
dt = ''
for val in values:
dt = dt + '|' + val.strftime("%H:%M")
lis = [key,values[0].strftime('%Y-%m-%d'),dt]
df_list.append(lis)
df = pd.DataFrame(df_list,columns = ['emp_id','date','timestamps'])
df1 = df.drop_duplicates(subset=['emp_id', 'date', 'timestamps'])
df1.to_csv('mongodb.txt', sep='\t')
return checkdict,presentdict
# eventLogsCollection()
def mssql():
check,present = eventLogsCollection()
cursor = conn.cursor()
time = {}
print(present)
# print(cursor)
in_msqsql_dict = {}
not_in_mssql_dict = {}
for key,value in present.items():
cursor.execute(
"Select count(*) from dbo.T_Tra_TblAttendance where (F_Tbl_Emp_Code='{0}') AND CAST(F_Tbl_dtpunched as DATE) >= '{1}' AND CAST(F_Tbl_dtpunched as DATE) <= '{2}'".format(key,starttime,endtime))
count = cursor.fetchone()[0]
print(count)
if count!=0:
in_msqsql_dict[key] = value
else:
not_in_mssql_dict[key] = value
print('in msserver\n',in_msqsql_dict)
print('not in msserver\n',not_in_mssql_dict)
df_list = []
for t in mydays:
# df_list = []
# print(t)
for key,value in present.items():
# df_list = []
cursor.execute(
"Select F_Tbl_In1,F_Tbl_Out1,F_Tbl_In2,F_Tbl_Out2,F_Tbl_Int3,F_Tbl_Out3,F_Tbl_Int4,F_Tbl_Out4 from dbo.T_Tra_TblAttendance where (F_Tbl_Emp_Code='{0}') AND CAST(F_Tbl_dtpunched as DATE) = '{1}' AND CAST(F_Tbl_dtpunched as DATE) = '{2}'".format(key,t,t))
records = cursor.fetchall()
res1 = [list(ele) for ele in records]
# print(res)
if(len(res1)!=0):
print(res1[0])
res = []
for val in res1[0]:
if val != None :
res.append(val)
time[key] = res
print(time)
for key,values in time.items():
dt = ''
for val in values:
print(type(val),val)
if type(val)!='NoneType':
print(val)
dt = dt + '|' + val.strftime("%H:%M")
lis = [key,values[0].strftime('%Y-%m-%d'),dt]
df_list.append(lis)
df = pd.DataFrame(df_list,columns = ['emp_id','date','timestamps'])
df1 = df.drop_duplicates(subset=['emp_id', 'date', 'timestamps'])
df1.to_csv('msserver.txt', sep='\t')
# print(time)
mssql()
,emp_id,date,count,_merge
0,2101,2020-08-01,1,both
1,2180,2020-08-01,2,both
2,2217,2020-08-01,1,both
3,2525,2020-08-01,1,both
4,2552,2020-08-01,1,both
20,2180,2020-08-03,3,both
24,2680,2020-08-03,1,both
26,2704,2020-08-03,2,both
28,2729,2020-08-03,2,both
29,67890,2020-08-03,1,both
30,1211,2020-08-03,2,both
32,2212,2020-08-03,2,both
33,2258,2020-08-03,2,both
34,2308,2020-08-03,2,both
35,2489,2020-08-03,2,both
36,2497,2020-08-03,2,both
37,2556,2020-08-03,2,both
38,2563,2020-08-03,1,both
39,2627,2020-08-03,1,both
40,2632,2020-08-03,2,both
41,2706,2020-08-03,3,both
42,2727,2020-08-03,2,both
44,2469,2020-08-03,1,both
45,2710,2020-08-03,2,both
46,2180,2020-08-04,1,both
47,2525,2020-08-04,2,both
48,2680,2020-08-04,5,both
49,2699,2020-08-04,3,both
50,2704,2020-08-04,1,both
51,1211,2020-08-04,1,both
52,2126,2020-08-04,4,both
53,2212,2020-08-04,2,both
55,2308,2020-08-04,2,both
56,2489,2020-08-04,2,both
57,2497,2020-08-04,2,both
58,2556,2020-08-04,2,both
59,2563,2020-08-04,1,both
60,2627,2020-08-04,2,both
61,2632,2020-08-04,1,both
63,2727,2020-08-04,2,both
64,2309,2020-08-04,2,both
65,2469,2020-08-04,1,both
66,2710,2020-08-04,1,both
67,U123,2020-08-04,2,both
68,2101,2020-08-05,2,both
69,2180,2020-08-05,3,both
70,2217,2020-08-05,2,both
71,2525,2020-08-05,4,both
72,2552,2020-08-05,2,both
73,2680,2020-08-05,2,both
74,2699,2020-08-05,1,both
75,2704,2020-08-05,1,both
76,2729,2020-08-05,2,both
77,1211,2020-08-05,2,both
79,2212,2020-08-05,2,both
80,2258,2020-08-05,2,both
81,2308,2020-08-05,2,both
82,2489,2020-08-05,2,both
84,2556,2020-08-05,2,both
85,2563,2020-08-05,1,both
86,2627,2020-08-05,1,both
87,2706,2020-08-05,3,both
88,2727,2020-08-05,2,both
89,2309,2020-08-05,2,both
90,2710,2020-08-05,1,both
92,1949,2020-08-05,1,both
93,2153,2020-08-05,1,both
94,2181,2020-08-05,1,both
95,2190,2020-08-05,1,both
96,2191,2020-08-05,1,both
97,2215,2020-08-05,1,both
98,2420,2020-08-05,1,both
99,2454,2020-08-05,1,both
100,2524,2020-08-05,1,both
101,2598,2020-08-05,1,both
102,2698,2020-08-05,1,both
103,2101,2020-08-06,2,both
104,2180,2020-08-06,2,both
105,2217,2020-08-06,2,both
106,2525,2020-08-06,3,both
107,2680,2020-08-06,2,both
108,2699,2020-08-06,2,both
109,2704,2020-08-06,2,both
110,2713,2020-08-06,1,both
111,2729,2020-08-06,2,both
113,2126,2020-08-06,6,both
114,2212,2020-08-06,2,both
115,2258,2020-08-06,2,both
116,2308,2020-08-06,2,both
117,2489,2020-08-06,2,both
118,2497,2020-08-06,2,both
119,2556,2020-08-06,2,both
120,2563,2020-08-06,1,both
121,2627,2020-08-06,1,both
122,2632,2020-08-06,1,both
123,2706,2020-08-06,2,both
124,2727,2020-08-06,2,both
125,2309,2020-08-06,2,both
126,2469,2020-08-06,1,both
127,2710,2020-08-06,1,both
128,U123,2020-08-06,1,both
129,1949,2020-08-06,2,both
130,2190,2020-08-06,2,both
131,2191,2020-08-06,2,both
132,2280,2020-08-06,1,both
133,2420,2020-08-06,1,both
134,2698,2020-08-06,2,both
135,1995,2020-08-06,1,both
136,2458,2020-08-06,1,both
138,2180,2020-08-07,2,both
139,2217,2020-08-07,2,both
140,2525,2020-08-07,2,both
141,2552,2020-08-07,2,both
142,2729,2020-08-07,2,both
143,2563,2020-08-07,1,both
144,U123,2020-08-07,1,both
145,1949,2020-08-07,1,both
146,2153,2020-08-07,1,both
147,2181,2020-08-07,1,both
148,2190,2020-08-07,2,both
149,2191,2020-08-07,2,both
150,2215,2020-08-07,1,both
151,2420,2020-08-07,1,both
152,2524,2020-08-07,1,both
153,2698,2020-08-07,1,both
154,2358,2020-08-07,2,both
155,2458,2020-08-07,1,both
156,2575,2020-08-07,3,both
157,2452,2020-08-07,1,both
158,2590,2020-08-07,1,both
159,2101,2020-08-08,2,both
160,2180,2020-08-08,2,both
161,2217,2020-08-08,2,both
163,2552,2020-08-08,1,both
164,2680,2020-08-08,2,both
165,2713,2020-08-08,1,both
166,2729,2020-08-08,2,both
167,1949,2020-08-08,2,both
168,2153,2020-08-08,3,both
170,2190,2020-08-08,1,both
171,2191,2020-08-08,2,both
172,2215,2020-08-08,2,both
173,2280,2020-08-08,1,both
174,2420,2020-08-08,2,both
175,2454,2020-08-08,1,both
176,2524,2020-08-08,2,both
177,2598,2020-08-08,2,both
178,2698,2020-08-08,2,both
179,1995,2020-08-08,2,both
180,2358,2020-08-08,1,both
181,2458,2020-08-08,2,both
183,1940,2020-08-08,1,both
184,2452,2020-08-08,2,both
186,2648,2020-08-08,1,both
187,2650,2020-08-08,1,both
188,2733,2020-08-08,1,both
189,2376,2020-08-08,1,both
190,2387,2020-08-08,1,both
191,2413,2020-08-08,1,both
192,2614,2020-08-08,1,both
193,2619,2020-08-08,1,both
194,2630,2020-08-08,1,both
195,2651,2020-08-08,1,both
196,2101,2020-08-09,2,both
201,2680,2020-08-09,2,both
203,2704,2020-08-09,1,both
205,2729,2020-08-09,2,both
206,1211,2020-08-09,1,both
208,2212,2020-08-09,2,both
209,2258,2020-08-09,2,both
210,2308,2020-08-09,2,both
211,2489,2020-08-09,2,both
213,2556,2020-08-09,2,both
