Index
float64 | Well
string | Reservoir
string | Perforation interval
string | Production method
string | Marka nasosa Proizvoditelnost nasosa
string | Commissioning date
string | Tubing diameter
float64 | Pump setting depth
float64 | Current frequency, Hz
float64 | chastota do izmeneniya, GTs
float64 | data izmeneniya
string | Sila toka, A
float64 | Moshchnost el. dvigatelya
float64 | Chislo kachanii polirovannogo shtoka
float64 | Chislo kachanii polirovannogo shtoka do izmeneniya
float64 | data izmeneniya chislo kachaniya
string | Dlina khoda polirovannogo shtoka
float64 | Dlina khoda polirovannogo shtoka do izmeneniya
float64 | data izmeneniya dliny khoda
string | Ndin/Nst predposledniy otbivki
float64 | data predposledney otbivki
string | Davlenie trubnoe kgs
float64 | Davlenie zatrubnoe kgs
float64 | Qzhid, m³/sut
float64 | Qnefti, m³/sut
float64 | Obvodnennost %
float64 | Plot-nost nefti
float64 | Perforatsiya_verkh_m
float64 | Perforatsiya_niz_m
float64 | Perforatsiya_tolshchina_m
float64 | Data vvoda v ekspluatatsiyu_year
float64 | Data vvoda v ekspluatatsiyu_month
float64 | Data vvoda v ekspluatatsiyu_day
float64 | Change date (year)
float64 | Change date (month)
float64 | Change date (day)
float64 | Stroke count change (year)
float64 | Stroke count change (month)
float64 | Stroke count change (day)
float64 | Stroke length change (year)
float64 | Stroke length change (month)
float64 | Stroke length change (day)
float64 | Previous shutdown date (year)
int64 | Previous shutdown date (month)
int64 | Previous shutdown date (day)
int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1
|
NK-3
|
M-II
|
1286,4-1292,4
|
SRP
|
25-150-RHAM-15-5-2-2
|
2021-11-07
| 73
| 1,256.48
| 42.48
| 36.7
|
2025-12-07
| null | 30
| 6
| 5
|
2025-09-06
| 3
| 3
|
2025-09-06
| 1,207
|
2025-09-25
| 6
| 22
| 3.017445
| 2.929558
| 3
| 0.8759
| 1,286.4
| 1,292.4
| 6
| 2,021
| 11
| 7
| 2,025
| 12
| 7
| 2,025
| 9
| 6
| 2,025
| 9
| 6
| 2,025
| 9
| 25
|
2
|
NK-7
|
M-II
|
1288,5-1296
|
SRP
|
25-150-RNAM-15-5-2-2
|
2023-07-10
| 73
| 1,266.94
| 45.2
| 25.74
| null | null | 30
| 6
| 5
| null | 3
| 4
| null | 1,175
|
2025-09-25
| 4
| 12
| 6.439758
| 6.430113
| 0.15
| 0.8342
| 1,288.5
| 1,296
| 7.5
| 2,023
| 7
| 10
| null | null | null | null | null | null | null | null | null | 2,025
| 9
| 25
|
3
|
NK-8
|
M-II
|
1282,5-1289
|
SRP
|
25-150-RNAM-15-5-2-2
|
2023-07-10
| 73
| 1,278.79
| 32
| 40.4
|
2025-12-07
| null | 30
| 5
| 4
|
2025-09-06
| 3
| 3
|
2025-09-06
| 1,216
|
2025-09-25
| 1
| 16
| 7.984267
| 5.11812
| 56
| 0.8339
| 1,282.5
| 1,289
| 6.5
| 2,023
| 7
| 10
