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station_id
stringlengths
9
9
session_id
stringlengths
14
14
disco
stringclasses
10 values
start_time
stringdate
2024-01-01 00:04:56
2024-12-30 23:59:53
end_time
stringdate
2024-01-01 01:00:50
2024-12-31 01:13:51
duration_min
int64
10
198
connector_type
stringclasses
3 values
pricing_scheme
stringclasses
3 values
energy_kwh
float64
0.24
200
power_kw_avg
float64
2
165
price_ngn_kwh
float64
140
295
amount_ngn
float64
200
74.4k
lat
float64
4.2
13.9
lon
float64
2.7
14.7
EVS-01200
SESS-000000000
Kano
2024-10-09 17:33:47
2024-10-09 18:56:47
83
type2_ac
tou
10.43
8.4
230
2,398.51
5.58777
8.35194
EVS-01175
SESS-000000001
Ibadan
2024-10-16 22:48:36
2024-10-16 23:59:36
71
type2_ac
membership
13.61
11.55
180.69
2,458.5
7.31551
11.11736
EVS-00717
SESS-000000002
Kaduna
2024-01-16 23:05:59
2024-01-17 00:11:59
66
type2_ac
tou
5.97
6.11
260.1
1,553.21
12.80553
5.33744
EVS-01492
SESS-000000003
Abuja
2024-11-20 22:39:27
2024-11-20 23:05:27
26
type2_ac
flat
2.02
5.59
215.01
433.96
6.90707
11.81885
EVS-00476
SESS-000000004
Ibadan
2024-08-12 11:31:33
2024-08-12 12:39:33
68
ccs_dc
flat
76.52
76.18
197.27
15,095.76
6.5146
11.57951
EVS-00229
SESS-000000005
Jos
2024-05-22 13:21:53
2024-05-22 14:35:53
74
ccs_dc
flat
59.12
53.95
236.52
13,981.92
10.66511
13.74363
EVS-00242
SESS-000000006
Kaduna
2024-06-14 05:19:10
2024-06-14 06:05:10
46
chademo_dc
flat
84.62
112.92
239.47
20,264.07
11.32179
3.17654
EVS-00497
SESS-000000007
Jos
2024-03-01 20:15:59
2024-03-01 21:07:59
52
type2_ac
membership
4.86
6.66
180.1
875.37
5.25766
11.40569
EVS-00448
SESS-000000008
Eko
2024-06-30 12:32:54
2024-06-30 12:42:54
10
type2_ac
membership
0.88
6.07
158.59
200
11.28183
10.74646
EVS-00684
SESS-000000009
Enugu
2024-07-25 12:24:02
2024-07-25 13:59:02
95
ccs_dc
tou
170.73
116.08
254.65
43,477.09
12.34533
11.40964
EVS-00106
SESS-000000010
Port Harcourt
2024-05-13 01:52:28
2024-05-13 03:01:28
69
type2_ac
tou
7.83
8.06
256.03
2,004.98
7.10031
14.47158
EVS-00321
SESS-000000011
Ibadan
2024-05-07 00:29:23
2024-05-07 00:40:23
11
type2_ac
membership
1.41
8.62
196.48
277.96
6.55337
13.83336
EVS-01300
SESS-000000012
Enugu
2024-01-26 01:35:42
2024-01-26 01:45:42
10
ccs_dc
tou
10.36
63.53
268.2
2,778.81
10.19361
9.05058
EVS-01042
SESS-000000013
Ibadan
2024-06-02 19:33:22
2024-06-02 20:55:22
82
ccs_dc
flat
103.34
82.03
220.79
22,817.65
13.43656
10.53717
EVS-00802
SESS-000000014
Jos
2024-08-12 10:52:55
2024-08-12 12:23:55
91
type2_ac
flat
6.41
4.53
219.21
1,406.09
8.74746
2.77456
EVS-01653