214,2563,2020-08-09,2,both
215,2627,2020-08-09,1,both
216,2632,2020-08-09,1,both
218,2727,2020-08-09,2,both
219,2309,2020-08-09,1,both
220,2710,2020-08-09,1,both
222,1949,2020-08-09,1,both
224,2181,2020-08-09,1,both
226,2191,2020-08-09,2,both
227,2215,2020-08-09,1,both
230,2454,2020-08-09,1,both
231,2524,2020-08-09,1,both
232,2598,2020-08-09,1,both
233,2698,2020-08-09,2,both
234,1995,2020-08-09,3,both
235,2358,2020-08-09,2,both
236,2458,2020-08-09,1,both
238,1940,2020-08-09,1,both
239,2452,2020-08-09,1,both
240,2590,2020-08-09,1,both
243,2733,2020-08-09,1,both
245,2387,2020-08-09,1,both
251,2690,2020-08-09,2,both
252,1789,2020-08-09,1,both
253,1831,2020-08-09,1,both
254,1870,2020-08-09,1,both
255,1972,2020-08-09,1,both
256,1999,2020-08-09,1,both
257,2008,2020-08-09,1,both
259,2016,2020-08-09,1,both
260,2040,2020-08-09,1,both
261,2062,2020-08-09,1,both
262,2066,2020-08-09,1,both
263,2073,2020-08-09,1,both
264,2094,2020-08-09,1,both
265,2098,2020-08-09,1,both
266,2109,2020-08-09,1,both
267,2115,2020-08-09,1,both
269,2129,2020-08-09,1,both
271,2136,2020-08-09,1,both
272,2159,2020-08-09,1,both
274,2202,2020-08-09,1,both
275,2219,2020-08-09,1,both
276,2235,2020-08-09,1,both
278,2247,2020-08-09,1,both
279,2251,2020-08-09,1,both
280,2252,2020-08-09,1,both
281,2277,2020-08-09,1,both
285,2391,2020-08-09,1,both
286,2410,2020-08-09,1,both
288,2422,2020-08-09,1,both
290,2459,2020-08-09,1,both
291,2559,2020-08-09,1,both
292,2586,2020-08-09,1,both
293,2593,2020-08-09,1,both
294,2596,2020-08-09,1,both
295,2606,2020-08-09,1,both
296,2608,2020-08-09,1,both
297,2610,2020-08-09,1,both
298,2611,2020-08-09,1,both
299,2643,2020-08-09,1,both
300,2683,2020-08-09,1,both
302,2714,2020-08-09,1,both
303,2101,2020-08-10,1,both
304,2180,2020-08-10,1,both
305,2217,2020-08-10,1,both
306,2525,2020-08-10,2,both
307,2552,2020-08-10,1,both
308,2680,2020-08-10,1,both
309,2699,2020-08-10,3,both
310,2704,2020-08-10,2,both
311,2729,2020-08-10,1,both
312,1211,2020-08-10,3,both
313,2126,2020-08-10,5,both
315,2258,2020-08-10,2,both
316,2308,2020-08-10,2,both
317,2489,2020-08-10,2,both
319,2556,2020-08-10,2,both
321,2627,2020-08-10,1,both
322,2632,2020-08-10,1,both
324,2727,2020-08-10,1,both
325,2309,2020-08-10,2,both
326,2710,2020-08-10,1,both
328,1949,2020-08-10,2,both
329,2153,2020-08-10,2,both
332,2191,2020-08-10,1,both
333,2280,2020-08-10,1,both
334,2420,2020-08-10,1,both
336,2524,2020-08-10,3,both
339,1995,2020-08-10,2,both
340,2358,2020-08-10,2,both
345,2648,2020-08-10,1,both
346,2650,2020-08-10,2,both
347,2733,2020-08-10,2,both
348,2376,2020-08-10,1,both
350,2413,2020-08-10,1,both
351,2535,2020-08-10,2,both
353,2630,2020-08-10,1,both
354,2651,2020-08-10,1,both
355,2690,2020-08-10,2,both
356,1288,2020-08-10,1,both
359,1789,2020-08-10,2,both
360,1802,2020-08-10,1,both
361,1804,2020-08-10,1,both
362,1831,2020-08-10,2,both
363,1849,2020-08-10,1,both
364,1858,2020-08-10,1,both
365,1870,2020-08-10,2,both
366,1956,2020-08-10,2,both
367,1960,2020-08-10,1,both
369,1972,2020-08-10,2,both
370,1973,2020-08-10,1,both
371,1999,2020-08-10,2,both
373,2010,2020-08-10,2,both
374,2040,2020-08-10,1,both
375,2066,2020-08-10,2,both
376,2087,2020-08-10,1,both
377,2094,2020-08-10,1,both
378,2098,2020-08-10,2,both
379,2109,2020-08-10,2,both
381,2121,2020-08-10,1,both
382,2129,2020-08-10,1,both
384,2149,2020-08-10,2,both
385,2159,2020-08-10,1,both
386,2193,2020-08-10,2,both
388,2219,2020-08-10,2,both
389,2235,2020-08-10,2,both
390,2247,2020-08-10,4,both
391,2251,2020-08-10,2,both
393,2260,2020-08-10,1,both
394,2277,2020-08-10,2,both
395,2303,2020-08-10,1,both
396,2305,2020-08-10,1,both
397,2320,2020-08-10,1,both
399,2379,2020-08-10,1,both
400,2391,2020-08-10,1,both
401,2410,2020-08-10,1,both
403,2422,2020-08-10,1,both
404,2435,2020-08-10,2,both
405,2438,2020-08-10,1,both
406,2459,2020-08-10,1,both
408,2467,2020-08-10,1,both
409,2473,2020-08-10,2,both
410,2490,2020-08-10,1,both
411,2521,2020-08-10,2,both
414,2593,2020-08-10,1,both
415,2596,2020-08-10,2,both
416,2606,2020-08-10,2,both
417,2608,2020-08-10,1,both
419,2611,2020-08-10,1,both
420,2640,2020-08-10,1,both
422,2659,2020-08-10,1,both
423,2683,2020-08-10,2,both
424,2703,2020-08-10,1,both
425,2714,2020-08-10,2,both
428,1878,2020-08-10,1,both
429,1907,2020-08-10,1,both
431,1961,2020-08-10,1,both
433,2049,2020-08-10,1,both
434,2093,2020-08-10,1,both
435,2104,2020-08-10,1,both
436,2114,2020-08-10,1,both
437,2197,2020-08-10,1,both
438,2204,2020-08-10,1,both
440,2255,2020-08-10,1,both
441,2266,2020-08-10,1,both
443,2404,2020-08-10,1,both
445,2542,2020-08-10,1,both
446,2569,2020-08-10,1,both
447,2636,2020-08-10,1,both
450,2717,2020-08-10,1,both
452,2180,2020-08-11,2,both
453,2217,2020-08-11,2,both
455,2552,2020-08-11,2,both
456,2699,2020-08-11,2,both
457,2704,2020-08-11,1,both
458,2713,2020-08-11,1,both
459,2729,2020-08-11,2,both
461,2212,2020-08-11,2,both
463,2308,2020-08-11,2,both
464,2489,2020-08-11,2,both
465,2497,2020-08-11,2,both
466,2556,2020-08-11,2,both
468,2627,2020-08-11,1,both
469,2632,2020-08-11,1,both
470,2706,2020-08-11,1,both
471,2727,2020-08-11,2,both
472,2309,2020-08-11,2,both
473,2469,2020-08-11,1,both
474,2710,2020-08-11,1,both
475,U123,2020-08-11,1,both
476,1949,2020-08-11,1,both
477,2181,2020-08-11,1,both
479,2191,2020-08-11,2,both
480,2280,2020-08-11,1,both
482,2698,2020-08-11,2,both
484,2358,2020-08-11,2,both
485,1940,2020-08-11,1,both
486,2648,2020-08-11,1,both
487,2650,2020-08-11,1,both
488,2733,2020-08-11,1,both
489,2376,2020-08-11,1,both
490,2387,2020-08-11,1,both
491,2413,2020-08-11,1,both
492,2535,2020-08-11,1,both
493,2614,2020-08-11,1,both
496,2690,2020-08-11,2,both
497,1288,2020-08-11,1,both
507,1956,2020-08-11,2,both
508,1960,2020-08-11,1,both
509,1972,2020-08-11,2,both
510,1973,2020-08-11,1,both
515,2062,2020-08-11,2,both
516,2066,2020-08-11,2,both
518,2087,2020-08-11,1,both
521,2109,2020-08-11,2,both
523,2121,2020-08-11,1,both
524,2129,2020-08-11,2,both
527,2159,2020-08-11,1,both
529,2219,2020-08-11,2,both
530,2235,2020-08-11,2,both
534,2260,2020-08-11,2,both
535,2277,2020-08-11,2,both
536,2305,2020-08-11,1,both
539,2379,2020-08-11,1,both
540,2391,2020-08-11,1,both
541,2410,2020-08-11,1,both
542,2412,2020-08-11,1,both
543,2422,2020-08-11,1,both
544,2435,2020-08-11,2,both
545,2438,2020-08-11,1,both
546,2459,2020-08-11,1,both
549,2473,2020-08-11,2,both
550,2521,2020-08-11,3,both
552,2593,2020-08-11,1,both
554,2606,2020-08-11,2,both
556,2610,2020-08-11,2,both
559,2659,2020-08-11,1,both
563,1367,2020-08-11,1,both
565,1878,2020-08-11,1,both
566,1883,2020-08-11,2,both
567,1901,2020-08-11,1,both
568,1904,2020-08-11,2,both
569,1907,2020-08-11,2,both
