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Datasets:
ANTICH
/
traderharness-ashare-5y

Tasks:
Time Series Forecasting
Reinforcement Learning
Modalities:
Tabular
Text
Languages:
Chinese
Size:
100M - 1B
Tags:
finance
quantitative-trading
a-share
market-data
llm-agents
backtesting
License:
Dataset card Data Studio Files
xet
 Community
Dataset Viewer
Auto-converted to Parquet Duplicate
stock_code
string
date
date32
datetime
timestamp[us]
open
float64
high
float64
low
float64
close
float64
volume
float64
amount
float64
000001
2021-05-19
2021-05-19T10:05:00
24.11
24.13
24.04
24.08
1,756,990
42,322,259
000001
2021-05-25
2021-05-25T11:15:00
24.22
24.29
24.16
24.19
600,300
14,540,208
000001
2021-06-03
2021-06-03T09:40:00
23.81
23.96
23.81
23.93
1,045,000
24,961,135
000001
2021-06-16
2021-06-16T14:40:00
23.26
23.27
23.22
23.23
421,000
9,786,048
000001
2021-06-25
2021-06-25T11:30:00
23.4
23.45
23.34
23.45
1,026,989
24,058,800
000001
2021-07-08
2021-07-08T13:45:00
21.29
21.34
21.28
21.32
1,505,141
32,063,578.48
000001
2021-07-12
2021-07-12T13:15:00
21.16
21.24
21.15
21.17
1,159,100
24,554,252.28
000001
2021-07-19
2021-07-19T13:10:00
21.08
21.17
21.03
21.13
1,097,000
23,145,559
000001
2021-07-22
2021-07-22T13:40:00
20.35
20.37
20.3
20.32
2,150,264
43,726,670.4
000001
2021-08-18
2021-08-18T11:00:00
20.24
20.36
20.24
20.35
3,346,245
67,967,008
000001
2021-08-19
2021-08-19T09:35:00
20.48
20.62
20.32
20.4
4,675,050
95,629,318
000001
2021-08-30
2021-08-30T13:30:00
17.62
17.64
17.6
17.6
2,285,200
40,274,432
000001
2021-08-31
2021-08-31T13:30:00
17.67
17.69
17.65
17.65
1,003,700
17,735,584
000001
2021-09-10
2021-09-10T10:40:00
20.21
20.5
20.17
20.48
14,210,599
289,570,560
000001
2021-09-13
2021-09-13T10:05:00
20.16
20.24
20.1
20.19
2,045,120
41,193,264
000001
2021-09-17
2021-09-17T13:40:00
18.6
18.62
18.56
18.61
2,310,800
42,948,432
000001
2021-09-23
2021-09-23T14:20:00
17.67
17.67
17.65
17.67
2,817,500
49,758,416
000001
2021-10-08
2021-10-08T14:10:00
18.63
18.66
18.61
18.65
1,359,188
25,341,088
000001
2021-10-14
2021-10-14T13:05:00
18.98
19.09
18.97
19.07
2,576,463
48,975,216
000001
2021-10-19
2021-10-19T14:35:00
19.58
19.58
19.55
19.56
1,158,603
22,666,816
000001
2021-10-21
2021-10-21T10:30:00
19.45
19.52
19.43
19.51
2,291,536
44,650,112
000001
2021-10-25
2021-10-25T15:00:00
20.12
20.13
20.1
20.12
1,308,000
26,314,832
000001
2021-10-29
2021-10-29T13:30:00
19.6
19.62
19.57
19.59
458,800
8,992,336
000001
2021-11-02
2021-11-02T10:00:00
19.21
19.21
19.08
19.1
4,968,853
95,093,264
000001
2021-11-09
2021-11-09T10:15:00
17.35
17.37
17.33
17.37
1,606,560
27,870,368
000001
2021-11-26
2021-11-26T10:10:00
17.64
17.65
17.62
17.62
903,500
15,932,601
000001
2021-12-22
2021-12-22T13:40:00
17.4
17.41
17.39
17.4
1,046,502
18,210,672
000001
2021-12-24
2021-12-24T09:40:00
17.27
17.28
17.25
17.26
2,206,600
38,093,227
000002
2021-05-24
2021-05-24T13:25:00
26.21
26.23
26.19
26.19
1,177,500
30,854,800
000002
2021-06-04
2021-06-04T10:30:00
26.43
26.44
26.37
26.38
2,363,500
62,419,088
000002
2021-06-18
2021-06-18T13:50:00
24.54
24.55
24.51
24.51
775,763
19,028,160
000002
2021-06-25
2021-06-25T14:05:00
24.52
24.52
24.5
24.51
660,100
16,180,992
000002
2021-07-22
2021-07-22T14:15:00
23.2
23.21
23.17
23.18
1,369,919
31,767,666.29
000002
2021-08-02
2021-08-02T11:15:00
21.07
21.08
21.03
21.04
1,595,953
33,610,546.59
000002
2021-08-10
2021-08-10T11:30:00
21.64
21.68
21.61
21.68
877,500
19,001,520
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2021-08-13
2021-08-13T13:05:00
22.68
22.76
22.68
22.72
745,200
16,930,288
000002
2021-08-19
2021-08-19T13:05:00
23.07
23.09