SESS-000000015
Enugu
2024-07-01 08:40:01
2024-07-01 09:12:01
32
ccs_dc
tou
39.67
83.57
257.08
10,197.86
6.01825
8.8468
EVS-01512
SESS-000000016
Abuja
2024-07-03 12:58:43
2024-07-03 14:12:43
74
ccs_dc
tou
112.44
103.84
237.07
26,656.06
7.74796
3.00457
EVS-00717
SESS-000000017
Jos
2024-06-24 08:00:32
2024-06-24 09:05:32
65
ccs_dc
membership
89
101.08
178.95
15,926.42
4.57769
11.71062
EVS-01890
SESS-000000018
Kaduna
2024-02-07 14:43:09
2024-02-07 16:03:09
80
chademo_dc
flat
84.79
69
211.35
17,919.49
7.06405
13.38627
EVS-00717
SESS-000000019
Kaduna
2024-07-02 12:34:18
2024-07-02 14:41:18
127
ccs_dc
flat
54.15
28.45
239.93
12,992.58
10.56071
5.57105
EVS-01286
SESS-000000020
Ikeja
2024-11-28 15:37:18
2024-11-28 16:19:18
42
type2_ac
flat
4.8
7.98
201.07
966.12
8.85299
4.50255
EVS-00346
SESS-000000021
Kaduna
2024-07-12 06:01:17
2024-07-12 06:39:17
38
chademo_dc
flat
25.85
46.01
217.46
5,622.13
8.89558
13.53877
EVS-00849
SESS-000000022
Ikeja
2024-08-06 13:10:05
2024-08-06 14:24:05
74
type2_ac
flat
4.85
4.54
211.52
1,026.77
11.93145
12.60002
EVS-00354
SESS-000000023
Benin
2024-08-15 18:49:47
2024-08-15 20:16:47
87
ccs_dc
flat
85.92
73.49
212.96
18,296.68
11.57656
11.72261
EVS-01624
SESS-000000024
Ibadan
2024-05-19 12:32:49
2024-05-19 13:01:49
29
type2_ac
membership
3.5
8.1
186.66
653.35
7.12009
12.93138
EVS-01452
SESS-000000025
Enugu
2024-07-15 11:01:10
2024-07-15 12:02:10
61
ccs_dc
tou
37.77
49.25
246.93
9,326.47
6.26358
3.10691
EVS-00634
SESS-000000026
Ibadan
2024-07-26 22:38:38
2024-07-26 23:32:38
54
ccs_dc
flat
77.28
85.13
225.61
17,435.3
6.03617
5.5514
EVS-01491
SESS-000000027
Jos
2024-10-12 19:23:06
2024-10-12 20:08:06
45
ccs_dc
membership
31.19
52.67
178.69
5,573.11
6.48306
7.11766
EVS-00730
SESS-000000028
Jos
2024-04-22 19:08:15
2024-04-22 19:18:15
10
type2_ac
membership
1.1
7.27
170.16
200
12.99277
3.13365
EVS-00066
SESS-000000029
Eko
2024-05-13 10:31:23
2024-05-13 11:26:23
55
type2_ac
flat
4.43
5.59
222.57
985.52
10.57008
5.57057
EVS-01026
SESS-000000030
Ibadan
2024-04-24 15:19:45
2024-04-24 16:45:45
86
type2_ac
flat
4.43
3.46
233.95
1,036.45
5.99724
4.7694
EVS-01358
SESS-000000031
Jos
2024-08-14 18:39:21
2024-08-14 19:09:21
30
ccs_dc
flat
19.83
41.38
214.39
4,252.08
4.33747
7.65882
EVS-01514
SESS-000000032
Kaduna
2024-07-11 13:57:21
2024-07-11 15:12:21
75
ccs_dc
tou
40.43
41.78
257.05
10,391.71
9.56497
13.26466
EVS-01428
SESS-000000033
Eko
2024-06-24 14:49:33
2024-06-24 15:45:33
56
ccs_dc
flat
95.29
120.07
212.98
20,294.55
10.43713
7.20675
EVS-00603
SESS-000000034
Kaduna