570,1930,2020-08-11,1,both
572,2049,2020-08-11,1,both
573,2053,2020-08-11,1,both
575,2104,2020-08-11,2,both
577,2133,2020-08-11,1,both
578,2204,2020-08-11,2,both
580,2255,2020-08-11,2,both
582,2335,2020-08-11,1,both
586,2434,2020-08-11,1,both
587,2477,2020-08-11,1,both
590,2528,2020-08-11,1,both
591,2538,2020-08-11,1,both
593,2580,2020-08-11,1,both
594,2582,2020-08-11,1,both
595,2636,2020-08-11,2,both
596,2684,2020-08-11,2,both
598,2718,2020-08-11,1,both
601,1906,2020-08-11,2,both
602,1913,2020-08-11,1,both
604,2007,2020-08-11,1,both
605,2041,2020-08-11,1,both
606,2079,2020-08-11,1,both
608,2165,2020-08-11,1,both
610,2275,2020-08-11,1,both
611,2327,2020-08-11,1,both
612,2372,2020-08-11,1,both
613,2405,2020-08-11,1,both
614,2417,2020-08-11,1,both
616,2429,2020-08-11,1,both
617,2441,2020-08-11,1,both
621,2584,2020-08-11,1,both
622,2587,2020-08-11,1,both
623,2591,2020-08-11,1,both
624,2597,2020-08-11,1,both
625,2654,2020-08-11,1,both
626,2660,2020-08-11,1,both
emp_id date timestamps
0 2101 2020-08-01 |05:54
1 2180 2020-08-01 |05:53|13:39
2 2217 2020-08-01 |05:53
3 2525 2020-08-01 |05:53
4 2552 2020-08-01 |05:54
5 2680 2020-08-01 |05:49
6 2699 2020-08-01 |13:50
14 2101 2020-08-03 |07:08|13:41|22:01
15 2180 2020-08-03 |07:07|13:57|21:57
16 2217 2020-08-03 |07:08|13:54|21:57
17 2525 2020-08-03 |07:10|13:41|21:58
18 2552 2020-08-03 |07:08|13:27|21:57
19 2680 2020-08-03 |08:35
20 2699 2020-08-03 |07:08|21:47
21 1211 2020-08-03 |07:43|15:50
22 2126 2020-08-03 |07:11|08:51|18:52
23 2212 2020-08-03 |07:30|18:38
24 2258 2020-08-03 |07:38|17:39
25 2308 2020-08-03 |07:50|17:27
26 2469 2020-08-03 |08:05
27 2489 2020-08-03 |07:48|16:41
28 2497 2020-08-03 |07:25|17:27
29 2556 2020-08-03 |07:37|18:39
30 2563 2020-08-03 |07:26
31 2627 2020-08-03 |07:31
32 2632 2020-08-03 |07:39|13:24
33 2704 2020-08-03 |07:10|08:05
34 2706 2020-08-03 |07:48|10:42|16:41
35 2710 2020-08-03 |11:18|14:23
36 2713 2020-08-03 |07:11|08:34
37 2729 2020-08-03 |13:56|22:00
38 67890 2020-08-03 |11:49
39 2727 2020-08-03 |07:54|18:26
40 2309 2020-08-03 |16:00
42 2180 2020-08-04 |05:45
44 2525 2020-08-04 |07:06|13:42
46 2680 2020-08-04 |05:39|06:58|09:52|13:46|21:58
47 2699 2020-08-04 |06:01|15:02|21:50
48 1211 2020-08-04 |08:57
49 2126 2020-08-04 |05:52|07:16|07:46|18:58
50 2212 2020-08-04 |07:35|17:50
51 2258 2020-08-04 |17:55
52 2308 2020-08-04 |07:48|17:50
53 2469 2020-08-04 |08:00
54 2489 2020-08-04 |07:49|17:00
55 2497 2020-08-04 |07:21|17:50
56 2556 2020-08-04 |07:41|19:25
57 2563 2020-08-04 |07:22
58 2627 2020-08-04 |07:39|18:03
59 2632 2020-08-04 |07:22
60 2704 2020-08-04 |08:00
61 2706 2020-08-04 |07:49|18:58
62 2710 2020-08-04 |08:00
66 2727 2020-08-04 |08:05|17:58
67 2309 2020-08-04 |07:06|15:53
68 U123 2020-08-04 |13:47|15:03
69 2101 2020-08-05 |13:38|22:09
70 2180 2020-08-05 |05:46|13:49|22:02
71 2217 2020-08-05 |13:48|22:02
72 2525 2020-08-05 |07:04|13:38|21:40|22:01
73 2552 2020-08-05 |13:54|22:02
74 2680 2020-08-05 |07:54|14:01
75 2699 2020-08-05 |06:01
76 1211 2020-08-05 |07:41|16:04
77 2126 2020-08-05 |05:37|06:57|19:43
78 2212 2020-08-05 |07:43|17:58
79 2258 2020-08-05 |07:39|18:11
80 2308 2020-08-05 |08:59|16:30
82 2489 2020-08-05 |07:45|16:34
83 2497 2020-08-05 |16:31
84 2556 2020-08-05 |07:43|19:44
85 2563 2020-08-05 |07:25
86 2627 2020-08-05 |07:33
88 2704 2020-08-05 |08:03
89 2706 2020-08-05 |07:08|07:45|19:43
90 2710 2020-08-05 |08:03
92 2729 2020-08-05 |13:53|22:02
94 2727 2020-08-05 |08:05|16:48
95 2309 2020-08-05 |07:03|15:55
97 1949 2020-08-05 |22:00
98 2153 2020-08-05 |14:01
99 2181 2020-08-05 |14:01
100 2190 2020-08-05 |22:02
101 2191 2020-08-05 |22:00
102 2215 2020-08-05 |13:54
103 2420 2020-08-05 |22:08
104 2454 2020-08-05 |14:12
105 2524 2020-08-05 |14:03
106 2598 2020-08-05 |13:55
107 2698 2020-08-05 |21:41
108 2101 2020-08-06 |05:40|22:00
109 2180 2020-08-06 |13:31|22:02
110 2217 2020-08-06 |13:31|22:02
111 2525 2020-08-06 |07:04|13:31|22:02
113 2680 2020-08-06 |05:46|06:56
114 2699 2020-08-06 |05:50|14:02
115 1211 2020-08-06 |15:34
116 2126 2020-08-06 |07:12|07:49|08:37|09:26|13:47|18:16
117 2212 2020-08-06 |07:54|18:01
118 2258 2020-08-06 |07:35|17:40
119 2308 2020-08-06 |07:41|16:29
120 2469 2020-08-06 |08:05
121 2489 2020-08-06 |09:31|16:46
122 2497 2020-08-06 |07:25|16:29
123 2556 2020-08-06 |08:31|18:01
124 2563 2020-08-06 |07:26
125 2627 2020-08-06 |07:36
126 2632 2020-08-06 |07:24
127 2704 2020-08-06 |06:48|08:05
128 2706 2020-08-06 |07:35|17:29
129 2710 2020-08-06 |08:05
130 2713 2020-08-06 |13:42
131 2729 2020-08-06 |13:51|22:02
133 2727 2020-08-06 |08:44|19:31
134 2309 2020-08-06 |07:04|15:31
135 U123 2020-08-06 |13:35
136 1949 2020-08-06 |13:42|22:01
139 2190 2020-08-06 |13:42|22:03
140 2191 2020-08-06 |13:43|22:02
142 2420 2020-08-06 |13:41
146 2698 2020-08-06 |05:53|21:40
147 1995 2020-08-06 |15:31
148 2280 2020-08-06 |05:52
149 2458 2020-08-06 |21:47
150 2101 2020-08-07 |05:42
151 2180 2020-08-07 |06:02|14:02
152 2217 2020-08-07 |06:02|14:02
153 2525 2020-08-07 |05:42|14:02
154 2552 2020-08-07 |06:00|14:02
166 2563 2020-08-07 |14:02
173 2729 2020-08-07 |06:06|14:01
177 U123 2020-08-07 |13:50
178 1949 2020-08-07 |21:45
179 2153 2020-08-07 |21:38
180 2181 2020-08-07 |21:38
181 2190 2020-08-07 |05:43|14:04
182 2191 2020-08-07 |05:43|14:02
183 2215 2020-08-07 |22:00
184 2420 2020-08-07 |14:07
186 2524 2020-08-07 |21:38
188 2698 2020-08-07 |21:46
191 2458 2020-08-07 |21:38
192 2358 2020-08-07 |07:59|10:43
193 2452 2020-08-07 |22:02
194 2575 2020-08-07 |06:03|14:01|21:45
195 2590 2020-08-07 |21:55
196 2101 2020-08-08 |05:41|14:03
197 2180 2020-08-08 |06:06|14:02
198 2217 2020-08-08 |06:06|14:02
199 2525 2020-08-08 |05:41
200 2552 2020-08-08 |14:02
201 2680 2020-08-08 |05:53|21:53
218 2713 2020-08-08 |05:40
219 2729 2020-08-08 |06:07|14:03
224 1949 2020-08-08 |06:00|21:37
225 2153 2020-08-08 |05:41|06:10|21:41
226 2181 2020-08-08 |21:41
227 2190 2020-08-08 |14:03
228 2191 2020-08-08 |05:42|14:02
229 2215 2020-08-08 |05:54|22:03
230 2420 2020-08-08 |05:47|14:02
231 2454 2020-08-08 |21:42
232 2524 2020-08-08 |06:10|21:41
233 2598 2020-08-08 |06:00|21:53
234 2698 2020-08-08 |06:01|21:47
235 1995 2020-08-08 |07:40|14:56
236 2280 2020-08-08 |05:49
237 2458 2020-08-08 |06:10|21:41
238 2358 2020-08-08 |08:09
239 2452 2020-08-08 |07:00|22:02
240 2575 2020-08-08 |21:53
241 2590 2020-08-08 |06:00
242 1940 2020-08-08 |05:46
243 2376 2020-08-08 |13:11
244 2387 2020-08-08 |13:50
245 2413 2020-08-08 |21:47
246 2614 2020-08-08 |13:50
247 2619 2020-08-08 |13:50
248 2630 2020-08-08 |13:35
249 2648 2020-08-08 |05:50
250 2650 2020-08-08 |05:43
251 2651 2020-08-08 |13:50
252 2733 2020-08-08 |05:52
