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Datasets:
waltgrace
/
poker-bot-sim-1.5M

Tasks:
Reinforcement Learning
Tags:
poker
nlhe
heads-up
bot-vs-bot
gameplay-data
grpo
License:
Dataset card Data Studio Files
xet
 Community
Dataset Preview
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The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed
Error code:   DatasetGenerationError
Exception:    TypeError
Message:      Couldn't cast array of type
struct<LAGBot: double, NitBot: int64, CallingStation: double>
to
{'LAGBot': Value('float64'), 'NitBot': Value('float64')}
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1872, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 295, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2281, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2233, in cast_table_to_schema
                  cast_array_to_feature(
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1804, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2101, in cast_array_to_feature
                  raise TypeError(f"Couldn't cast array of type\n{_short_str(array.type)}\nto\n{_short_str(feature)}")
              TypeError: Couldn't cast array of type
              struct<LAGBot: double, NitBot: int64, CallingStation: double>
              to
              {'LAGBot': Value('float64'), 'NitBot': Value('float64')}
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1925, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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matchup
string
hand_num
int64
decisions
list
results
dict
LAGBot vs NitBot
0
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
1
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
2
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
3
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
4
[ { "seat": 1, "action": "raise", "amount": 40, "street": "preflop", "pot": 15 }, { "seat": 0, "action": "fold", "amount": 0, "street": "preflop", "pot": 50 } ]
{ "LAGBot": -10, "NitBot": 10 }
LAGBot vs NitBot
5
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
6
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
7
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
8
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
9
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
10
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
11
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
12
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
13
[ { "seat": 1, "action": "raise", "amount": 40, "street": "preflop", "pot": 15 }, { "seat": 0, "action": "fold", "amount": 0, "street": "preflop", "pot": 50 } ]
{ "LAGBot": -10, "NitBot": 10 }
LAGBot vs NitBot
14
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
15
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
16
[ { "seat": 1, "action": "call", "amount": 0, "street": "preflop", "pot": 15 }, { "seat": 0, "action": "check", "amount": 0, "street": "preflop", "pot": 20 }, { "seat": 0, "action": "raise", "amount": 15, "street": "flop", "pot": 20 }, { "sea...
{ "LAGBot": 10, "NitBot": -10 }
LAGBot vs NitBot
17
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
18
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
19
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
20
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
21
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
22
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
23
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
24
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
25
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
26
[ { "seat": 1, "action": "call", "amount": 0, "street": "preflop", "pot": 15 }, { "seat": 0, "action": "check", "amount": 0, "street": "preflop", "pot": 20 }, { "seat": 0, "action": "check", "amount": 0, "street": "flop", "pot": 20 }, { "seat...
{ "LAGBot": 10, "NitBot": -10 }
LAGBot vs NitBot
27
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
28
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
29
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
30
[ { "seat": 1, "action": "call", "amount": 0, "street": "preflop", "pot": 15 }, { "seat": 0, "action": "check", "amount": 0, "street": "preflop", "pot": 20 }, { "seat": 0, "action": "check", "amount": 0, "street": "flop", "pot": 20 }, { "seat...
{ "LAGBot": 10, "NitBot": -10 }
LAGBot vs NitBot
31
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
32
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
33
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
34
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
35
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
36
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
37
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
38
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
39
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
40
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
41
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
42
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
43
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
44
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
45
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
46
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
47
[ { "seat": 1, "action": "raise", "amount": 40, "street": "preflop", "pot": 15 }, { "seat": 0, "action": "fold", "amount": 0, "street": "preflop", "pot": 50 } ]
{ "LAGBot": -10, "NitBot": 10 }
LAGBot vs NitBot
48
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
49
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
50
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
51
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
52
[ { "seat": 1, "action": "call", "amount": 0, "street": "preflop", "pot": 15 }, { "seat": 0, "action": "check", "amount": 0, "street": "preflop", "pot": 20 }, { "seat": 0, "action": "raise", "amount": 13, "street": "flop", "pot": 20 }, { "sea...
{ "LAGBot": 10, "NitBot": -10 }
LAGBot vs NitBot
53
[ { "seat": 1, "action": "call", "amount": 0, "street": "preflop", "pot": 15 }, { "seat": 0, "action": "raise", "amount": 22, "street": "preflop", "pot": 20 }, { "seat": 1, "action": "call", "amount": 0, "street": "preflop", "pot": 32 }, { "s...
{ "LAGBot": 22, "NitBot": -22 }
LAGBot vs NitBot
54
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
55
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
56
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
57
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
58
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
59
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
60
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
61
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
62
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
63
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
64
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
65
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
66
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
67
[ { "seat": 1, "action": "raise", "amount": 40, "street": "preflop", "pot": 15 }, { "seat": 0, "action": "fold", "amount": 0, "street": "preflop", "pot": 50 } ]
{ "LAGBot": -10, "NitBot": 10 }
LAGBot vs NitBot
68
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
69
[ { "seat": 1, "action": "call", "amount": 0, "street": "preflop", "pot": 15 }, { "seat": 0, "action": "check", "amount": 0, "street": "preflop", "pot": 20 }, { "seat": 0, "action": "raise", "amount": 13, "street": "flop", "pot": 20 }, { "sea...
{ "LAGBot": 10, "NitBot": -10 }
LAGBot vs NitBot
70
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
71
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
72
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
73
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
74
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
75
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
76
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
77
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
78
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
79
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
80
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
81
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
82
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
83
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
84
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
85
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
86
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
87
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
88
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
89
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
90
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
91
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
92
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
93
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
94
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
95
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
96
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
97
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
98
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
LAGBot vs NitBot
99
[ { "seat": 1, "action": "fold", "amount": 0, "street": "preflop", "pot": 15 } ]
{ "LAGBot": 5, "NitBot": -5 }
End of preview.

Poker Bot-vs-Bot Simulation Dataset

1,500,000 heads-up no-limit hold'em hands generated from all 15 pairwise matchups of 6 deterministic heuristic poker bots, 100,000 hands per matchup.

Bots

  • TAGBot (tight-aggressive): VPIP ~18%, PFR ~15%, cbet 65%
  • LAGBot (loose-aggressive): VPIP ~30%, PFR ~24%, lots of bluffs
  • NitBot (super tight): only plays premium hands
  • CallingStation (loose-passive): calls almost everything
  • EquityBot (math-only): raw equity vs pot odds
  • ExploitBot (adaptive): tracks villain tendencies

Observed edges (bb/100 over 500k hands per bot)

Bot bb/100
TAGBot +140.52
LAGBot +52.47
NitBot +4.38
ExploitBot -34.14
EquityBot -34.15
CallingStation -129.08

Format

JSONL, one hand per line:

{
  "matchup": "TAGBot vs LAGBot",
  "hand_num": 42,
  "decisions": [{"seat": 0, "action": "raise", "amount": 30, "street": "preflop", "pot": 15}, ...],
  "results": {"TAGBot": +20, "LAGBot": -20}
}

Stacks carry over between hands within a matchup; players restocked to $1000 when depleted.

Use cases

  • GRPO / RL training with actual chip outcome as reward (not equity heuristics)
  • Benchmarking new LLM poker agents against a known-edge opponent set
  • Studying strategy convergence at scale

Generation script

runpod_offline_sim.py in the poker_blackjack repo. ~170 hands/sec on an M-series Mac with 8 workers.
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