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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      Failed to parse string: 'shuffled' as a scalar of type double
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                  ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2312, in cast_table_to_schema
                  cast_array_to_feature(
                  ~~~~~~~~~~~~~~~~~~~~~^
                      table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                      feature,
                      ^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ~~~~^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2152, in cast_array_to_feature
                  return array_cast(
                      array,
                  ...<2 lines>...
                      allow_decimal_to_str=allow_decimal_to_str,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
                  return func(array, *args, **kwargs)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2015, in array_cast
                  return array.cast(pa_type)
                         ~~~~~~~~~~^^^^^^^^^
                File "pyarrow/array.pxi", line 1147, in pyarrow.lib.Array.cast
                File "/usr/local/lib/python3.14/site-packages/pyarrow/compute.py", line 412, in cast
                  return call_function("cast", [arr], options, memory_pool)
                File "pyarrow/_compute.pyx", line 604, in pyarrow._compute.call_function
                File "pyarrow/_compute.pyx", line 399, in pyarrow._compute.Function.call
                  result = GetResultValue(
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
                  raise convert_status(status)
              pyarrow.lib.ArrowInvalid: Failed to parse string: 'shuffled' as a scalar of type double
              
              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 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, 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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record_id
string
symbol
string
company
string
date
string
previous_date
string
close
float64
previous_close
float64
direction
string
category
string
answer_type
string
task
string
target
string
context_order
null
prompt_id
null
eval_scope
null
prompt
string
completion
string
messages_json
string
AAPL:2025-02-28:direction
AAPL
AAPL
2025-02-28
2025-01-31
241.84
236
higher
train_update
categorical
update
AAPL closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: AAPL (AAPL) Previous monthly close: 2025-01-31 at $236.00 Current monthly close: 2025-02-28 at $241.84 Write one concise factual market update.
AAPL closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: AAPL (AAPL)\nPrevious monthly close: 2025-01-31 at $236.00\nCurrent monthly close: 2025-02-28 at $241.84\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "AAPL closed higher on 2025-02-28 versus 2025-01-31."}]
AAPL:2025-02-28:direction
AAPL
AAPL
2025-02-28
2025-01-31
241.84
236
higher
train_qa
categorical
qa
higher
null
null
null
Did AAPL close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did AAPL close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
ABBV:2025-02-28:direction
ABBV
ABBV
2025-02-28
2025-01-31
209.03
183.9
higher
train_update
categorical
update
ABBV closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: ABBV (ABBV) Previous monthly close: 2025-01-31 at $183.90 Current monthly close: 2025-02-28 at $209.03 Write one concise factual market update.
ABBV closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: ABBV (ABBV)\nPrevious monthly close: 2025-01-31 at $183.90\nCurrent monthly close: 2025-02-28 at $209.03\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "ABBV closed higher on 2025-02-28 versus 2025-01-31."}]
ABBV:2025-02-28:direction
ABBV
ABBV
2025-02-28
2025-01-31
209.03
183.9
higher
train_qa
categorical
qa
higher
null
null
null
Did ABBV close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did ABBV close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
ABT:2025-02-28:direction
ABT
ABT
2025-02-28
2025-01-31
138.01
127.93
higher
train_update
categorical
update
ABT closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: ABT (ABT) Previous monthly close: 2025-01-31 at $127.93 Current monthly close: 2025-02-28 at $138.01 Write one concise factual market update.
ABT closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: ABT (ABT)\nPrevious monthly close: 2025-01-31 at $127.93\nCurrent monthly close: 2025-02-28 at $138.01\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "ABT closed higher on 2025-02-28 versus 2025-01-31."}]
ABT:2025-02-28:direction
ABT
ABT
2025-02-28
2025-01-31
138.01
127.93
higher
train_qa
categorical
qa
higher
null
null
null
Did ABT close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did ABT close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
ADI:2025-02-28:direction
ADI
ADI
2025-02-28
2025-01-31
230.06
211.89
higher
train_update
categorical
update
ADI closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: ADI (ADI) Previous monthly close: 2025-01-31 at $211.89 Current monthly close: 2025-02-28 at $230.06 Write one concise factual market update.
ADI closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: ADI (ADI)\nPrevious monthly close: 2025-01-31 at $211.89\nCurrent monthly close: 2025-02-28 at $230.06\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "ADI closed higher on 2025-02-28 versus 2025-01-31."}]
ADI:2025-02-28:direction
ADI
ADI
2025-02-28
2025-01-31
230.06
211.89
higher
train_qa
categorical
qa
higher
null
null
null
Did ADI close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did ADI close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
ADP:2025-02-28:direction
ADP
ADP
2025-02-28
2025-01-31
315.18
303.01
higher
train_update
categorical
update
ADP closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: ADP (ADP) Previous monthly close: 2025-01-31 at $303.01 Current monthly close: 2025-02-28 at $315.18 Write one concise factual market update.