253 2101 2020-08-09 |05:39|22:08
254 2180 2020-08-09 |22:02
255 2217 2020-08-09 |22:02
256 2525 2020-08-09 |07:06
257 2552 2020-08-09 |22:02
258 2680 2020-08-09 |07:03|08:10
259 2699 2020-08-09 |05:42
260 1211 2020-08-09 |21:43
261 2126 2020-08-09 |07:11|07:48|08:18
262 2212 2020-08-09 |07:49|21:44
263 2258 2020-08-09 |07:41|21:44
264 2308 2020-08-09 |07:44|21:44
266 2489 2020-08-09 |07:44|21:44
267 2497 2020-08-09 |07:26
268 2556 2020-08-09 |07:36|21:44
269 2563 2020-08-09 |07:27|21:43
270 2627 2020-08-09 |07:41
271 2632 2020-08-09 |07:50
272 2704 2020-08-09 |08:07
273 2706 2020-08-09 |07:44
274 2710 2020-08-09 |08:06
275 2713 2020-08-09 |07:57
276 2729 2020-08-09 |21:42|22:07
278 2727 2020-08-09 |08:45|21:44
279 2309 2020-08-09 |07:27
280 U123 2020-08-09 |07:34|11:14
281 1949 2020-08-09 |05:59
282 2153 2020-08-09 |06:08
283 2181 2020-08-09 |06:04
285 2191 2020-08-09 |05:40|22:04
286 2215 2020-08-09 |06:00
287 2420 2020-08-09 |22:23
288 2454 2020-08-09 |06:00
289 2524 2020-08-09 |05:58
290 2598 2020-08-09 |05:59
291 2698 2020-08-09 |06:00|07:03
292 1995 2020-08-09 |05:59|07:26|21:43
293 2280 2020-08-09 |05:50
294 2458 2020-08-09 |06:09
295 2358 2020-08-09 |07:06|21:44
296 2452 2020-08-09 |06:08
298 2590 2020-08-09 |06:00
299 1940 2020-08-09 |05:47
301 2387 2020-08-09 |21:42
306 2648 2020-08-09 |05:38
307 2650 2020-08-09 |05:51
309 2733 2020-08-09 |05:50
310 1789 2020-08-09 |21:43
311 1831 2020-08-09 |21:43
312 1870 2020-08-09 |21:43
313 1972 2020-08-09 |21:43
314 1999 2020-08-09 |21:43
315 2008 2020-08-09 |21:44
316 2016 2020-08-09 |21:43
317 2040 2020-08-09 |21:43
318 2062 2020-08-09 |21:43
319 2066 2020-08-09 |21:43
320 2073 2020-08-09 |21:43
321 2094 2020-08-09 |21:43
322 2098 2020-08-09 |21:44
323 2109 2020-08-09 |21:43
324 2115 2020-08-09 |21:43
325 2129 2020-08-09 |21:43
326 2136 2020-08-09 |21:43
327 2159 2020-08-09 |21:42
328 2202 2020-08-09 |21:43
329 2219 2020-08-09 |21:43
330 2235 2020-08-09 |21:43
331 2247 2020-08-09 |21:43
332 2251 2020-08-09 |21:43
333 2252 2020-08-09 |21:44
334 2277 2020-08-09 |21:43
335 2320 2020-08-09 |21:53
336 2347 2020-08-09 |21:43
337 2391 2020-08-09 |21:42
338 2410 2020-08-09 |21:43
339 2422 2020-08-09 |21:43
340 2459 2020-08-09 |11:24
341 2535 2020-08-09 |04:58
342 2559 2020-08-09 |21:43
343 2586 2020-08-09 |21:43
344 2593 2020-08-09 |21:42
345 2596 2020-08-09 |21:44
346 2606 2020-08-09 |21:43
347 2608 2020-08-09 |11:24
348 2610 2020-08-09 |21:43
349 2611 2020-08-09 |21:43
350 2643 2020-08-09 |21:43
351 2683 2020-08-09 |21:43
352 2714 2020-08-09 |21:43
353 2690 2020-08-09 |07:27|21:44
354 2101 2020-08-10 |21:42
355 2180 2020-08-10 |21:53
356 2217 2020-08-10 |21:53
357 2525 2020-08-10 |07:03|21:42
358 2552 2020-08-10 |21:58
359 2680 2020-08-10 |08:36
360 2699 2020-08-10 |05:41|14:11|18:43
361 1211 2020-08-10 |05:41|07:47|15:34
362 2126 2020-08-10 |05:51|06:46|07:06|07:45|18:20
363 2212 2020-08-10 |07:45
364 2258 2020-08-10 |07:33|17:56
365 2308 2020-08-10 |07:46|16:37
367 2489 2020-08-10 |07:38|16:58
368 2497 2020-08-10 |16:37
369 2556 2020-08-10 |07:42|19:35
371 2627 2020-08-10 |07:44
372 2632 2020-08-10 |07:29
373 2704 2020-08-10 |06:44|08:11
374 2706 2020-08-10 |18:20
375 2710 2020-08-10 |08:10
377 2729 2020-08-10 |21:54
379 2727 2020-08-10 |08:45
380 2309 2020-08-10 |07:03|15:57
381 U123 2020-08-10 |07:38
382 1949 2020-08-10 |07:23|13:33
383 2153 2020-08-10 |13:38|22:01
384 2181 2020-08-10 |13:57
385 2190 2020-08-10 |14:04
386 2191 2020-08-10 |21:43
388 2420 2020-08-10 |21:41
389 2454 2020-08-10 |22:08
390 2524 2020-08-10 |06:55|13:38|21:59
392 2698 2020-08-10 |13:46
393 1995 2020-08-10 |07:22|15:31
394 2280 2020-08-10 |05:52
396 2358 2020-08-10 |07:10|16:07
397 2452 2020-08-10 |13:59
398 2575 2020-08-10 |05:57
399 2590 2020-08-10 |22:10
401 2376 2020-08-10 |13:12
403 2413 2020-08-10 |21:19
406 2630 2020-08-10 |13:42
407 2648 2020-08-10 |05:51
408 2650 2020-08-10 |05:52|13:51
409 2651 2020-08-10 |13:48
410 2733 2020-08-10 |05:53|13:58
411 1789 2020-08-10 |06:39|16:04
412 1831 2020-08-10 |07:02|16:03
413 1870 2020-08-10 |06:59|16:03
414 1972 2020-08-10 |06:56|16:02
415 1999 2020-08-10 |06:52|16:01
416 2008 2020-08-10 |06:39
418 2040 2020-08-10 |07:22
420 2066 2020-08-10 |06:38|15:59
422 2094 2020-08-10 |07:22
423 2098 2020-08-10 |06:32|16:09
424 2109 2020-08-10 |06:51|15:53
425 2115 2020-08-10 |06:40|07:40
426 2129 2020-08-10 |06:40
428 2159 2020-08-10 |05:59
429 2202 2020-08-10 |15:59
430 2219 2020-08-10 |06:30|15:52
431 2235 2020-08-10 |06:37|15:52
432 2247 2020-08-10 |05:42|06:39|07:48|16:01
433 2251 2020-08-10 |06:40|15:59
434 2252 2020-08-10 |06:40
435 2277 2020-08-10 |06:39|15:59
436 2320 2020-08-10 |13:49
437 2347 2020-08-10 |05:38|06:46|07:02|16:01
438 2391 2020-08-10 |13:48
439 2410 2020-08-10 |07:11
440 2422 2020-08-10 |06:39
441 2459 2020-08-10 |07:42
442 2535 2020-08-10 |04:59|13:57
443 2559 2020-08-10 |16:03
444 2586 2020-08-10 |15:55
445 2593 2020-08-10 |05:56
446 2596 2020-08-10 |07:18|16:09
447 2606 2020-08-10 |07:12|15:59
448 2608 2020-08-10 |06:22
449 2610 2020-08-10 |07:08
450 2611 2020-08-10 |07:22
451 2643 2020-08-10 |06:58
452 2683 2020-08-10 |07:08|15:52
453 2714 2020-08-10 |06:44|16:03
454 2690 2020-08-10 |07:22|16:08
455 1288 2020-08-10 |07:26
456 1643 2020-08-10 |05:59|13:36
457 1802 2020-08-10 |07:13
458 1804 2020-08-10 |06:40
459 1849 2020-08-10 |06:39
460 1857 2020-08-10 |15:59
461 1858 2020-08-10 |06:40
462 1878 2020-08-10 |16:01
463 1907 2020-08-10 |15:58
464 1956 2020-08-10 |07:08|16:04
465 1960 2020-08-10 |07:43
466 1961 2020-08-10 |16:07
467 1973 2020-08-10 |07:07
468 2010 2020-08-10 |05:39|14:03
469 2049 2020-08-10 |13:43
470 2087 2020-08-10 |05:52
471 2093 2020-08-10 |14:03
472 2104 2020-08-10 |15:58
473 2114 2020-08-10 |16:10
474 2121 2020-08-10 |13:37
475 2149 2020-08-10 |07:06|15:57
476 2193 2020-08-10 |06:54|16:08
477 2197 2020-08-10 |11:09
478 2204 2020-08-10 |16:02
479 2253 2020-08-10 |16:00
480 2255 2020-08-10 |16:02
481 2260 2020-08-10 |05:55
482 2266 2020-08-10 |14:03
483 2303 2020-08-10 |06:34
484 2305 2020-08-10 |06:22
485 2379 2020-08-10 |06:29
486 2404 2020-08-10 |13:47
487 2435 2020-08-10 |07:10|15:51
488 2438 2020-08-10 |06:01
489 2464 2020-08-10 |07:09
490 2467 2020-08-10 |06:41
491 2473 2020-08-10 |07:06|15:44
492 2490 2020-08-10 |05:54
493 2521 2020-08-10 |05:39|06:41
494 2542 2020-08-10 |15:48
495 2569 2020-08-10 |16:04
496 2636 2020-08-10 |15:49
497 2640 2020-08-10 |05:52
498 2659 2020-08-10 |05:51
499 2703 2020-08-10 |05:57
500 2717 2020-08-10 |22:02
501 2101 2020-08-11 |06:03
502 2180 2020-08-11 |06:02|21:55
503 2217 2020-08-11 |06:03|21:56