| 2,025
| 12
| 7
| 2,025
| 9
| 6
| 2,025
| 9
| 6
| 2,025
| 9
| 25
|
4
|
NK-9
|
M-II
|
1285,5-1290
|
SRP
|
25-150-RNAM-15-5-2-2
|
2023-09-25
| 73
| 1,272.6
| 54.57
| 56.5
|
2025-12-07
| null | 30
| 7
| 4
| null | 3
| 4
| null | 165
|
2025-08-19
| 7
| 15
| 6.628977
| 6.595997
| 0.5
| 0.8443
| 1,285.5
| 1,290
| 4.5
| 2,023
| 9
| 25
| 2,025
| 12
| 7
| null | null | null | null | null | null | 2,025
| 8
| 19
|
5
|
NK-31
|
M-II
|
1284-1289
|
SRP
|
25-106 RHAM 15-5-2-2
|
2023-01-22
| 73
| 1,269.21
| 39.03
| 32.86
|
2025-09-07
| null | 30
| 5
| 4
|
2025-09-07
| 1.8
| 3
| null | 620
|
2025-10-18
| 0
| 8
| 0
| 0
| 0
| 0.8316
| 1,284
| 1,289
| 5
| 2,023
| 1
| 22
| 2,025
| 9
| 7
| 2,025
| 9
| 7
| null | null | null | 2,025
| 10
| 18
|
6
|
NK-66
|
M-II
|
1297-1307
|
SRP
|
25-150 RHAM 15-5-2-2
|
2022-12-20
| 73
| 1,283
| 55.9
| 47.5
|
2025-12-07
| null | 30
| 7
| 4
| null | 3
| 4
| null | 1,231
|
2025-09-26
| 6
| 29
| 13.479817
| 11.521211
| 17
| 0.8651
| 1,297
| 1,307
| 10
| 2,022
| 12
| 20
| 2,025
| 12
| 7
| null | null | null | null | null | null | 2,025
| 9
| 26
|
7
|
NK-68
|
M-II
|
1328-1336
|
SRP
|
25-106 RHAM 15-5-2-2
|
2023-01-18
| 73
| 1,317.8
| 39.71
| 48.08
|
2025-12-07
| null | 30
| 5
| 6
| null | 2.4
| 1.8
| null | 1,284
|
2025-09-21
| 0
| 27
| 4.666192
| 4.66386
| 0.05
| 0.8315
| 1,328
| 1,336
| 8
| 2,023
| 1
| 18
| 2,025
| 12
| 7
| null | null | null | null | null | null | 2,025
| 9
| 21
|
8
|
NK-74
|
M-II
|
1355,5-1359m, 1360-1362m, 1363-1365 m
|
SRP
|
20-106-RHAM 14-4-2-2
|
2024-06-15
| 73
| 1,330.79
| 33
| 40.4
|
2025-12-07
| null | 30
| 5
| 4
|
2025-09-06
| 3
| 2.4
| null | 995
|
2025-10-21
| 1
| 22
| 3.327982
| 3.311424
| 0.5
| 0.8368
| 1,355.5
| 1,365
| 7.5
| 2,024
| 6
| 15
| 2,025
| 12
| 7
| 2,025
| 9
| 6
| null | null | null | 2,025
| 10
| 21
|
9
|
NK-77
|
Yu-0-1 A
|
1284-1296,5
|
SRP
|
25-150 RHAM 15-5-2-2
|
2024-11-23
| 73
| 1,293.94
| 41.89
| 59.04
| null | null | 30
| 5
| 6
| null | 3
| 3
| null | 1,229
|
2025-10-21
| 5
| 18
| 9.704363
| 8.438576
| 15
| 0.871
| 1,284
| 1,296.5
| 12.5
| 2,024
| 11
| 23
| null | null | null | null | null | null | null | null | null | 2,025
| 10
| 21
|
10
|
NK-79
|
M-II
|
1286,5-1297 1299,5-1301
|
SRP
|
25-150 RHAM 15-5-2-2
|
2023-05-28
| 73
| 1,278.88
| 32.48
| 48.08
|
2025-12-07
| null | 30
| 6
| 4
| null | 2.4
| 1.8
| null | 1,225
|
2025-09-28
| 6
| 14
| 3.525256
| 3.523494
| 0.05
| 0.8449
| 1,286.5
| 12,971,299.5
| 12,970,013
| 2,023
| 5
| 28
| 2,025
| 12
| 7
| null | null | null | null | null | null | 2,025
| 9
| 28
|
11
|
NK-80
|
M-II
|
1282,5-1292,5
|
SRP
|
25-106 RHAM 14-5-2-2.