ADP closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: ADP (ADP)\nPrevious monthly close: 2025-01-31 at $303.01\nCurrent monthly close: 2025-02-28 at $315.18\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "ADP closed higher on 2025-02-28 versus 2025-01-31."}]
ADP:2025-02-28:direction
ADP
ADP
2025-02-28
2025-01-31
315.18
303.01
higher
train_qa
categorical
qa
higher
null
null
null
Did ADP close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did ADP close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
AMAT:2025-02-28:direction
AMAT
AMAT
2025-02-28
2025-01-31
158.07
180.35
lower
train_update
categorical
update
AMAT closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: AMAT (AMAT) Previous monthly close: 2025-01-31 at $180.35 Current monthly close: 2025-02-28 at $158.07 Write one concise factual market update.
AMAT closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: AMAT (AMAT)\nPrevious monthly close: 2025-01-31 at $180.35\nCurrent monthly close: 2025-02-28 at $158.07\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "AMAT closed lower on 2025-02-28 versus 2025-01-31."}]
AMAT:2025-02-28:direction
AMAT
AMAT
2025-02-28
2025-01-31
158.07
180.35
lower
train_qa
categorical
qa
lower
null
null
null
Did AMAT close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did AMAT close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
AMD:2025-02-28:direction
AMD
AMD
2025-02-28
2025-01-31
99.86
115.95
lower
train_update
categorical
update
AMD closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: AMD (AMD) Previous monthly close: 2025-01-31 at $115.95 Current monthly close: 2025-02-28 at $99.86 Write one concise factual market update.
AMD closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: AMD (AMD)\nPrevious monthly close: 2025-01-31 at $115.95\nCurrent monthly close: 2025-02-28 at $99.86\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "AMD closed lower on 2025-02-28 versus 2025-01-31."}]
AMD:2025-02-28:direction
AMD
AMD
2025-02-28
2025-01-31
99.86
115.95
lower
train_qa
categorical
qa
lower
null
null
null
Did AMD close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did AMD close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
AMGN:2025-02-28:direction
AMGN
AMGN
2025-02-28
2025-01-31
308.06
285.42
higher
train_update
categorical
update
AMGN closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: AMGN (AMGN) Previous monthly close: 2025-01-31 at $285.42 Current monthly close: 2025-02-28 at $308.06 Write one concise factual market update.
AMGN closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: AMGN (AMGN)\nPrevious monthly close: 2025-01-31 at $285.42\nCurrent monthly close: 2025-02-28 at $308.06\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "AMGN closed higher on 2025-02-28 versus 2025-01-31."}]
AMGN:2025-02-28:direction
AMGN
AMGN
2025-02-28
2025-01-31
308.06
285.42
higher
train_qa
categorical
qa
higher
null
null
null
Did AMGN close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did AMGN close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
AMT:2025-02-28:direction
AMT
AMT
2025-02-28
2025-01-31
205.62
184.95
higher
train_update
categorical
update
AMT closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: AMT (AMT) Previous monthly close: 2025-01-31 at $184.95 Current monthly close: 2025-02-28 at $205.62 Write one concise factual market update.
AMT closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: AMT (AMT)\nPrevious monthly close: 2025-01-31 at $184.95\nCurrent monthly close: 2025-02-28 at $205.62\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "AMT closed higher on 2025-02-28 versus 2025-01-31."}]
AMT:2025-02-28:direction
AMT
AMT
2025-02-28
2025-01-31
205.62
184.95
higher
train_qa
categorical
qa
higher
null
null
null
Did AMT close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did AMT close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
AMZN:2025-02-28:direction
AMZN
AMZN
2025-02-28
2025-01-31
212.28
237.68
lower
train_update
categorical
update
AMZN closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: AMZN (AMZN) Previous monthly close: 2025-01-31 at $237.68 Current monthly close: 2025-02-28 at $212.28 Write one concise factual market update.
AMZN closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: AMZN (AMZN)\nPrevious monthly close: 2025-01-31 at $237.68\nCurrent monthly close: 2025-02-28 at $212.28\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "AMZN closed lower on 2025-02-28 versus 2025-01-31."}]
AMZN:2025-02-28:direction
AMZN
AMZN
2025-02-28
2025-01-31
212.28
237.68
lower
train_qa
categorical
qa
lower
null
null
null
Did AMZN close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did AMZN close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
APH:2025-02-28:direction
APH
APH
2025-02-28
2025-01-31
66.6
70.78
lower
train_update
categorical
update
APH closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: APH (APH) Previous monthly close: 2025-01-31 at $70.78 Current monthly close: 2025-02-28 at $66.60 Write one concise factual market update.