23
23.04
2,780,513
64,037,904
000002
2021-09-28
2021-09-28T11:05:00
21.3
21.34
21.22
21.34
2,435,160
51,794,128
000002
2021-09-30
2021-09-30T11:15:00
21.2
21.2
21.13
21.16
1,324,797
28,027,136
000002
2021-10-12
2021-10-12T11:25:00
22.56
22.59
22.51
22.51
2,308,100
52,033,888
000002
2021-10-21
2021-10-21T14:35:00
20.78
20.8
20.74
20.78
1,274,500
26,471,904
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2021-10-22
2021-10-22T14:20:00
21.37
21.39
21.35
21.36
756,682
16,168,752
000002
2021-10-27
2021-10-27T10:20:00
19.88
19.91
19.86
19.91
2,297,400
45,708,096
000002
2021-10-27
2021-10-27T14:00:00
19.7
19.72
19.67
19.7
747,500
14,719,808
000002
2021-10-28
2021-10-28T10:10:00
19.28
19.34
19.27
19.3
2,089,833
40,344,688
000002
2021-10-29
2021-10-29T13:35:00
18.14
18.16
18.12
18.13
2,832,205
51,358,512
000002
2021-11-01
2021-11-01T14:15:00
18.1
18.14
18.09
18.12
1,190,300
21,567,120
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2021-11-03
2021-11-03T14:20:00
18.05
18.05
18.03
18.03
1,119,300
20,188,768
000002
2021-11-03
2021-11-03T14:35:00
18.06
18.06
18.03
18.04
1,143,640
20,632,000
000002
2021-11-04
2021-11-04T10:25:00
17.89
17.91
17.84
17.9
1,591,776
28,451,696
000002
2021-11-04
2021-11-04T13:20:00
18.05
18.14
18.05
18.12
2,954,918
53,502,032
000002
2021-12-01
2021-12-01T10:10:00
18.46
18.57
18.43
18.56
2,544,341
47,059,264
000002
2021-12-03
2021-12-03T13:10:00
19.3
19.3
19.17
19.17
4,198,466
80,784,960
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2021-12-03
2021-12-03T13:35:00
19.14
19.18
19.12
19.17
1,567,500
30,023,296
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2021-12-08
2021-12-08T11:00:00
19.72
19.75
19.69
19.7
996,600
19,646,656
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2021-12-09
2021-12-09T11:00:00
20.27
20.29
20.24
20.29
3,759,300
76,208,992
000002
2021-12-15
2021-12-15T11:20:00
19.61
19.68
19.6
19.68
1,230,600
24,177,120
000002
2021-12-17
2021-12-17T10:00:00
19.68
19.77
19.68
19.7
1,318,785
26,019,836
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2021-12-20
2021-12-20T10:20:00
19.92
19.95
19.86
19.89
3,983,700
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2021-12-22
2021-12-22T14:25:00
19.9
19.91
19.86
19.9
916,301
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2021-12-22
2021-12-22T14:55:00
19.86
19.89
19.84
19.88
1,723,800
34,234,688
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2021-12-28
2021-12-28T13:50:00
19.67
19.68
19.66
19.67
526,800
10,360,496
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2021-05-26
2021-05-26T13:20:00
16.14
16.14
16.07
16.07
43,400
698,811
000004
2021-06-21
2021-06-21T11:30:00
20.2
20.22
20.17
20.17
35,400
715,029
000004
2021-07-06
2021-07-06T11:25:00
19.34
19.35
19.22
19.32
175,200
3,373,336.84
000004
2021-07-09
2021-07-09T10:45:00
18.78
18.78
18.71
18.73
73,800
1,383,731
000004
2021-07-15
2021-07-15T10:10:00
22.36
22.6
22.31
22.4
396,300
8,914,120
000004
2021-07-29
2021-07-29T13:30:00
21.7
21.7
21.58
21.64
46,600
1,007,745
000004
2021-07-30
2021-07-30T10:40:00
22.12
22.34
22.12
22.19
159,734
3,550,227.86
000004
2021-08-03
2021-08-03T13:45:00
24.42
24.42
23.83
24
616,000
14,895,240.49
000004
2021-08-03
2021-08-03T14:40:00
23.75
24.09
23.71
23.71
285,101
6,826,560
000004
2021-08-09
2021-08-09T10:30:00
22.3
22.47
22.3
22.45
80,200
1,795,645
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2021-08-20
2021-08-20T10:20:00
20.59
20.65
20.59
20.65
45,900
946,334
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2021-08-20
2021-08-20T14:20:00
19.75
19.86
19.75
19.86
37,300
738,466
000004
2021-08-23
2021-08-23T13:15:00