2024-08-16 13:35:45
2024-08-16 14:45:45
70
chademo_dc
tou
62.41
61.61
252.49
15,758.55
4.59404
2.76524
EVS-00416
SESS-000000035
Benin
2024-07-13 12:41:33
2024-07-13 14:14:33
93
ccs_dc
membership
30.81
22.11
171.77
5,292.32
4.84328
13.72751
EVS-01864
SESS-000000036
Port Harcourt
2024-11-07 16:43:58
2024-11-07 18:22:58
99
ccs_dc
flat
74.47
51.08
238.93
17,792.59
8.01561
8.29189
EVS-00865
SESS-000000037
Kaduna
2024-06-11 15:48:28
2024-06-11 16:14:28
26
type2_ac
flat
2.71
7.5
206.4
560.03
4.53661
4.97222
EVS-00612
SESS-000000038
Benin
2024-09-12 02:28:11
2024-09-12 02:52:11
24
ccs_dc
flat
16.53
42.32
238.09
3,936.47
5.54501
5.98454
EVS-01209
SESS-000000039
Jos
2024-08-17 08:49:56
2024-08-17 09:19:56
30
type2_ac
membership
3.6
8.21
171.08
615.94
11.1607
4.21089
EVS-01527
SESS-000000040
Ibadan
2024-11-24 01:54:09
2024-11-24 03:15:09
81
chademo_dc
membership
80.95
69.33
166.68
13,492.11
13.78558
7.69096
EVS-00632
SESS-000000041
Kano
2024-02-24 00:14:27
2024-02-24 00:46:27
32
type2_ac
flat
1.68
3.37
226.43
380.96
4.22439
10.06216
EVS-00460
SESS-000000042
Kano
2024-11-23 16:20:38
2024-11-23 17:24:38
64
type2_ac
flat
7.61
7.83
226.35
1,722.1
11.98076
11.02754
EVS-00749
SESS-000000043
Eko
2024-07-09 22:40:28
2024-07-09 23:03:28
23
ccs_dc
flat
11.4
30.91
232.31
2,648.47
4.32496
6.14194
EVS-00404
SESS-000000044
Eko
2024-02-13 06:08:50
2024-02-13 07:44:50
96
type2_ac
tou
7.28
5.13
245.07
1,784.09
4.63024
14.27909
EVS-00180
SESS-000000045
Kaduna
2024-10-23 15:07:56
2024-10-23 16:48:56
101
ccs_dc
flat
103.33
71.05
202.3
20,904.4
11.12306
8.78202
EVS-00583
SESS-000000046
Abuja
2024-02-20 17:49:57
2024-02-20 20:11:57
142
type2_ac
flat
20.36
9.77
213.8
4,352.48
4.41165
13.86963
EVS-00590
SESS-000000047
Eko
2024-08-08 04:34:13
2024-08-08 06:26:13
112
ccs_dc
tou
100.61
56.97
236.65
23,809.8
5.10191
4.67499
EVS-01204
SESS-000000048
Eko
2024-09-25 14:16:45
2024-09-25 15:32:45
76
type2_ac
tou
8.1
6.91
226.44
1,834.89
10.53976
4.29619
EVS-00453
SESS-000000049
Port Harcourt
2024-01-14 08:21:01
2024-01-14 09:35:01
74
type2_ac
tou
9.11
7.51
257.92
2,350.12
13.1358
5.16526
EVS-00829
SESS-000000050
Eko
2024-04-27 23:02:10
2024-04-28 00:11:10
69
type2_ac
flat
8.49
8.15
215.74
1,831.45
4.51575
5.78052
EVS-00310
SESS-000000051
Benin
2024-09-16 01:31:08
2024-09-16 03:11:08
100
type2_ac
flat
10.64
7.09
206.63
2,197.8
12.59257
4.01568
EVS-00775
SESS-000000052
Abuja
2024-09-19 09:09:36
2024-09-19 10:11:36
62
ccs_dc
membership
54.71
53.2
175.29
9,589.52
6.63729
12.36244
EVS-00765
SESS-000000053
Benin