APH closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: APH (APH)\nPrevious monthly close: 2025-01-31 at $70.78\nCurrent monthly close: 2025-02-28 at $66.60\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "APH closed lower on 2025-02-28 versus 2025-01-31."}]
APH:2025-02-28:direction
APH
APH
2025-02-28
2025-01-31
66.6
70.78
lower
train_qa
categorical
qa
lower
null
null
null
Did APH close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did APH close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
AVGO:2025-02-28:direction
AVGO
AVGO
2025-02-28
2025-01-31
199.43
221.27
lower
train_update
categorical
update
AVGO closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: AVGO (AVGO) Previous monthly close: 2025-01-31 at $221.27 Current monthly close: 2025-02-28 at $199.43 Write one concise factual market update.
AVGO closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: AVGO (AVGO)\nPrevious monthly close: 2025-01-31 at $221.27\nCurrent monthly close: 2025-02-28 at $199.43\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "AVGO closed lower on 2025-02-28 versus 2025-01-31."}]
AVGO:2025-02-28:direction
AVGO
AVGO
2025-02-28
2025-01-31
199.43
221.27
lower
train_qa
categorical
qa
lower
null
null
null
Did AVGO close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did AVGO close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
AXP:2025-02-28:direction
AXP
AXP
2025-02-28
2025-01-31
300.96
317.45
lower
train_update
categorical
update
AXP closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: AXP (AXP) Previous monthly close: 2025-01-31 at $317.45 Current monthly close: 2025-02-28 at $300.96 Write one concise factual market update.
AXP closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: AXP (AXP)\nPrevious monthly close: 2025-01-31 at $317.45\nCurrent monthly close: 2025-02-28 at $300.96\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "AXP closed lower on 2025-02-28 versus 2025-01-31."}]
AXP:2025-02-28:direction
AXP
AXP
2025-02-28
2025-01-31
300.96
317.45
lower
train_qa
categorical
qa
lower
null
null
null
Did AXP close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did AXP close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
BA:2025-02-28:direction
BA
BA
2025-02-28
2025-01-31
174.63
176.52
lower
train_update
categorical
update
BA closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: BA (BA) Previous monthly close: 2025-01-31 at $176.52 Current monthly close: 2025-02-28 at $174.63 Write one concise factual market update.
BA closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: BA (BA)\nPrevious monthly close: 2025-01-31 at $176.52\nCurrent monthly close: 2025-02-28 at $174.63\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "BA closed lower on 2025-02-28 versus 2025-01-31."}]
BA:2025-02-28:direction
BA
BA
2025-02-28
2025-01-31
174.63
176.52
lower
train_qa
categorical
qa
lower
null
null
null
Did BA close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did BA close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
BAC:2025-02-28:direction
BAC
BAC
2025-02-28
2025-01-31
46.1
46.3
lower
train_update
categorical
update
BAC closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: BAC (BAC) Previous monthly close: 2025-01-31 at $46.30 Current monthly close: 2025-02-28 at $46.10 Write one concise factual market update.
BAC closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: BAC (BAC)\nPrevious monthly close: 2025-01-31 at $46.30\nCurrent monthly close: 2025-02-28 at $46.10\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "BAC closed lower on 2025-02-28 versus 2025-01-31."}]
BAC:2025-02-28:direction
BAC
BAC
2025-02-28
2025-01-31
46.1
46.3
lower
train_qa
categorical
qa
lower
null
null
null
Did BAC close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did BAC close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
BKNG:2025-02-28:direction
BKNG
BKNG
2025-02-28
2025-01-31
200.64
189.5
higher
train_update
categorical
update
BKNG closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: BKNG (BKNG) Previous monthly close: 2025-01-31 at $189.50 Current monthly close: 2025-02-28 at $200.64 Write one concise factual market update.
BKNG closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: BKNG (BKNG)\nPrevious monthly close: 2025-01-31 at $189.50\nCurrent monthly close: 2025-02-28 at $200.64\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "BKNG closed higher on 2025-02-28 versus 2025-01-31."}]
BKNG:2025-02-28:direction
BKNG
BKNG
2025-02-28
2025-01-31
200.64
189.5
higher
train_qa
categorical
qa
higher
null
null
null
Did BKNG close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did BKNG close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
BLK:2025-02-28:direction
BLK
BLK
2025-02-28
2025-01-31
977.78
1,075.5
lower
train_update
categorical
update
BLK closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: BLK (BLK) Previous monthly close: 2025-01-31 at $1075.50 Current monthly close: 2025-02-28 at $977.78 Write one concise factual market update.