20.28
20.32
20.28
20.28
41,400
840,151
000004
2021-08-26
2021-08-26T14:35:00
19.41
19.41
19.32
19.34
69,900
1,354,380
000004
2021-08-27
2021-08-27T10:40:00
19.05
19.14
19.05
19.09
36,200
691,154
000004
2021-09-02
2021-09-02T13:50:00
18.68
18.7
18.66
18.67
31,700
592,076
000004
2021-09-23
2021-09-23T13:35:00
19.94
19.94
19.91
19.92
37,000
737,320
000004
2021-10-15
2021-10-15T10:15:00
20.25
20.46
20.25
20.3
341,949
6,970,711
000004
2021-10-18
2021-10-18T14:55:00
19.2
19.21
19.18
19.18
118,700
2,278,427
000004
2021-10-25
2021-10-25T11:20:00
18.79
18.82
18.75
18.75
17,700
332,538
000004
2021-10-28
2021-10-28T14:35:00
16.56
16.57
16.53
16.55
40,400
668,626
000004
2021-11-11
2021-11-11T13:25:00
17.49
17.5
17.48
17.5
20,500
358,709
000004
2021-11-15
2021-11-15T09:45:00
18.34
19.16
18.34
19.16
1,967,793
37,473,890
000004
2021-11-22
2021-11-22T15:00:00
18.85
18.91
18.84
18.88
192,242
3,629,350
000004
2021-12-08
2021-12-08T10:50:00
18.34
18.35
18.32
18.32
18,500
339,279
000004
2021-12-16
2021-12-16T10:10:00
18.94
18.94
18.91
18.91
13,900
263,077
000004
2021-12-21
2021-12-21T11:15:00
19.04
19.07
19.04
19.06
7,200
137,208
000006
2021-05-17
2021-05-17T09:40:00
5.44
5.45
5.4
5.4
1,349,788
7,301,019
000006
2021-05-31
2021-05-31T10:05:00
5.26
5.28
5.26
5.27
263,989
1,390,924
000006
2021-05-31
2021-05-31T14:35:00
5.26
5.27
5.26
5.27
127,800
672,339
000006
2021-06-16
2021-06-16T10:35:00
5.17
5.17
5.16
5.17
32,400
167,228
000006
2021-06-17
2021-06-17T10:45:00
5.19
5.2
5.19
5.2
114,400
593,806
000006
2021-06-17
2021-06-17T14:40:00
5.18
5.18
5.17
5.17
101,800
526,467
000006
2021-06-29
2021-06-29T14:40:00
5.03
5.04
5.03
5.03
125,900
633,712
000006
2021-07-07
2021-07-07T13:55:00
4.83
4.84
4.83
4.84
111,600
539,290
000006
2021-08-05
2021-08-05T09:45:00
4.51
4.58
4.51
4.57
1,142,600
5,193,766
000006
2021-08-17
2021-08-17T14:30:00
4.58
4.59
4.58
4.59
91,400
418,717
000006
2021-09-16
2021-09-16T10:40:00
4.7
4.7
4.68
4.69
273,100
1,279,494
End of preview. Expand in Data Studio

TraderHarness A-share 5-year dataset

Point-in-time market data for evaluating and training autonomous LLM trading agents with TraderHarness.

Contents

  • Full-market daily OHLCV
  • 284,219,844 canonical 5-minute bars partitioned by year
  • Announcement titles, policy news, fundamentals, valuation, dividends, and CSI 300
  • Entity templates used by TraderHarness's deterministic runtime company mask
  • SHA-256 release manifest for verified, atomic installation

Install the complete release:

pip install "traderharness[data]"
traderharness data download --full

Derived and redacted fields

Public news content contains entity-templated headlines or explicit redaction notices only. Licensed CLS full text is not redistributed. Announcement data contains titles rather than source documents. Runtime pseudo-identities are generated by TraderHarness and are not stored as a single fixed mapping in this release.

Intended use

Historical research, agent evaluation, trajectory generation, and reproducible backtesting. This dataset does not provide investment advice and is not intended for live order routing.

Licensing and provenance

Compiled from the maintainers' personal research archive and freely available public internet sources. For research use only. No warranty. Upstream data rights remain with their owners and may differ by field, provider, and jurisdiction. Review the project data documentation and upstream terms before redistribution or commercial use.
Downloads last month
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Number of rows:
298,854,820
Total file size:
5.13 GB