2024-04-20 01:36:05
2024-04-20 02:28:05
52
type2_ac
flat
2.48
3.39
230.22
570.12
7.05936
6.33003
EVS-01946
SESS-000000054
Ibadan
2024-12-15 14:54:34
2024-12-15 15:35:34
41
type2_ac
flat
3.96
6.71
213.28
845.56
13.4466
7.21311
EVS-00971
SESS-000000055
Benin
2024-08-01 08:11:03
2024-08-01 08:41:03
30
type2_ac
tou
4.22
9.79
247.86
1,046.44
5.17123
11.67567
EVS-00391
SESS-000000056
Abuja
2024-05-18 23:29:03
2024-05-18 23:45:03
16
type2_ac
tou
1.79
6.91
240.48
429.55
12.19782
5.235
EVS-01051
SESS-000000057
Kaduna
2024-02-23 03:27:45
2024-02-23 04:45:45
78
type2_ac
flat
12.39
10.75
225.48
2,794.37
10.52226
6.40933
EVS-01547
SESS-000000058
Kano
2024-09-17 19:03:45
2024-09-17 19:27:45
24
type2_ac
flat
2.39
6.27
211.19
505.46
8.5444
8.15607
EVS-00151
SESS-000000059
Enugu
2024-01-29 00:43:13
2024-01-29 01:11:13
28
type2_ac
flat
3.86
9.54
205.72
794.29
9.24221
12.72404
EVS-00893
SESS-000000060
Abuja
2024-12-06 02:45:38
2024-12-06 04:20:38
95
chademo_dc
tou
102.45
82.66
227.86
23,344.82
10.5806
13.7985
EVS-01837
SESS-000000061
Ikeja
2024-04-28 04:29:33
2024-04-28 05:12:33
43
type2_ac
flat
6.67
10.49
238.38
1,590.56
7.09323
5.56653
EVS-00084
SESS-000000062
Ibadan
2024-08-30 13:57:28
2024-08-30 15:58:28
121
type2_ac
tou
11.96
5.65
240.34
2,875.07
10.45682
3.52204
EVS-00025
SESS-000000063
Eko
2024-02-01 23:26:36
2024-02-02 01:07:36
101
type2_ac
flat
12.63
7.93
223.24
2,820.24
13.34081
10.27197
EVS-01678
SESS-000000064
Jos
2024-11-26 15:56:55
2024-11-26 17:46:55
110
type2_ac
flat
12.09
8.43
231.06
2,794.17
4.39605
13.80711
EVS-01457
SESS-000000065
Jos
2024-03-18 15:27:49
2024-03-18 16:25:49
58
type2_ac
membership
7.52
9.01
182.07
1,369.21
10.04522
6.07229
EVS-00088
SESS-000000066
Jos
2024-05-03 06:39:06
2024-05-03 07:40:06
61
type2_ac
flat
9.15
9.49
219.84
2,011.39
6.92803
4.52502
EVS-00531
SESS-000000067
Ikeja
2024-03-24 10:19:44
2024-03-24 10:44:44
25
type2_ac
membership
2.57
6.86
187.56
481.59
12.12866
7.24232
EVS-01739
SESS-000000068
Ibadan
2024-11-24 07:37:10
2024-11-24 08:44:10
67
ccs_dc
membership
71.74
67.58
189.05
13,561.61
8.22702
13.14526
EVS-00765
SESS-000000069
Ibadan
2024-08-26 10:42:05
2024-08-26 12:02:05
80
type2_ac
flat
7.78
7.75
223.74
1,739.82
5.72994
11.98208
EVS-01505
SESS-000000070
Abuja
2024-06-26 07:15:58
2024-06-26 08:32:58
77
type2_ac
membership
3.89
3.86
189.48
737.82
8.89882
3.5738
EVS-01123
SESS-000000071
Eko
2024-07-03 07:25:58
2024-07-03 09:06:58
101
type2_ac
flat
6.56
4.71
220.62
1,447.43
7.29315
3.20382
EVS-00063
SESS-000000072
Kaduna
2024-07-12 18:48:31
2024-07-12 19:08:31