BLK closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: BLK (BLK)\nPrevious monthly close: 2025-01-31 at $1075.50\nCurrent monthly close: 2025-02-28 at $977.78\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "BLK closed lower on 2025-02-28 versus 2025-01-31."}]
BLK:2025-02-28:direction
BLK
BLK
2025-02-28
2025-01-31
977.78
1,075.5
lower
train_qa
categorical
qa
lower
null
null
null
Did BLK close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did BLK close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
BMY:2025-02-28:direction
BMY
BMY
2025-02-28
2025-01-31
59.62
58.95
higher
train_update
categorical
update
BMY closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: BMY (BMY) Previous monthly close: 2025-01-31 at $58.95 Current monthly close: 2025-02-28 at $59.62 Write one concise factual market update.
BMY closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: BMY (BMY)\nPrevious monthly close: 2025-01-31 at $58.95\nCurrent monthly close: 2025-02-28 at $59.62\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "BMY closed higher on 2025-02-28 versus 2025-01-31."}]
BMY:2025-02-28:direction
BMY
BMY
2025-02-28
2025-01-31
59.62
58.95
higher
train_qa
categorical
qa
higher
null
null
null
Did BMY close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did BMY close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
BX:2025-02-28:direction
BX
BX
2025-02-28
2025-01-31
161.16
177.11
lower
train_update
categorical
update
BX closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: BX (BX) Previous monthly close: 2025-01-31 at $177.11 Current monthly close: 2025-02-28 at $161.16 Write one concise factual market update.
BX closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: BX (BX)\nPrevious monthly close: 2025-01-31 at $177.11\nCurrent monthly close: 2025-02-28 at $161.16\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "BX closed lower on 2025-02-28 versus 2025-01-31."}]
BX:2025-02-28:direction
BX
BX
2025-02-28
2025-01-31
161.16
177.11
lower
train_qa
categorical
qa
lower
null
null
null
Did BX close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did BX close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
C:2025-02-28:direction
C
C
2025-02-28
2025-01-31
79.95
81.43
lower
train_update
categorical
update
C closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: C (C) Previous monthly close: 2025-01-31 at $81.43 Current monthly close: 2025-02-28 at $79.95 Write one concise factual market update.
C closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: C (C)\nPrevious monthly close: 2025-01-31 at $81.43\nCurrent monthly close: 2025-02-28 at $79.95\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "C closed lower on 2025-02-28 versus 2025-01-31."}]
C:2025-02-28:direction
C
C
2025-02-28
2025-01-31
79.95
81.43
lower
train_qa
categorical
qa
lower
null
null
null
Did C close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did C close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
CAT:2025-02-28:direction
CAT
CAT
2025-02-28
2025-01-31
343.95
371.44
lower
train_update
categorical
update
CAT closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: CAT (CAT) Previous monthly close: 2025-01-31 at $371.44 Current monthly close: 2025-02-28 at $343.95 Write one concise factual market update.
CAT closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: CAT (CAT)\nPrevious monthly close: 2025-01-31 at $371.44\nCurrent monthly close: 2025-02-28 at $343.95\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "CAT closed lower on 2025-02-28 versus 2025-01-31."}]
CAT:2025-02-28:direction
CAT
CAT
2025-02-28
2025-01-31
343.95
371.44
lower
train_qa
categorical
qa
lower
null
null
null
Did CAT close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did CAT close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
CB:2025-02-28:direction
CB
CB
2025-02-28
2025-01-31
285.48
271.88
higher
train_update
categorical
update
CB closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: CB (CB) Previous monthly close: 2025-01-31 at $271.88 Current monthly close: 2025-02-28 at $285.48 Write one concise factual market update.
CB closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: CB (CB)\nPrevious monthly close: 2025-01-31 at $271.88\nCurrent monthly close: 2025-02-28 at $285.48\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "CB closed higher on 2025-02-28 versus 2025-01-31."}]
CB:2025-02-28:direction
CB
CB
2025-02-28
2025-01-31
285.48
271.88
higher
train_qa
categorical
qa
higher
null
null
null
Did CB close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did CB close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
CDNS:2025-02-28:direction
CDNS
CDNS
2025-02-28
2025-01-31
250.5
297.62
lower
train_update
categorical
update
CDNS closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: CDNS (CDNS) Previous monthly close: 2025-01-31 at $297.62 Current monthly close: 2025-02-28 at $250.50 Write one concise factual market update.
