-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathgps_shifts_me.py
278 lines (227 loc) · 9.92 KB
/
gps_shifts_me.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
# -*- coding: utf-8 -*-
"""
Created on Fri Dec 6 10:58:17 2019
@author: kocak
"""
import pandas as pd
path = "C:/Users/kocak/OneDrive/Masaüstü/reag/"
#%%
october = pd.read_csv(path+'ekim.csv',delimiter=',')
# In[1]
#Filter 30th October
oct30 = october[(pd.to_datetime(october["tarih_saat"]) >= pd.to_datetime('2018-10-24 02:59:59')) & (pd.to_datetime(october["tarih_saat"]) < pd.to_datetime('2018-10-25 03:00:00')) & (october["enlem"] > 0) & (october["boylam"] > 0)]
#oct30.to_csv("30oct.csv")
#%%
import pandas as pd
oct30 = pd.read_csv(path+"oct24.csv")
#%%
oct30_1 = oct30[(oct30["arac_no"]==248)&(oct30["hat_no"]==44)]
#%%
# In[10]
# Open file to write
f = open(path+"Oct24_publicTransportation_withStartandEndTime.csv","w")
f.write("LID,VID,DRIVER_ID,Start_Time,End_Time,Event_Type\n")
# In[2]
#Group by vehicle ID
oct30_grouped = oct30.groupby('arac_no')
prev_lid = -1
prev_did = -1
prev_time = ""
event_type =""
count = 0
#For each vehicle ID
for index, group in oct30_grouped:
is_first = 1
#Flag to check if the row is the first row or not
flag = 0
#Sort values by timestamp
group = group.sort_values(by = ['tarih_saat'])
# For each line with that vehicle ID
for index_,row in group.iterrows():
# If it is first row of that group
if (flag == 0):
#Set previous values for the second line of the group
prev_lid = row['hat_no']
prev_did = row['surucu_no']
start = row['tarih_saat']
count = 1
flag = 1
else:
end = prev_time
#If everything is the same, then save previous row and continue
if (prev_lid == row['hat_no'] and prev_did == row['surucu_no']):
prev_time = row['tarih_saat']
count = count + 1
continue
elif count == 1:
end = start
toBeWritten = str(prev_lid) + "," + str(row['arac_no']) + "," + str(prev_did) + "," + str(start) + "," + str(end) +", " + "----\n"
f.write(toBeWritten)
flag = 0
#If Line ID is changed
elif (prev_lid != row['hat_no'] and prev_did == row['surucu_no'] and is_first == 0):
# Now we should end the previous shift by previous timestamp
event_type = "LID changed\n"
end = prev_time
toBeWritten = str(prev_lid) + "," + str(row['arac_no']) + "," + str(prev_did) + "," + str(start) + "," + str(end) +", " + event_type
f.write(toBeWritten)
#Set the values of the next shift
prev_lid = row["hat_no"]
start = row["tarih_saat"]
prev_did = row["surucu_no"]
count = 1
flag = 0
#If Driver ID is changed
elif (prev_lid == row['hat_no'] and prev_did != row['surucu_no'] and is_first == 0):
end = prev_time
event_type = "DriverID changed\n"
toBeWritten = str(prev_lid) + "," + str(row['arac_no']) + "," + str(prev_did) + "," + str(start) + "," + str(end) + ", " + event_type
f.write(toBeWritten)
#Set the values of the next shift
prev_lid = row["hat_no"]
start = row["tarih_saat"]
prev_did = row["surucu_no"]
count = 1
flag = 0
#If both of them changed
elif (prev_lid != row['hat_no'] and prev_did != row['surucu_no'] and is_first == 0):
event_type = "LID and DID changed\n"
end = prev_time
toBeWritten = str(prev_lid) + "," + str(row['arac_no']) + "," + str(prev_did) + "," + str(start) + "," + str(end) + ", " + event_type
f.write(toBeWritten)
#Set the values of the next shift
prev_lid = row["hat_no"]
start = row["tarih_saat"]
prev_did = row["surucu_no"]
count = 1
flag = 0
elif (is_first == 1):
end = prev_time
toBeWritten = str(prev_lid) + "," + str(row['arac_no']) + "," + str(prev_did) + "," + str(start) + "," + str(end) + ", " + "New Vehicle ID\n"
#print(toBeWritten)
is_first = 0
f.write(toBeWritten)
flag = 0
'''
# If data are not proper
elif end <= start:
flag = 0
continue
'''
# If it has only one row
# In[]
f.close()
# In[3]
#Smart Card
# Read October Smart Card Info
sc = pd.read_csv(path+'10-ulasim_veri.csv',delimiter=';')
sc['ENLEM'] = pd.to_numeric(sc['ENLEM'].str.replace(',','.'))
sc['BOYLAM'] = pd.to_numeric(sc['BOYLAM'].str.replace(',','.'))
