Datasets:

Arailym-tleubayeva
/

KazOilWellOps_Dataset

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 split
test.csv – testing split
dataset_cleaned.csv – cleaned full dataset
dataset_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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