CDNS closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: CDNS (CDNS)\nPrevious monthly close: 2025-01-31 at $297.62\nCurrent monthly close: 2025-02-28 at $250.50\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "CDNS closed lower on 2025-02-28 versus 2025-01-31."}]
CDNS:2025-02-28:direction
CDNS
CDNS
2025-02-28
2025-01-31
250.5
297.62
lower
train_qa
categorical
qa
lower
null
null
null
Did CDNS close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did CDNS close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
CMCSA:2025-02-28:direction
CMCSA
CMCSA
2025-02-28
2025-01-31
33.63
31.55
higher
train_update
categorical
update
CMCSA closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: CMCSA (CMCSA) Previous monthly close: 2025-01-31 at $31.55 Current monthly close: 2025-02-28 at $33.63 Write one concise factual market update.
CMCSA closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: CMCSA (CMCSA)\nPrevious monthly close: 2025-01-31 at $31.55\nCurrent monthly close: 2025-02-28 at $33.63\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "CMCSA closed higher on 2025-02-28 versus 2025-01-31."}]
CMCSA:2025-02-28:direction
CMCSA
CMCSA
2025-02-28
2025-01-31
33.63
31.55
higher
train_qa
categorical
qa
higher
null
null
null
Did CMCSA close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did CMCSA close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
COP:2025-02-28:direction
COP
COP
2025-02-28
2025-01-31
99.15
98.83
higher
train_update
categorical
update
COP closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: COP (COP) Previous monthly close: 2025-01-31 at $98.83 Current monthly close: 2025-02-28 at $99.15 Write one concise factual market update.
COP closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: COP (COP)\nPrevious monthly close: 2025-01-31 at $98.83\nCurrent monthly close: 2025-02-28 at $99.15\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "COP closed higher on 2025-02-28 versus 2025-01-31."}]
COP:2025-02-28:direction
COP
COP
2025-02-28
2025-01-31
99.15
98.83
higher
train_qa
categorical
qa
higher
null
null
null
Did COP close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did COP close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
COST:2025-02-28:direction
COST
COST
2025-02-28
2025-01-31
1,048.61
979.88
higher
train_update
categorical
update
COST closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: COST (COST) Previous monthly close: 2025-01-31 at $979.88 Current monthly close: 2025-02-28 at $1048.61 Write one concise factual market update.
COST closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: COST (COST)\nPrevious monthly close: 2025-01-31 at $979.88\nCurrent monthly close: 2025-02-28 at $1048.61\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "COST closed higher on 2025-02-28 versus 2025-01-31."}]
COST:2025-02-28:direction
COST
COST
2025-02-28
2025-01-31
1,048.61
979.88
higher
train_qa
categorical
qa
higher
null
null
null
Did COST close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did COST close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
CRM:2025-02-28:direction
CRM
CRM
2025-02-28
2025-01-31
297.85
341.7
lower
train_update
categorical
update
CRM closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: CRM (CRM) Previous monthly close: 2025-01-31 at $341.70 Current monthly close: 2025-02-28 at $297.85 Write one concise factual market update.
CRM closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: CRM (CRM)\nPrevious monthly close: 2025-01-31 at $341.70\nCurrent monthly close: 2025-02-28 at $297.85\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "CRM closed lower on 2025-02-28 versus 2025-01-31."}]
CRM:2025-02-28:direction
CRM
CRM
2025-02-28
2025-01-31
297.85
341.7
lower
train_qa
categorical
qa
lower
null
null
null
Did CRM close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did CRM close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
CSCO:2025-02-28:direction
CSCO
CSCO
2025-02-28
2025-01-31
64.11
60.6
higher
train_update
categorical
update
CSCO closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: CSCO (CSCO) Previous monthly close: 2025-01-31 at $60.60 Current monthly close: 2025-02-28 at $64.11 Write one concise factual market update.
CSCO closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: CSCO (CSCO)\nPrevious monthly close: 2025-01-31 at $60.60\nCurrent monthly close: 2025-02-28 at $64.11\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "CSCO closed higher on 2025-02-28 versus 2025-01-31."}]
CSCO:2025-02-28:direction
CSCO
CSCO
2025-02-28
2025-01-31
64.11
60.6
higher
train_qa
categorical
qa
higher
null
null
null
Did CSCO close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did CSCO close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
CTAS:2025-02-28:direction
CTAS
CTAS
2025-02-28
2025-01-31
207.5
200.57
higher
train_update
categorical
update
CTAS closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: CTAS (CTAS) Previous monthly close: 2025-01-31 at $200.57 Current monthly close: 2025-02-28 at $207.50 Write one concise factual market update.