504 2525 2020-08-11 |06:02|07:02
505 2552 2020-08-11 |06:02|21:55
507 2699 2020-08-11 |05:43|22:02
509 2126 2020-08-11 |07:44|14:12|18:44
510 2212 2020-08-11 |07:52|18:45
512 2308 2020-08-11 |07:48|17:33
513 2469 2020-08-11 |08:39
514 2489 2020-08-11 |07:46|16:26
515 2497 2020-08-11 |07:24|17:34
516 2556 2020-08-11 |07:42|19:12
517 2563 2020-08-11 |10:04
518 2627 2020-08-11 |07:39
519 2632 2020-08-11 |07:32
520 2704 2020-08-11 |08:05
521 2706 2020-08-11 |07:46
522 2710 2020-08-11 |08:05
523 2713 2020-08-11 |07:12
524 2729 2020-08-11 |06:01|21:48
526 2727 2020-08-11 |08:42|17:16
527 2309 2020-08-11 |07:24|18:29
528 U123 2020-08-11 |09:22
529 1949 2020-08-11 |06:01
531 2181 2020-08-11 |21:43
532 2190 2020-08-11 |06:06
533 2191 2020-08-11 |06:06|21:43
535 2420 2020-08-11 |21:44
539 2698 2020-08-11 |06:31|07:15
541 2280 2020-08-11 |05:48
543 2358 2020-08-11 |07:05|16:02
547 1940 2020-08-11 |05:48
548 2376 2020-08-11 |13:07
549 2387 2020-08-11 |13:55
550 2413 2020-08-11 |21:35
551 2614 2020-08-11 |13:48
552 2619 2020-08-11 |13:41
554 2648 2020-08-11 |05:54
555 2650 2020-08-11 |05:53
556 2651 2020-08-11 |13:45
557 2733 2020-08-11 |13:45
560 1870 2020-08-11 |06:53
561 1972 2020-08-11 |06:51|16:03
563 2008 2020-08-11 |06:36|06:54
566 2062 2020-08-11 |07:05|16:02
567 2066 2020-08-11 |06:35|16:01
568 2073 2020-08-11 |15:58
570 2098 2020-08-11 |06:26
571 2109 2020-08-11 |06:53|15:50
572 2115 2020-08-11 |16:01
573 2129 2020-08-11 |06:37|16:01
574 2136 2020-08-11 |16:02
575 2159 2020-08-11 |05:48
576 2202 2020-08-11 |06:22|06:37
577 2219 2020-08-11 |06:29|15:52
578 2235 2020-08-11 |06:29|15:57
580 2251 2020-08-11 |06:36
581 2252 2020-08-11 |06:38
582 2277 2020-08-11 |06:36|15:58
583 2320 2020-08-11 |13:45
584 2347 2020-08-11 |06:53|16:03
585 2391 2020-08-11 |13:49
586 2410 2020-08-11 |07:11
587 2422 2020-08-11 |06:36
588 2459 2020-08-11 |07:39
589 2535 2020-08-11 |13:03
590 2559 2020-08-11 |07:01
592 2593 2020-08-11 |05:53
594 2606 2020-08-11 |07:11|16:02
596 2610 2020-08-11 |07:06|16:02
598 2643 2020-08-11 |06:55
599 2683 2020-08-11 |07:06
600 2714 2020-08-11 |16:02
601 2690 2020-08-11 |07:24|17:34
602 1288 2020-08-11 |07:24
603 1643 2020-08-11 |13:26
605 1804 2020-08-11 |06:37
606 1849 2020-08-11 |06:37
607 1857 2020-08-11 |15:56
609 1878 2020-08-11 |06:38
610 1907 2020-08-11 |06:39|16:00
611 1956 2020-08-11 |07:05|15:54
612 1960 2020-08-11 |07:41
613 1961 2020-08-11 |05:44|06:32
614 1973 2020-08-11 |08:28
615 2010 2020-08-11 |22:10
616 2049 2020-08-11 |13:53
617 2087 2020-08-11 |13:46
618 2093 2020-08-11 |22:06
619 2104 2020-08-11 |06:59|16:01
620 2114 2020-08-11 |06:39
621 2121 2020-08-11 |13:40
625 2204 2020-08-11 |07:00|15:58
626 2253 2020-08-11 |16:03
627 2255 2020-08-11 |05:57|07:02
628 2260 2020-08-11 |05:41|22:05
629 2266 2020-08-11 |13:38
631 2305 2020-08-11 |06:17
632 2379 2020-08-11 |05:52
634 2435 2020-08-11 |07:05|15:42
635 2438 2020-08-11 |05:53
636 2464 2020-08-11 |07:13
637 2467 2020-08-11 |06:37
638 2473 2020-08-11 |07:05|15:47
640 2521 2020-08-11 |06:44|13:38|22:13
642 2569 2020-08-11 |06:35
643 2636 2020-08-11 |06:54|16:02
644 2640 2020-08-11 |05:54
645 2659 2020-08-11 |05:52
646 2703 2020-08-11 |05:58
648 1367 2020-08-11 |05:52
649 1883 2020-08-11 |06:42|16:01
650 1901 2020-08-11 |07:07
651 1904 2020-08-11 |07:01|16:01
652 1906 2020-08-11 |10:17|16:01
653 1913 2020-08-11 |22:12
654 1930 2020-08-11 |07:06
655 2007 2020-08-11 |22:12
656 2041 2020-08-11 |22:02
657 2053 2020-08-11 |05:55
658 2079 2020-08-11 |21:53
659 2133 2020-08-11 |05:52
660 2165 2020-08-11 |13:57
661 2275 2020-08-11 |22:12
662 2327 2020-08-11 |22:13
663 2335 2020-08-11 |06:52
664 2372 2020-08-11 |13:57
665 2405 2020-08-11 |14:10
666 2412 2020-08-11 |13:26
667 2417 2020-08-11 |22:03
668 2429 2020-08-11 |22:02
669 2434 2020-08-11 |07:07
670 2441 2020-08-11 |22:13
671 2477 2020-08-11 |05:50
672 2498 2020-08-11 |05:44
673 2528 2020-08-11 |07:07
674 2538 2020-08-11 |07:11
675 2572 2020-08-11 |21:50
676 2580 2020-08-11 |06:53
677 2582 2020-08-11 |07:07
678 2584 2020-08-11 |16:02
679 2587 2020-08-11 |21:55
680 2591 2020-08-11 |22:02
681 2597 2020-08-11 |22:13
682 2654 2020-08-11 |22:00
683 2660 2020-08-11 |22:12
684 2684 2020-08-11 |10:12|16:00
685 2716 2020-08-11 |06:50
686 2718 2020-08-11 |05:53
emp_id date timestamps
0 1211 2020-08-03 |07:43|15:50
1 2126 2020-08-03 |07:11|07:21|08:51
2 2180 2020-08-03 |07:07|13:57
3 2212 2020-08-03 |07:30
4 2217 2020-08-03 |07:08|13:54
5 2258 2020-08-03 |07:38|17:39
6 2308 2020-08-03 |07:50|17:27
7 2469 2020-08-03 |08:05
8 2489 2020-08-03 |07:48|16:41
9 2497 2020-08-03 |07:25|17:27
10 2525 2020-08-03 |07:10|13:41
11 2552 2020-08-03 |07:08|13:27
12 2556 2020-08-03 |07:37
13 2563 2020-08-03 |07:26
14 2627 2020-08-03 |07:31
15 2632 2020-08-03 |07:39|13:24
16 2680 2020-08-03 |08:35
17 2704 2020-08-03 |07:10|08:05
18 2706 2020-08-03 |07:48|10:42|16:41
19 2710 2020-08-03 |11:18|14:23
20 2713 2020-08-03 |07:11|08:34
21 2729 2020-08-03 |13:56
22 2727 2020-08-03 |07:54|18:26
23 2309 2020-08-03 |16:00
43 2309 2020-08-04 |07:06|15:53
64 2309 2020-08-05 |07:03|15:55
66 1995 2020-08-06 |15:31
89 1995 2020-08-09 |05:59|07:26
94 2358 2020-08-09 |07:06
95 2459 2020-08-09 |11:24
110 2690 2020-08-09 |07:27
111 2733 2020-08-09 |05:50
113 1288 2020-08-10 |07:26
114 1789 2020-08-10 |06:39|16:04
115 1802 2020-08-10 |07:13
116 1804 2020-08-10 |06:40
117 1831 2020-08-10 |07:02|16:03
118 1849 2020-08-10 |06:39
119 1857 2020-08-10 |15:59
120 1858 2020-08-10 |06:40
121 1870 2020-08-10 |06:59|16:03
122 1878 2020-08-10 |16:01
123 1907 2020-08-10 |15:58
124 1956 2020-08-10 |07:08|16:04
125 1960 2020-08-10 |07:43
126 1961 2020-08-10 |16:07
127 1972 2020-08-10 |06:56|16:02
128 1973 2020-08-10 |07:07
130 1999 2020-08-10 |06:52|16:01
131 2008 2020-08-10 |06:39
132 2040 2020-08-10 |07:22
133 2066 2020-08-10 |06:38|15:59
134 2087 2020-08-10 |05:52
135 2093 2020-08-10 |14:03
136 2094 2020-08-10 |07:22
137 2098 2020-08-10 |06:32|16:09
138 2104 2020-08-10 |15:58
139 2109 2020-08-10 |06:51|15:53
140 2114 2020-08-10 |16:10
141 2115 2020-08-10 |06:40|07:40
143 2149 2020-08-10 |07:06|15:57
144 2193 2020-08-10 |06:54|16:08
145 2197 2020-08-10 |11:09
146 2202 2020-08-10 |15:59
147 2204 2020-08-10 |16:02
149 2219 2020-08-10 |06:30|15:52
150 2235 2020-08-10 |06:37|15:52
151 2247 2020-08-10 |05:42|06:39|07:48|16:01
152 2251 2020-08-10 |06:40|15:59
153 2252 2020-08-10 |06:40
154 2253 2020-08-10 |16:00
155 2255 2020-08-10 |16:02
157 2260 2020-08-10 |05:55
158 2266 2020-08-10 |14:03
159 2277 2020-08-10 |06:39|15:59
160 2303 2020-08-10 |06:34
161 2305 2020-08-10 |06:22
163 2347 2020-08-10 |05:38|06:46|07:02|16:01