|
2023-10-13
| 73
| 1,271.31
| 33.63
| 49.85
|
2025-05-10
| null | 30
| 4
| 6
|
2025-05-10
| 2.4
| 2.4
| null | 1,149
|
2025-10-20
| 0
| 28
| 0
| 0
| 1.5
| 0.8428
| 1,282.5
| 1,292.5
| 10
| 2,023
| 10
| 13
| 2,025
| 5
| 10
| 2,025
| 5
| 10
| null | null | null | 2,025
| 10
| 20
|
12
|
NK-82
|
M-II
|
1287,5 – 1293,5
|
SRP
|
25-150 RNAM 15-5-2-2
|
2024-12-01
| 73
| 1,256.94
| 55.64
| 40.4
|
2025-12-07
| null | 30
| 7
| 5
|
2025-10-05
| 3
| 3
|
2024-01-12
| 945
|
2025-09-29
| 4
| 27
| 7.570176
| 7.558838
| 0.15
| 0.8328
| 1,287.5
| 1,293.5
| 6
| 2,024
| 12
| 1
| 2,025
| 12
| 7
| 2,025
| 10
| 5
| 2,024
| 1
| 12
| 2,025
| 9
| 29
|
13
|
NK-84
|
M-II
|
1294,5-1301,5
|
SRP
|
25-150 RHAM 15-5-2-2
|
2024-08-16
| 73
| 1,270.12
| 55.5
| 55
| null | null | 30
| 7
| 5
| null | 3
| 3
|
2025-10-07
| 812
|
2025-09-29
| 0
| 30
| 6.177284
| 3.985345
| 55
| 0.8461
| 1,294.5
| 1,301.5
| 7
| 2,024
| 8
| 16
| null | null | null | null | null | null | 2,025
| 10
| 7
| 2,025
| 9
| 29
|
14
|
NK-86
|
M-II
|
1286,5-1295,5; 1297,5-1299,5; 1304,5-1306,5;
|
SRP
|
25-150 RNAM 14-5-2-2
|
2024-12-23
| 73
| 1,258.33
| 32.2
| 40.7
|
2025-05-10
| null | 30
| 4
| 5
|
2025-05-10
| 3
| 2.5
|
2025-05-10
| 788
|
2025-10-21
| 1
| 20
| 10.183092
| 9.011586
| 13
| 0.8286
| 1,286.5
| 1,306.5
| 13
| 2,024
| 12
| 23
| 2,025
| 5
| 10
| 2,025
| 5
| 10
| 2,025
| 5
| 10
| 2,025
| 10
| 21
|
15
|
NK-87
|
M-II
|
1295,5-1305.
|
SRP
|
25-175 RNAM 15-5-2-2
|
2024-02-27
| 73
| 1,265.91
| 57.64
| 56.97
|
2025-12-07
| null | 30
| 7
| 6
| null | 3
| 2
| null | 1,219
|
2025-09-30
| 3
| 28
| 15.629903
| 15.614289
| 0.1
| 0.8286
| 1,295.5
| 1,305
| 9.5
| 2,024
| 2
| 27
| 2,025
| 12
| 7
| null | null | null | null | null | null | 2,025
| 9
| 30
|
16
|
NK-90
|
M-II
|
1295,5-1299,5.
|
SRP
|
25-150 RHAM 14-5-2-2
|
2025-02-26
| 73
| 1,263.21
| 33.3
| 49.5
|
2025-05-10
| null | 30
| 4
| 6
|
2025-05-10
| 3
| 3
|
2025-05-10
| 1,199
|
2025-09-18
| 0
| 27
| 1.615135
| 1.6071
| 0.5
| 0.8282
| 1,295.5
| 1,299.5
| 4
| 2,025
| 2
| 26
| 2,025
| 5
| 10
| 2,025
| 5
| 10
| 2,025
| 5
| 10
| 2,025
| 9
| 18
|
17
|
NK-91
|
Yu-0-1 A
|
1310,5-1317,0 (6,5m).