CTAS closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: CTAS (CTAS)\nPrevious monthly close: 2025-01-31 at $200.57\nCurrent monthly close: 2025-02-28 at $207.50\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "CTAS closed higher on 2025-02-28 versus 2025-01-31."}]
CTAS:2025-02-28:direction
CTAS
CTAS
2025-02-28
2025-01-31
207.5
200.57
higher
train_qa
categorical
qa
higher
null
null
null
Did CTAS close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did CTAS close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
DE:2025-02-28:direction
DE
DE
2025-02-28
2025-01-31
480.79
476.56
higher
train_update
categorical
update
DE closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: DE (DE) Previous monthly close: 2025-01-31 at $476.56 Current monthly close: 2025-02-28 at $480.79 Write one concise factual market update.
DE closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: DE (DE)\nPrevious monthly close: 2025-01-31 at $476.56\nCurrent monthly close: 2025-02-28 at $480.79\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "DE closed higher on 2025-02-28 versus 2025-01-31."}]
DE:2025-02-28:direction
DE
DE
2025-02-28
2025-01-31
480.79
476.56
higher
train_qa
categorical
qa
higher
null
null
null
Did DE close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did DE close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
DHR:2025-02-28:direction
DHR
DHR
2025-02-28
2025-01-31
207.76
222.74
lower
train_update
categorical
update
DHR closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: DHR (DHR) Previous monthly close: 2025-01-31 at $222.74 Current monthly close: 2025-02-28 at $207.76 Write one concise factual market update.
DHR closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: DHR (DHR)\nPrevious monthly close: 2025-01-31 at $222.74\nCurrent monthly close: 2025-02-28 at $207.76\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "DHR closed lower on 2025-02-28 versus 2025-01-31."}]
DHR:2025-02-28:direction
DHR
DHR
2025-02-28
2025-01-31
207.76
222.74
lower
train_qa
categorical
qa
lower
null
null
null
Did DHR close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did DHR close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
DIS:2025-02-28:direction
DIS
DIS
2025-02-28
2025-01-31
113.8
113.06
higher
train_update
categorical
update
DIS closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: DIS (DIS) Previous monthly close: 2025-01-31 at $113.06 Current monthly close: 2025-02-28 at $113.80 Write one concise factual market update.
DIS closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: DIS (DIS)\nPrevious monthly close: 2025-01-31 at $113.06\nCurrent monthly close: 2025-02-28 at $113.80\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "DIS closed higher on 2025-02-28 versus 2025-01-31."}]
DIS:2025-02-28:direction
DIS
DIS
2025-02-28
2025-01-31
113.8
113.06
higher
train_qa
categorical
qa
higher
null
null
null
Did DIS close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did DIS close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
ELV:2025-02-28:direction
ELV
ELV
2025-02-28
2025-01-31
396.88
395.7
higher
train_update
categorical
update
ELV closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: ELV (ELV) Previous monthly close: 2025-01-31 at $395.70 Current monthly close: 2025-02-28 at $396.88 Write one concise factual market update.
ELV closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: ELV (ELV)\nPrevious monthly close: 2025-01-31 at $395.70\nCurrent monthly close: 2025-02-28 at $396.88\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "ELV closed higher on 2025-02-28 versus 2025-01-31."}]
ELV:2025-02-28:direction
ELV
ELV
2025-02-28
2025-01-31
396.88
395.7
higher
train_qa
categorical
qa
higher
null
null
null
Did ELV close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did ELV close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
EQIX:2025-02-28:direction
EQIX
EQIX
2025-02-28
2025-01-31
904.62
913.66
lower
train_update
categorical
update
EQIX closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: EQIX (EQIX) Previous monthly close: 2025-01-31 at $913.66 Current monthly close: 2025-02-28 at $904.62 Write one concise factual market update.
EQIX closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: EQIX (EQIX)\nPrevious monthly close: 2025-01-31 at $913.66\nCurrent monthly close: 2025-02-28 at $904.62\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "EQIX closed lower on 2025-02-28 versus 2025-01-31."}]
EQIX:2025-02-28:direction
EQIX
EQIX
2025-02-28
2025-01-31
904.62
913.66
lower
train_qa
categorical
qa
lower
null
null
null
Did EQIX close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did EQIX close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
GE:2025-02-28:direction
GE
GE
2025-02-28
2025-01-31
206.98
203.57
higher
train_update
categorical
update
GE closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: GE (GE) Previous monthly close: 2025-01-31 at $203.57 Current monthly close: 2025-02-28 at $206.98 Write one concise factual market update.