165 2410 2020-08-10 |07:11
166 2422 2020-08-10 |06:39
167 2435 2020-08-10 |07:10|15:51
169 2464 2020-08-10 |07:09|07:18
170 2467 2020-08-10 |06:41
171 2473 2020-08-10 |07:06|15:44
175 2542 2020-08-10 |15:48
177 2559 2020-08-10 |16:03
178 2569 2020-08-10 |16:04
179 2586 2020-08-10 |15:55
180 2596 2020-08-10 |07:18|16:09
181 2606 2020-08-10 |07:12|15:59
182 2610 2020-08-10 |07:08
183 2611 2020-08-10 |07:22
186 2636 2020-08-10 |15:49
187 2643 2020-08-10 |06:58
189 2683 2020-08-10 |07:08|15:52
193 2714 2020-08-10 |06:44|16:03
211 2062 2020-08-11 |07:05|16:02
,emp_id,date,count,_merge
5,2699,2020-08-01,2,left_only
6,2729,2020-08-01,1,left_only
7,2101,2020-08-02,1,left_only
8,2180,2020-08-02,1,left_only
9,2217,2020-08-02,1,left_only
10,2525,2020-08-02,2,left_only
11,2552,2020-08-02,1,left_only
12,2680,2020-08-02,1,left_only
13,2699,2020-08-02,2,left_only
14,2704,2020-08-02,1,left_only
15,2713,2020-08-02,1,left_only
16,2729,2020-08-02,3,left_only
17,67890,2020-08-02,1,left_only
18,2126,2020-08-02,3,left_only
19,2101,2020-08-03,2,left_only
21,2217,2020-08-03,2,left_only
22,2525,2020-08-03,2,left_only
23,2552,2020-08-03,2,left_only
25,2699,2020-08-03,1,left_only
27,2713,2020-08-03,1,left_only
31,2126,2020-08-03,4,left_only
43,2309,2020-08-03,2,left_only
54,2258,2020-08-04,2,left_only
62,2706,2020-08-04,3,left_only
78,2126,2020-08-05,5,left_only
83,2497,2020-08-05,2,left_only
91,U123,2020-08-05,1,left_only
112,1211,2020-08-06,2,left_only
137,2101,2020-08-07,2,left_only
162,2525,2020-08-08,2,left_only
169,2181,2020-08-08,2,left_only
182,2575,2020-08-08,2,left_only
185,2590,2020-08-08,2,left_only
197,2180,2020-08-09,2,left_only
198,2217,2020-08-09,2,left_only
199,2525,2020-08-09,3,left_only
200,2552,2020-08-09,2,left_only
202,2699,2020-08-09,2,left_only
204,2713,2020-08-09,2,left_only
207,2126,2020-08-09,5,left_only
212,2497,2020-08-09,2,left_only
217,2706,2020-08-09,2,left_only
221,U123,2020-08-09,3,left_only
223,2153,2020-08-09,2,left_only
225,2190,2020-08-09,1,left_only
228,2280,2020-08-09,2,left_only
229,2420,2020-08-09,2,left_only
237,2575,2020-08-09,1,left_only
241,2648,2020-08-09,2,left_only
242,2650,2020-08-09,2,left_only
244,2376,2020-08-09,1,left_only
246,2413,2020-08-09,1,left_only
247,2535,2020-08-09,2,left_only
248,2619,2020-08-09,1,left_only
249,2630,2020-08-09,1,left_only
250,2651,2020-08-09,1,left_only
258,2010,2020-08-09,1,left_only
268,2121,2020-08-09,1,left_only
270,2131,2020-08-09,1,left_only
273,2193,2020-08-09,1,left_only
277,2245,2020-08-09,1,left_only
282,2320,2020-08-09,2,left_only
283,2332,2020-08-09,1,left_only
284,2347,2020-08-09,2,left_only
287,2412,2020-08-09,1,left_only
289,2438,2020-08-09,1,left_only
301,2703,2020-08-09,1,left_only
314,2212,2020-08-10,2,left_only
318,2497,2020-08-10,2,left_only
320,2563,2020-08-10,1,left_only
323,2706,2020-08-10,2,left_only
327,U123,2020-08-10,2,left_only
330,2181,2020-08-10,3,left_only
331,2190,2020-08-10,2,left_only
335,2454,2020-08-10,2,left_only
337,2598,2020-08-10,1,left_only
338,2698,2020-08-10,2,left_only
341,2575,2020-08-10,2,left_only
342,1940,2020-08-10,1,left_only
343,2452,2020-08-10,2,left_only
344,2590,2020-08-10,2,left_only
349,2387,2020-08-10,1,left_only
352,2619,2020-08-10,1,left_only
357,1335,2020-08-10,1,left_only
358,1643,2020-08-10,3,left_only
368,1964,2020-08-10,1,left_only
372,2008,2020-08-10,2,left_only
380,2115,2020-08-10,3,left_only
383,2136,2020-08-10,2,left_only
387,2202,2020-08-10,2,left_only
392,2252,2020-08-10,2,left_only
398,2347,2020-08-10,5,left_only
402,2412,2020-08-10,1,left_only
407,2464,2020-08-10,2,left_only
412,2559,2020-08-10,2,left_only
413,2586,2020-08-10,2,left_only
418,2610,2020-08-10,2,left_only
421,2643,2020-08-10,2,left_only
426,1853,2020-08-10,1,left_only
427,1857,2020-08-10,2,left_only
430,1929,2020-08-10,1,left_only
432,1968,2020-08-10,1,left_only
439,2253,2020-08-10,2,left_only
442,2400,2020-08-10,1,left_only
444,2534,2020-08-10,1,left_only
448,2684,2020-08-10,1,left_only
449,2716,2020-08-10,1,left_only
451,2101,2020-08-11,2,left_only
454,2525,2020-08-11,3,left_only
460,2126,2020-08-11,5,left_only
462,2258,2020-08-11,2,left_only
467,2563,2020-08-11,3,left_only
478,2190,2020-08-11,2,left_only
481,2420,2020-08-11,2,left_only
483,1995,2020-08-11,1,left_only
494,2619,2020-08-11,2,left_only
495,2651,2020-08-11,2,left_only
498,1335,2020-08-11,2,left_only
499,1643,2020-08-11,2,left_only
500,1789,2020-08-11,2,left_only
501,1802,2020-08-11,1,left_only
502,1804,2020-08-11,2,left_only
503,1831,2020-08-11,2,left_only
504,1849,2020-08-11,2,left_only
505,1858,2020-08-11,2,left_only
506,1870,2020-08-11,2,left_only
511,1999,2020-08-11,1,left_only
512,2008,2020-08-11,3,left_only
513,2010,2020-08-11,2,left_only
514,2040,2020-08-11,1,left_only
517,2073,2020-08-11,2,left_only
519,2094,2020-08-11,2,left_only
520,2098,2020-08-11,2,left_only
522,2115,2020-08-11,2,left_only
525,2136,2020-08-11,2,left_only
526,2149,2020-08-11,1,left_only
528,2202,2020-08-11,3,left_only
531,2247,2020-08-11,2,left_only
532,2251,2020-08-11,2,left_only
533,2252,2020-08-11,2,left_only
537,2320,2020-08-11,2,left_only
538,2347,2020-08-11,3,left_only
547,2464,2020-08-11,2,left_only
548,2467,2020-08-11,2,left_only
551,2559,2020-08-11,2,left_only
553,2596,2020-08-11,2,left_only
555,2608,2020-08-11,1,left_only
557,2640,2020-08-11,2,left_only
558,2643,2020-08-11,2,left_only
560,2683,2020-08-11,2,left_only
561,2703,2020-08-11,2,left_only
562,2714,2020-08-11,2,left_only
564,1857,2020-08-11,2,left_only
571,1961,2020-08-11,3,left_only
574,2093,2020-08-11,2,left_only
576,2114,2020-08-11,2,left_only
579,2253,2020-08-11,2,left_only
581,2266,2020-08-11,2,left_only
583,2400,2020-08-11,1,left_only
584,2404,2020-08-11,1,left_only
585,2433,2020-08-11,1,left_only
588,2482,2020-08-11,1,left_only
589,2498,2020-08-11,2,left_only
592,2569,2020-08-11,2,left_only
597,2716,2020-08-11,2,left_only
599,1299,2020-08-11,1,left_only
600,1737,2020-08-11,1,left_only
603,1924,2020-08-11,1,left_only
607,2085,2020-08-11,1,left_only
609,2194,2020-08-11,1,left_only
615,2423,2020-08-11,1,left_only
618,2495,2020-08-11,1,left_only
619,2560,2020-08-11,1,left_only
620,2572,2020-08-11,2,left_only
627,2664,2020-08-11,1,left_only
628,2723,2020-08-11,1,left_only
import pandas as pd
import numpy as np
df1 = pd.read_csv('frt.txt', sep="\t")
df1.columns = ['S.No',"emp_id", "date", "timestamps"]
# df1['date']=df1['date'].astype(str)
# # df1['timestamps']=df1['timestamps'].astype(str)
# df1['emp_id']=df1['emp_id'].astype(str)
df1.drop(df1.columns[[0]], axis = 1,inplace = True)
print('----',df1)
df2 = df1.drop_duplicates(subset=['emp_id', 'date', 'timestamps'])