|
SRP
|
20-106 RNAM 15-5-2-2
|
2025-03-23
| 73
| 1,297.54
| 48.42
| 47.82
|
2025-12-07
| null | 30
| 6
| 5
| null | 3
| 3
| null | 903
|
2025-09-28
| 0
| 8
| 2.066962
| 1.316537
| 57
| 0.8454
| 1,310.5
| 1,317
| 6.5
| 2,025
| 3
| 23
| 2,025
| 12
| 7
| null | null | null | null | null | null | 2,025
| 9
| 28
|
18
|
NK-92
|
M-II
|
1288,5-1295,5 (7 m)
|
SRP
|
25-150 RNAM 15-5-2-2
|
2025-03-30
| 73
| 1,272.5
| 56.67
| 40.34
| null | null | 30
| 7
| 5
| null | 3
| 2
| null | 1,051
|
2025-09-28
| 1
| 31
| 5.788601
| 5.755793
| 0.57
| 0.8329
| 1,288.5
| 1,295.5
| 7
| 2,025
| 3
| 30
| null | null | null | null | null | null | null | null | null | 2,025
| 9
| 28
|
19
|
NK-93
|
Yu-0-1A
|
1309,5-1316 m (6,5 m) 1316-1321 (5 m)
|
SRP
|
25-150 RNAM 14-5-2-2.
|
2025-04-09
| 73
| 1,296.65
| 55.78
| 47.57
| null | null | 30
| 7
| 6
| null | 3
| 1.8
| null | 529
|
2025-10-20
| 1
| 12
| 5.215355
| 5.103087
| 2.2
| 0.8391
| 1,309.5
| 1,321
| 11.5
| 2,025
| 4
| 9
| null | null | null | null | null | null | null | null | null | 2,025
| 10
| 20
|
20
|
NK-95
|
M-II
|
1299-1309 m (10 m)
|
SRP
|
25-150 RNAM 15-5-2-2
| null | 73
| 1,281.07
| 56.57
| 48.45
| null | null | 30
| 7
| 6
| null | 3
| 2
| null | 989
|
2025-10-20
| 1
| 0
| 21.020767
| 20.916186
| 0.5
| 0.8328
| 1,299
| 1,309
| 10
| null | null | null | null | null | null | null | null | null | null | null | null | 2,025
| 10
| 20
|
Kazakhstan Oil Well Operational Dataset
Description
This dataset contains structured operational and production parameters of sucker rod pump (SRP) oil wells in Kazakhstan. It is intended for industrial AI research, oil production analysis, production forecasting, and predictive modeling of well performance under real field operating conditions. Location: North-West Konys oil field, Kyzylorda Region, Kazakhstan (≈150 km NW of Kyzylorda city).
Dataset Structure
The repository includes:
train.csv– training splittest.csv– testing splitdataset_cleaned.csv– cleaned full datasetdataset_ml_ready_onehot.csv– one-hot encoded ML-ready dataset
Intended Use
- Oil production forecasting
- Regression modeling
- Industrial AI research
- Performance optimization of rod pump wells
License
Apache 2.0
Authors
- Arailym Tleubayeva – PhD student at Astana IT University, Researcher at Viridi Navitas LLP, Kazakhstan
Citation
If you use this dataset in your research, please cite:
@dataset{tleubayeva2026kazoilwellops, author = {Arailym Tleubayeva}, title = {Kazakhstan Oil Well Operational Dataset (KazOilWellOps)}, year = {2026}, publisher = {Hugging Face}, url = {https://huggingface.co/datasets/Arailym-tleubayeva/kaz-oilwell-operational-dataset}, license = {Apache-2.0} }
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