20
type2_ac
flat
2.27
7.26
218.82
495.97
4.43924
6.83764
EVS-01601
SESS-000000073
Enugu
2024-07-22 18:37:42
2024-07-22 19:11:42
34
ccs_dc
flat
49.3
94.74
206.37
10,173.48
11.64738
13.51039
EVS-01978
SESS-000000074
Enugu
2024-09-22 04:56:11
2024-09-22 05:06:11
10
type2_ac
tou
1.4
10.19
226.03
316.72
8.16614
6.94492
EVS-01564
SESS-000000075
Port Harcourt
2024-11-07 01:27:52
2024-11-07 03:10:52
103
type2_ac
tou
7.96
5.81
246.13
1,958
13.25716
13.45218
EVS-00072
SESS-000000076
Benin
2024-02-11 16:00:16
2024-02-11 16:51:16
51
ccs_dc
membership
27.17
35.59
177.29
4,817.85
8.62736
3.31846
EVS-01949
SESS-000000077
Enugu
2024-04-09 04:02:32
2024-04-09 04:22:32
20
type2_ac
membership
3.04
9.73
159.22
483.98
8.10665
12.61361
EVS-01342
SESS-000000078
Jos
2024-09-15 06:51:02
2024-09-15 07:13:02
22
type2_ac
tou
2.17
7.66
257.47
559.6
11.35807
12.2405
EVS-00242
SESS-000000079
Enugu
2024-11-09 17:26:04
2024-11-09 18:07:04
41
ccs_dc
membership
53.51
74.85
176
9,417.23
10.21582
6.53038
EVS-01496
SESS-000000080
Kano
2024-07-19 04:33:23
2024-07-19 05:29:23
56
chademo_dc
membership
51.01
68.88
185.21
9,448.49
12.44926
7.70711
EVS-00567
SESS-000000081
Benin
2024-12-16 09:47:30
2024-12-16 11:26:30
99
ccs_dc
flat
32.37
21.95
220.4
7,135.35
12.53115
6.62532
EVS-00972
SESS-000000082
Benin
2024-06-09 23:41:04
2024-06-10 00:40:04
59
ccs_dc
flat
61.34
69.54
201.53
12,361.14
9.75965
6.25194
EVS-01254
SESS-000000083
Kaduna
2024-12-27 05:28:44
2024-12-27 05:38:44
10
ccs_dc
membership
4.27
27.15
190.47
813.63
10.67242
5.99764
EVS-01579
SESS-000000084
Eko
2024-11-12 19:07:33
2024-11-12 20:27:33
80
ccs_dc
membership
84.51
77.11
177.58
15,008.02
13.74149
11.36845
EVS-01678
SESS-000000085
Port Harcourt
2024-10-05 23:15:16
2024-10-06 01:06:16
111
ccs_dc
tou
60.52
38.08
263.05
15,919.83
6.4747
3.65054
EVS-01241
SESS-000000086
Kaduna
2024-09-10 19:18:57
2024-09-10 21:12:57
114
type2_ac
membership
14.13
8.51
180.8
2,555.56
7.33493
4.63053
EVS-01898
SESS-000000087
Abuja
2024-04-15 02:18:43
2024-04-15 02:43:43
25
ccs_dc
flat
25.89
66.03
220.81
5,716.1
7.74068
9.62663
EVS-00080
SESS-000000088
Benin
2024-09-18 02:33:47
2024-09-18 03:04:47
31
type2_ac
tou
4.81
9.44
239.56
1,152.85
8.86506
7.21356
EVS-01102
SESS-000000089
Port Harcourt
2024-07-09 19:45:47
2024-07-09 21:55:47
130
ccs_dc
tou
104.25
60.51
236.42
24,647.23
9.71371
10.54167
EVS-00760
SESS-000000090
Port Harcourt
2024-07-15 12:17:03
2024-07-15 12:44:03
27
chademo_dc
membership
24.61
55.79
187.75
4,620.79
5.05834
5.77324
EVS-01352
SESS-000000091
Ikeja