print('---',df2)
df2.to_csv('frt.txt', sep='\t')
# df1.drop(df1.columns[[0,3]], axis = 1,inplace = True)
\ No newline at end of file
emp_id date timestamps
0 2101 2020-08-01 |21:43
1 2180 2020-08-01 |13:37|21:14
2 2217 2020-08-01 |21:43
3 2525 2020-08-01 |21:43
4 2552 2020-08-01 |21:48
5 2699 2020-08-01 |13:48|22:02
6 2729 2020-08-01 |13:56
7 2101 2020-08-02 |05:59
8 2180 2020-08-02 |05:55
9 2217 2020-08-02 |05:55
10 2525 2020-08-02 |05:55|06:00
11 2552 2020-08-02 |05:56
12 2680 2020-08-02 |06:57
13 2699 2020-08-02 |13:48|22:02
14 2704 2020-08-02 |05:59
15 2713 2020-08-02 |07:13
16 2729 2020-08-02 |05:59|13:53|22:02
17 67890 2020-08-02 |06:25
18 2126 2020-08-02 |09:53|13:41|14:13
19 2101 2020-08-03 |13:39|21:59
20 2180 2020-08-03 |07:05|13:56|21:55
21 2217 2020-08-03 |13:53|21:55
22 2525 2020-08-03 |13:39|21:56
23 2552 2020-08-03 |13:25|21:56
24 2680 2020-08-03 |08:33
25 2699 2020-08-03 |21:45
26 2704 2020-08-03 |06:43|08:03
27 2713 2020-08-03 |08:33
28 2729 2020-08-03 |13:54|21:58
29 67890 2020-08-03 |11:48
30 1211 2020-08-03 |07:42|15:48
31 2126 2020-08-03 |06:58|07:19|08:49|18:50
32 2212 2020-08-03 |07:29|18:36
33 2258 2020-08-03 |07:36|17:38
34 2308 2020-08-03 |07:48|17:26
35 2489 2020-08-03 |07:46|16:39
36 2497 2020-08-03 |07:23|17:25
37 2556 2020-08-03 |07:35|18:37
38 2563 2020-08-03 |07:24
39 2627 2020-08-03 |07:30
40 2632 2020-08-03 |07:37|13:23
41 2706 2020-08-03 |07:46|10:40|16:39
42 2727 2020-08-03 |07:53|18:24
43 2309 2020-08-03 |07:01|15:59
44 2469 2020-08-03 |08:03
45 2710 2020-08-03 |11:16|14:21
46 2180 2020-08-04 |05:43
47 2525 2020-08-04 |07:04|13:40
48 2680 2020-08-04 |05:37|06:56|09:50|13:44|21:57
49 2699 2020-08-04 |06:00|15:00|21:48
50 2704 2020-08-04 |07:58
51 1211 2020-08-04 |08:55
52 2126 2020-08-04 |05:51|07:14|07:44|18:56
53 2212 2020-08-04 |07:33|17:49
54 2258 2020-08-04 |07:35|17:53
55 2308 2020-08-04 |07:46|17:48
56 2489 2020-08-04 |07:47|16:58
57 2497 2020-08-04 |07:19|17:48
58 2556 2020-08-04 |07:40|19:23
59 2563 2020-08-04 |07:20
60 2627 2020-08-04 |07:37|18:02
61 2632 2020-08-04 |07:21
62 2706 2020-08-04 |07:47|13:59|18:57
63 2727 2020-08-04 |08:03|17:57
64 2309 2020-08-04 |07:04|15:51
65 2469 2020-08-04 |07:59
66 2710 2020-08-04 |07:58
67 U123 2020-08-04 |13:45|15:01
68 2101 2020-08-05 |13:36|22:08
69 2180 2020-08-05 |05:44|13:47|22:00
70 2217 2020-08-05 |13:47|22:00
71 2525 2020-08-05 |07:02|13:37|21:38|22:00
72 2552 2020-08-05 |13:52|22:00
73 2680 2020-08-05 |07:52|13:59
74 2699 2020-08-05 |06:00
75 2704 2020-08-05 |08:01
76 2729 2020-08-05 |13:51|22:00
77 1211 2020-08-05 |07:39|16:03
78 2126 2020-08-05 |05:35|06:55|07:06|07:46|19:41
79 2212 2020-08-05 |07:42|17:56
80 2258 2020-08-05 |07:37|18:09
81 2308 2020-08-05 |08:58|16:28
82 2489 2020-08-05 |07:43|16:33
83 2497 2020-08-05 |07:22|16:29
84 2556 2020-08-05 |07:41|19:42
85 2563 2020-08-05 |07:23
86 2627 2020-08-05 |07:31
87 2706 2020-08-05 |07:06|07:43|19:41
88 2727 2020-08-05 |08:04|16:46
89 2309 2020-08-05 |07:01|15:53
90 2710 2020-08-05 |08:01
91 U123 2020-08-05 |09:45
92 1949 2020-08-05 |21:59
93 2153 2020-08-05 |13:59
94 2181 2020-08-05 |13:59
95 2190 2020-08-05 |22:00
96 2191 2020-08-05 |21:58
97 2215 2020-08-05 |13:52
98 2420 2020-08-05 |22:06
99 2454 2020-08-05 |14:10
100 2524 2020-08-05 |14:01
101 2598 2020-08-05 |13:54
102 2698 2020-08-05 |21:39
103 2101 2020-08-06 |05:38|21:58
104 2180 2020-08-06 |13:29|22:00
105 2217 2020-08-06 |13:30|22:00
106 2525 2020-08-06 |07:02|13:30|22:00
107 2680 2020-08-06 |05:44|06:54
108 2699 2020-08-06 |05:49|14:00
109 2704 2020-08-06 |06:47|08:03
110 2713 2020-08-06 |13:40
111 2729 2020-08-06 |13:50|22:00
112 1211 2020-08-06 |07:38|15:32
113 2126 2020-08-06 |07:10|07:47|08:35|09:24|13:45|18:14
114 2212 2020-08-06 |07:52|17:59
115 2258 2020-08-06 |07:33|17:38
116 2308 2020-08-06 |07:39|16:27
117 2489 2020-08-06 |09:30|16:44
118 2497 2020-08-06 |07:23|16:27
119 2556 2020-08-06 |08:30|17:59
120 2563 2020-08-06 |07:24
121 2627 2020-08-06 |07:34
122 2632 2020-08-06 |07:22
123 2706 2020-08-06 |07:33|17:27
124 2727 2020-08-06 |08:42|19:29
125 2309 2020-08-06 |07:02|15:29
126 2469 2020-08-06 |08:03
127 2710 2020-08-06 |08:03
128 U123 2020-08-06 |13:33
129 1949 2020-08-06 |13:40|22:00
130 2190 2020-08-06 |13:40|22:01
131 2191 2020-08-06 |13:41|22:00
132 2280 2020-08-06 |05:51
133 2420 2020-08-06 |13:39
134 2698 2020-08-06 |05:51|21:38
135 1995 2020-08-06 |15:29
136 2458 2020-08-06 |21:45
137 2101 2020-08-07 |05:40|14:00
138 2180 2020-08-07 |06:00|14:00
139 2217 2020-08-07 |06:00|14:00
140 2525 2020-08-07 |05:40|14:00
141 2552 2020-08-07 |05:59|14:00
142 2729 2020-08-07 |06:04|14:00
143 2563 2020-08-07 |14:00
144 U123 2020-08-07 |13:48
145 1949 2020-08-07 |21:44
146 2153 2020-08-07 |21:36
147 2181 2020-08-07 |21:37
148 2190 2020-08-07 |05:41|14:03
149 2191 2020-08-07 |05:41|14:01
150 2215 2020-08-07 |21:58
151 2420 2020-08-07 |14:05
152 2524 2020-08-07 |21:36
153 2698 2020-08-07 |21:44
154 2358 2020-08-07 |07:57|10:41
155 2458 2020-08-07 |21:37
156 2575 2020-08-07 |06:01|14:00|21:43
157 2452 2020-08-07 |22:00
158 2590 2020-08-07 |21:54
159 2101 2020-08-08 |05:39|14:01
160 2180 2020-08-08 |06:05|14:00
161 2217 2020-08-08 |06:05|14:00
162 2525 2020-08-08 |05:39|14:00
163 2552 2020-08-08 |14:00
164 2680 2020-08-08 |05:51|21:51
165 2713 2020-08-08 |05:38
166 2729 2020-08-08 |06:05|14:01
167 1949 2020-08-08 |05:58|21:35
168 2153 2020-08-08 |05:40|06:08|21:39
169 2181 2020-08-08 |06:09|21:39
170 2190 2020-08-08 |14:02
171 2191 2020-08-08 |05:40|14:01
172 2215 2020-08-08 |05:53|22:02
173 2280 2020-08-08 |05:47
174 2420 2020-08-08 |05:45|14:00
175 2454 2020-08-08 |21:40
176 2524 2020-08-08 |06:08|21:40
177 2598 2020-08-08 |05:58|21:51
178 2698 2020-08-08 |05:59|21:45
179 1995 2020-08-08 |07:38|14:54
180 2358 2020-08-08 |08:07
181 2458 2020-08-08 |06:09|21:39
182 2575 2020-08-08 |05:58|21:51
183 1940 2020-08-08 |05:44
184 2452 2020-08-08 |06:58|22:00
185 2590 2020-08-08 |05:58|21:56
186 2648 2020-08-08 |05:48
187 2650 2020-08-08 |05:41
188 2733 2020-08-08 |05:51
189 2376 2020-08-08 |13:09
190 2387 2020-08-08 |13:49
191 2413 2020-08-08 |21:45
192 2614 2020-08-08 |13:48
193 2619 2020-08-08 |13:48
194 2630 2020-08-08 |13:33
195 2651 2020-08-08 |13:48
196 2101 2020-08-09 |05:37|22:06
197 2180 2020-08-09 |13:56|22:00
198 2217 2020-08-09 |13:56|22:00
199 2525 2020-08-09 |07:05|13:40|22:01
200 2552 2020-08-09 |13:25|22:00
201 2680 2020-08-09 |07:02|08:08
202 2699 2020-08-09 |05:41|14:08
203 2704 2020-08-09 |08:05
204 2713 2020-08-09 |07:55|13:33
205 2729 2020-08-09 |13:50|22:05
206 1211 2020-08-09 |15:28
207 2126 2020-08-09 |07:09|07:46|08:16|13:39|18:33