GE closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: GE (GE)\nPrevious monthly close: 2025-01-31 at $203.57\nCurrent monthly close: 2025-02-28 at $206.98\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "GE closed higher on 2025-02-28 versus 2025-01-31."}]
GE:2025-02-28:direction
GE
GE
2025-02-28
2025-01-31
206.98
203.57
higher
train_qa
categorical
qa
higher
null
null
null
Did GE close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did GE close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
GILD:2025-02-28:direction
GILD
GILD
2025-02-28
2025-01-31
114.31
97.2
higher
train_update
categorical
update
GILD closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: GILD (GILD) Previous monthly close: 2025-01-31 at $97.20 Current monthly close: 2025-02-28 at $114.31 Write one concise factual market update.
GILD closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: GILD (GILD)\nPrevious monthly close: 2025-01-31 at $97.20\nCurrent monthly close: 2025-02-28 at $114.31\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "GILD closed higher on 2025-02-28 versus 2025-01-31."}]
GILD:2025-02-28:direction
GILD
GILD
2025-02-28
2025-01-31
114.31
97.2
higher
train_qa
categorical
qa
higher
null
null
null
Did GILD close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did GILD close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
GOOG:2025-02-28:direction
GOOG
GOOG
2025-02-28
2025-01-31
172.22
205.6
lower
train_update
categorical
update
GOOG closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: GOOG (GOOG) Previous monthly close: 2025-01-31 at $205.60 Current monthly close: 2025-02-28 at $172.22 Write one concise factual market update.
GOOG closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: GOOG (GOOG)\nPrevious monthly close: 2025-01-31 at $205.60\nCurrent monthly close: 2025-02-28 at $172.22\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "GOOG closed lower on 2025-02-28 versus 2025-01-31."}]
GOOG:2025-02-28:direction
GOOG
GOOG
2025-02-28
2025-01-31
172.22
205.6
lower
train_qa
categorical
qa
lower
null
null
null
Did GOOG close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did GOOG close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
GOOGL:2025-02-28:direction
GOOGL
GOOGL
2025-02-28
2025-01-31
170.28
204.02
lower
train_update
categorical
update
GOOGL closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: GOOGL (GOOGL) Previous monthly close: 2025-01-31 at $204.02 Current monthly close: 2025-02-28 at $170.28 Write one concise factual market update.
GOOGL closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: GOOGL (GOOGL)\nPrevious monthly close: 2025-01-31 at $204.02\nCurrent monthly close: 2025-02-28 at $170.28\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "GOOGL closed lower on 2025-02-28 versus 2025-01-31."}]
GOOGL:2025-02-28:direction
GOOGL
GOOGL
2025-02-28
2025-01-31
170.28
204.02
lower
train_qa
categorical
qa
lower
null
null
null
Did GOOGL close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did GOOGL close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
GS:2025-02-28:direction
GS
GS
2025-02-28
2025-01-31
622.29
640.4
lower
train_update
categorical
update
GS closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: GS (GS) Previous monthly close: 2025-01-31 at $640.40 Current monthly close: 2025-02-28 at $622.29 Write one concise factual market update.
GS closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: GS (GS)\nPrevious monthly close: 2025-01-31 at $640.40\nCurrent monthly close: 2025-02-28 at $622.29\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "GS closed lower on 2025-02-28 versus 2025-01-31."}]
GS:2025-02-28:direction
GS
GS
2025-02-28
2025-01-31
622.29
640.4
lower
train_qa
categorical
qa
lower
null
null
null
Did GS close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did GS close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
HD:2025-02-28:direction
HD
HD
2025-02-28
2025-01-31
396.6
411.98
lower
train_update
categorical
update
HD closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: HD (HD) Previous monthly close: 2025-01-31 at $411.98 Current monthly close: 2025-02-28 at $396.60 Write one concise factual market update.
HD closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: HD (HD)\nPrevious monthly close: 2025-01-31 at $411.98\nCurrent monthly close: 2025-02-28 at $396.60\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "HD closed lower on 2025-02-28 versus 2025-01-31."}]
HD:2025-02-28:direction
HD
HD
2025-02-28
2025-01-31
396.6
411.98
lower
train_qa
categorical
qa
lower
null
null
null
Did HD close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did HD close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
HON:2025-02-28:direction
HON
HON
2025-02-28
2025-01-31
210.44
221.14
lower
train_update
categorical
update
HON closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: HON (HON) Previous monthly close: 2025-01-31 at $221.14 Current monthly close: 2025-02-28 at $210.44 Write one concise factual market update.
HON closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: HON (HON)\nPrevious monthly close: 2025-01-31 at $221.14\nCurrent monthly close: 2025-02-28 at $210.44\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "HON closed lower on 2025-02-28 versus 2025-01-31."}]
HON:2025-02-28:direction
HON
HON
2025-02-28
2025-01-31
210.44
221.14
lower
train_qa
categorical
qa
lower
null
null
null
Did HON close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did HON close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
IBM:2025-02-28:direction
IBM
IBM
2025-02-28
2025-01-31
252.44
255.7
lower
train_update
categorical
update
IBM closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: IBM (IBM) Previous monthly close: 2025-01-31 at $255.70 Current monthly close: 2025-02-28 at $252.44 Write one concise factual market update.