#Filter 30th October
sc30 = sc[(pd.to_datetime(sc["TIMESTAMP"]) >= pd.to_datetime('2018-10-24 02:59:59')) & (pd.to_datetime(sc["TIMESTAMP"]) < pd.to_datetime('2018-10-25 03:00:00')) & (sc["ENLEM"] > 0) & (sc["BOYLAM"] > 0)]
#Group by vehicle ID
sc30_grouped = sc30.groupby("ARAC_NO")
f = open(path+"Oct24_publicTransportation_withStartandEndTime_sc.csv","w")
f.write("LID,VID,SLID,Start_Time,End_Time,Event_Type\n")
#%%
# Read October Smart Card Info
sc = pd.read_csv(path+'sc_oct30.csv',delimiter=',')
sc['ENLEM'] = pd.to_numeric(sc['ENLEM'].str.replace(',','.'))
sc['BOYLAM'] = pd.to_numeric(sc['BOYLAM'].str.replace(',','.'))
#Filter 30th October
#sc30 = sc[(pd.to_datetime(sc["TIMESTAMP"]) >= pd.to_datetime('2018-11-19 02:59:59')) & (pd.to_datetime(sc["TIMESTAMP"]) < pd.to_datetime('2018-11-20 03:00:00')) & (sc["ENLEM"] > 0) & (sc["BOYLAM"] > 0)]
#Group by vehicle ID
sc30_grouped = sc30.groupby("ARAC_NO")
f = open(path+"Oct30_publicTransportation_withStartandEndTime_sc.csv","w")
f.write("LID,VID,SLID,Start_Time,End_Time,Event_Type\n")
# In[2]
prev_lid = 0
prev_slid = 0
prev_time = ""
event_type =""
count = 0
#For each vehicle ID
for index, group in sc30_grouped:
is_first = 1
#Flag to check if the row is the first row or not
flag = 0
#Sort values by timestamp
group = group.sort_values(by = ['TIMESTAMP'])
# For each line with that vehicle ID
for index_,row in group.iterrows():
# If it is first row of that group
if (flag == 0):
#Set previous values for the second line of the group
prev_lid = row['HAT_NO']
prev_slid = row['ALT_HAT_NO']
start = row['TIMESTAMP']
count = 1
flag = 1
else:
end = prev_time
#If everything is the same, then save previous row and continue
if (prev_lid == row['HAT_NO'] and prev_slid == row['ALT_HAT_NO']):
prev_time = row['TIMESTAMP']
count = count + 1
continue
elif count == 1:
end = start
toBeWritten = str(prev_lid) + "," + str(row['ARAC_NO']) + "," + str(prev_slid) + "," + str(start) + "," + str(end) +", " + "----\n"
f.write(toBeWritten)
flag = 0
#If Line ID is changed
elif (prev_lid != row['HAT_NO'] and prev_slid == row['ALT_HAT_NO'] and is_first != 1):
# Now we should end the previous shift by previous timestamp
event_type = "LID changed\n"
end = prev_time
toBeWritten = str(prev_lid) + "," + str(row['ARAC_NO']) + "," + str(prev_slid) + "," + str(start) + "," + str(end) +", " + event_type
f.write(toBeWritten)
#Set the values of the next shift
prev_lid = row["HAT_NO"]
start = row["TIMESTAMP"]
prev_slid = row["ALT_HAT_NO"]
count = 1
#If Subline ID is changed
elif (prev_lid == row['HAT_NO'] and prev_slid != row['ALT_HAT_NO'] and is_first != 1):
end = prev_time
event_type = "SLID changed\n"
toBeWritten = str(prev_lid) + "," + str(row['ARAC_NO']) + "," + str(prev_slid) + "," + str(start) + "," + str(end) + ", " + event_type
f.write(toBeWritten)
#Set the values of the next shift
prev_lid = row["HAT_NO"]
start = row["TIMESTAMP"]
prev_slid = row["ALT_HAT_NO"]
count = 1
#If both of them changed
elif (prev_lid != row['HAT_NO'] and prev_slid != row['ALT_HAT_NO'] and is_first != 1):
event_type = "LID and SLID changed\n"
end = prev_time
toBeWritten = str(prev_lid) + "," + str(row['ARAC_NO']) + "," + str(prev_slid) + "," + str(start) + "," + str(end) + ", " + event_type
f.write(toBeWritten)
#Set the values of the next shift
prev_lid = row["HAT_NO"]
start = row["TIMESTAMP"]
prev_slid = row["ALT_HAT_NO"]
count = 1
elif (is_first == 1):
end = prev_time
toBeWritten = str(prev_lid) + "," + str(row['ARAC_NO']) + "," + str(prev_slid) + "," + str(start) + "," + str(end) + ", " + "New Vehicle ID\n"
#print(toBeWritten)
is_first = 0
f.write(toBeWritten)
flag = 0
event_type = "Last Work for Bus That Day\n"
end = prev_time
toBeWritten = str(prev_lid) + "," + str(row['ARAC_NO']) + "," + str(prev_slid) + "," + str(start) + "," + str(end) + ", " + event_type
f.write(toBeWritten)
#Set the values of the next shift
prev_lid = row["HAT_NO"]
start = row["TIMESTAMP"]
prev_slid = row["ALT_HAT_NO"]
count = 1
f.close()
#%%
sc30_248 = sc30[sc30["ARAC_NO"]==248]
#%%
sc30_248a = pd.read_csv(path+"Oct30_publicTransportation_withStartandEndTime_sc.csv")
sc30_248a = sc30_248a[sc30_248a["VID"]==248]