208 2212 2020-08-09 |07:47|18:46
209 2258 2020-08-09 |07:39|18:33
210 2308 2020-08-09 |07:42|17:26
211 2489 2020-08-09 |07:43|16:43
212 2497 2020-08-09 |07:25|18:33
213 2556 2020-08-09 |07:35|19:27
214 2563 2020-08-09 |07:25|15:28
215 2627 2020-08-09 |07:39
216 2632 2020-08-09 |07:48
217 2706 2020-08-09 |07:42|18:33
218 2727 2020-08-09 |08:43|17:10
219 2309 2020-08-09 |07:25
220 2710 2020-08-09 |08:05
221 U123 2020-08-09 |07:32|11:12|12:33
222 1949 2020-08-09 |05:57
223 2153 2020-08-09 |06:06|13:57
224 2181 2020-08-09 |06:02
225 2190 2020-08-09 |14:07
226 2191 2020-08-09 |05:38|22:02
227 2215 2020-08-09 |05:59
228 2280 2020-08-09 |05:48|13:46
229 2420 2020-08-09 |13:46|22:22
230 2454 2020-08-09 |05:58
231 2524 2020-08-09 |05:56
232 2598 2020-08-09 |05:57
233 2698 2020-08-09 |05:58|07:02
234 1995 2020-08-09 |05:57|07:24|15:28
235 2358 2020-08-09 |07:04|16:02
236 2458 2020-08-09 |06:08
237 2575 2020-08-09 |05:57
238 1940 2020-08-09 |05:46
239 2452 2020-08-09 |06:06
240 2590 2020-08-09 |05:58
241 2648 2020-08-09 |05:37|14:00
242 2650 2020-08-09 |05:49|13:47
243 2733 2020-08-09 |05:49
244 2376 2020-08-09 |13:07
245 2387 2020-08-09 |13:52
246 2413 2020-08-09 |21:36
247 2535 2020-08-09 |04:56|13:54
248 2619 2020-08-09 |13:44
249 2630 2020-08-09 |13:35
250 2651 2020-08-09 |13:45
251 2690 2020-08-09 |07:25|17:26
252 1789 2020-08-09 |15:55
253 1831 2020-08-09 |15:50
254 1870 2020-08-09 |16:00
255 1972 2020-08-09 |15:55
256 1999 2020-08-09 |15:50
257 2008 2020-08-09 |16:03
258 2010 2020-08-09 |14:07
259 2016 2020-08-09 |15:52
260 2040 2020-08-09 |15:28
261 2062 2020-08-09 |16:02
262 2066 2020-08-09 |16:02
263 2073 2020-08-09 |15:51
264 2094 2020-08-09 |15:50
265 2098 2020-08-09 |16:07
266 2109 2020-08-09 |15:48
267 2115 2020-08-09 |16:02
268 2121 2020-08-09 |13:41
269 2129 2020-08-09 |15:53
270 2131 2020-08-09 |13:32
271 2136 2020-08-09 |15:53
272 2159 2020-08-09 |13:51
273 2193 2020-08-09 |16:02
274 2202 2020-08-09 |15:59
275 2219 2020-08-09 |15:50
276 2235 2020-08-09 |15:53
277 2245 2020-08-09 |13:39
278 2247 2020-08-09 |16:01
279 2251 2020-08-09 |16:02
280 2252 2020-08-09 |16:03
281 2277 2020-08-09 |15:52
282 2320 2020-08-09 |13:41|21:51
283 2332 2020-08-09 |13:48
284 2347 2020-08-09 |13:57|15:53
285 2391 2020-08-09 |13:48
286 2410 2020-08-09 |15:28
287 2412 2020-08-09 |13:48
288 2422 2020-08-09 |16:02
289 2438 2020-08-09 |13:47
290 2459 2020-08-09 |11:22
291 2559 2020-08-09 |15:49
292 2586 2020-08-09 |15:51
293 2593 2020-08-09 |13:49
294 2596 2020-08-09 |16:03
295 2606 2020-08-09 |15:49
296 2608 2020-08-09 |11:22
297 2610 2020-08-09 |15:53
298 2611 2020-08-09 |15:28
299 2643 2020-08-09 |15:52
300 2683 2020-08-09 |15:53
301 2703 2020-08-09 |14:02
302 2714 2020-08-09 |15:54
303 2101 2020-08-10 |21:40
304 2180 2020-08-10 |21:51
305 2217 2020-08-10 |21:51
306 2525 2020-08-10 |07:01|21:40
307 2552 2020-08-10 |21:56
308 2680 2020-08-10 |08:34
309 2699 2020-08-10 |05:39|14:09|18:41
310 2704 2020-08-10 |06:42|08:09
311 2729 2020-08-10 |21:52
312 1211 2020-08-10 |05:39|07:45|15:32
313 2126 2020-08-10 |05:49|06:44|07:04|07:43|18:18
314 2212 2020-08-10 |07:43|17:14
315 2258 2020-08-10 |07:32|17:54
316 2308 2020-08-10 |07:44|16:35
317 2489 2020-08-10 |07:36|16:56
318 2497 2020-08-10 |07:20|16:35
319 2556 2020-08-10 |07:40|19:33
320 2563 2020-08-10 |07:20
321 2627 2020-08-10 |07:42
322 2632 2020-08-10 |07:28
323 2706 2020-08-10 |07:36|18:18
324 2727 2020-08-10 |08:43
325 2309 2020-08-10 |07:01|15:56
326 2710 2020-08-10 |08:09
327 U123 2020-08-10 |07:36|09:33
328 1949 2020-08-10 |07:21|13:31
329 2153 2020-08-10 |13:36|21:59
330 2181 2020-08-10 |13:56|21:41|21:59
331 2190 2020-08-10 |14:02|21:40
332 2191 2020-08-10 |21:41
333 2280 2020-08-10 |05:50
334 2420 2020-08-10 |21:39
335 2454 2020-08-10 |13:36|22:06
336 2524 2020-08-10 |06:53|13:36|21:58
337 2598 2020-08-10 |21:58
338 2698 2020-08-10 |13:44|21:58
339 1995 2020-08-10 |07:20|15:29
340 2358 2020-08-10 |07:08|16:05
341 2575 2020-08-10 |05:55|21:58
342 1940 2020-08-10 |05:47
343 2452 2020-08-10 |13:57|21:58
344 2590 2020-08-10 |13:58|22:08
345 2648 2020-08-10 |05:49
346 2650 2020-08-10 |05:50|13:49
347 2733 2020-08-10 |05:51|13:56
348 2376 2020-08-10 |13:10
349 2387 2020-08-10 |13:53
350 2413 2020-08-10 |21:18
351 2535 2020-08-10 |04:57|13:55
352 2619 2020-08-10 |13:46
353 2630 2020-08-10 |13:40
354 2651 2020-08-10 |13:47
355 2690 2020-08-10 |07:20|16:06
356 1288 2020-08-10 |07:24
357 1335 2020-08-10 |07:01
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359 1789 2020-08-10 |06:37|16:02
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361 1804 2020-08-10 |06:38
362 1831 2020-08-10 |07:00|16:02
363 1849 2020-08-10 |06:37
364 1858 2020-08-10 |06:38
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370 1973 2020-08-10 |07:05
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372 2008 2020-08-10 |06:37|15:59
373 2010 2020-08-10 |05:38|14:01
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376 2087 2020-08-10 |05:50
377 2094 2020-08-10 |07:20
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380 2115 2020-08-10 |06:38|07:38|15:57
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383 2136 2020-08-10 |06:38|15:59
384 2149 2020-08-10 |07:04|15:55
385 2159 2020-08-10 |05:57
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387 2202 2020-08-10 |06:39|15:57
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399 2379 2020-08-10 |06:27
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401 2410 2020-08-10 |07:09
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403 2422 2020-08-10 |06:37
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419 2611 2020-08-10 |07:20
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422 2659 2020-08-10 |05:49
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426 1853 2020-08-10 |21:58
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468 2627 2020-08-11 |07:37
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479 2191 2020-08-11 |06:04|21:41
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495 2651 2020-08-11 |13:43|21:58
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503 1831 2020-08-11 |06:44|16:02
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517 2073 2020-08-11 |06:49|15:56
518 2087 2020-08-11 |13:44
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523 2121 2020-08-11 |13:38
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565 1878 2020-08-11 |06:36
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626 2660 2020-08-11 |22:11
627 2664 2020-08-11 |16:04
628 2723 2020-08-11 |16:04
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