2024-01-24 05:32:43
2024-01-24 06:19:43
47
chademo_dc
membership
75.13
105.43
184.5
13,862.2
5.78508
5.0897
EVS-01532
SESS-000000092
Eko
2024-08-18 06:46:38
2024-08-18 07:57:38
71
ccs_dc
tou
47.52
44.27
247.04
11,738.05
10.37136
7.74656
EVS-01090
SESS-000000093
Port Harcourt
2024-11-23 11:38:20
2024-11-23 13:20:20
102
type2_ac
tou
10.55
6.68
234.91
2,478.9
13.86101
8.55359
EVS-01340
SESS-000000094
Jos
2024-12-06 09:24:07
2024-12-06 10:49:07
85
ccs_dc
flat
124.41
102.31
228.95
28,483.71
13.49794
6.72007
EVS-01028
SESS-000000095
Ikeja
2024-08-17 01:29:18
2024-08-17 01:50:18
21
chademo_dc
tou
39.54
117.93
241.97
9,566.98
13.87516
3.61488
EVS-00671
SESS-000000096
Kaduna
2024-04-24 17:06:01
2024-04-24 17:17:01
11
type2_ac
membership
1.51
8.09
179.72
271.04
10.50543
6.22164
EVS-01895
SESS-000000097
Ibadan
2024-06-15 14:57:36
2024-06-15 15:26:36
29
type2_ac
membership
2.03
4.77
187.45
380.89
11.5799
4.8374
EVS-01035
SESS-000000098
Enugu
2024-01-20 13:57:51
2024-01-20 15:02:51
65
type2_ac
tou
7.5
8.21
237.02
1,777
5.30147
11.88401
EVS-01922
SESS-000000099
Kano
2024-07-07 06:17:05
2024-07-07 07:34:05
77
ccs_dc
flat
33.34
31.03
225.6
7,520.87
4.86221
7.23509
End of preview. Expand in Data Studio
# Nigerian Energy & Utilities – EV Charging Sessions

EV charging session logs across Nigeria with connectors, energy, pricing, and geo.

- **[category]** Emerging & Advanced
- **[rows]** ~120,000
- **[formats]** CSV + Parquet (snappy)
- **[geography]** Nigeria (DisCos, substations, plants)

## Schema

| column | dtype |

|---|---| | station_id | object | | session_id | object | | disco | object | | start_time | object | | end_time | object | | duration_min | int64 | | connector_type | object | | pricing_scheme | object | | energy_kwh | float64 | | power_kw_avg | float64 | | price_ngn_kwh | float64 | | amount_ngn | float64 | | lat | float64 | | lon | float64 |

## Usage

```python
import pandas as pd
df = pd.read_parquet('data/nigerian_energy_and_utilities_ev_charging_sessions/nigerian_energy_and_utilities_ev_charging_sessions.parquet')
df.head()
```

```python
from datasets import load_dataset
ds = load_dataset('electricsheepafrica/nigerian_energy_and_utilities_ev_charging_sessions')
ds
```

## Notes

- Data generated with Nigeria-specific parameters (DisCos, tariff bands, 50 Hz grid)
- Time-of-use shapes and seasonal/weather effects included where applicable
- Values are internally consistent (e.g., kWh ~ kW*h; voltage/current ~ power)
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