IBM closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: IBM (IBM)\nPrevious monthly close: 2025-01-31 at $255.70\nCurrent monthly close: 2025-02-28 at $252.44\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "IBM closed lower on 2025-02-28 versus 2025-01-31."}]
IBM:2025-02-28:direction
IBM
IBM
2025-02-28
2025-01-31
252.44
255.7
lower
train_qa
categorical
qa
lower
null
null
null
Did IBM close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did IBM close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
ICE:2025-02-28:direction
ICE
ICE
2025-02-28
2025-01-31
173.23
159.83
higher
train_update
categorical
update
ICE closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: ICE (ICE) Previous monthly close: 2025-01-31 at $159.83 Current monthly close: 2025-02-28 at $173.23 Write one concise factual market update.
ICE closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: ICE (ICE)\nPrevious monthly close: 2025-01-31 at $159.83\nCurrent monthly close: 2025-02-28 at $173.23\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "ICE closed higher on 2025-02-28 versus 2025-01-31."}]
ICE:2025-02-28:direction
ICE
ICE
2025-02-28
2025-01-31
173.23
159.83
higher
train_qa
categorical
qa
higher
null
null
null
Did ICE close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did ICE close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
INTU:2025-02-28:direction
INTU
INTU
2025-02-28
2025-01-31
613.84
601.51
higher
train_update
categorical
update
INTU closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: INTU (INTU) Previous monthly close: 2025-01-31 at $601.51 Current monthly close: 2025-02-28 at $613.84 Write one concise factual market update.
INTU closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: INTU (INTU)\nPrevious monthly close: 2025-01-31 at $601.51\nCurrent monthly close: 2025-02-28 at $613.84\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "INTU closed higher on 2025-02-28 versus 2025-01-31."}]
INTU:2025-02-28:direction
INTU
INTU
2025-02-28
2025-01-31
613.84
601.51
higher
train_qa
categorical
qa
higher
null
null
null
Did INTU close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did INTU close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
ISRG:2025-02-28:direction
ISRG
ISRG
2025-02-28
2025-01-31
573.15
571.88
higher
train_update
categorical
update
ISRG closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: ISRG (ISRG) Previous monthly close: 2025-01-31 at $571.88 Current monthly close: 2025-02-28 at $573.15 Write one concise factual market update.
ISRG closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: ISRG (ISRG)\nPrevious monthly close: 2025-01-31 at $571.88\nCurrent monthly close: 2025-02-28 at $573.15\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "ISRG closed higher on 2025-02-28 versus 2025-01-31."}]
ISRG:2025-02-28:direction
ISRG
ISRG
2025-02-28
2025-01-31
573.15
571.88
higher
train_qa
categorical
qa
higher
null
null
null
Did ISRG close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did ISRG close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
JNJ:2025-02-28:direction
JNJ
JNJ
2025-02-28
2025-01-31
165.02
152.15
higher
train_update
categorical
update
JNJ closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: JNJ (JNJ) Previous monthly close: 2025-01-31 at $152.15 Current monthly close: 2025-02-28 at $165.02 Write one concise factual market update.
JNJ closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: JNJ (JNJ)\nPrevious monthly close: 2025-01-31 at $152.15\nCurrent monthly close: 2025-02-28 at $165.02\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "JNJ closed higher on 2025-02-28 versus 2025-01-31."}]
JNJ:2025-02-28:direction
JNJ
JNJ
2025-02-28
2025-01-31
165.02
152.15
higher
train_qa
categorical
qa
higher
null
null
null
Did JNJ close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did JNJ close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
JPM:2025-02-28:direction
JPM
JPM
2025-02-28
2025-01-31
264.65
267.3
lower
train_update
categorical
update
JPM closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: JPM (JPM) Previous monthly close: 2025-01-31 at $267.30 Current monthly close: 2025-02-28 at $264.65 Write one concise factual market update.
JPM closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: JPM (JPM)\nPrevious monthly close: 2025-01-31 at $267.30\nCurrent monthly close: 2025-02-28 at $264.65\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "JPM closed lower on 2025-02-28 versus 2025-01-31."}]
JPM:2025-02-28:direction
JPM
JPM
2025-02-28
2025-01-31
264.65
267.3
lower
train_qa
categorical
qa
lower
null
null
null
Did JPM close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did JPM close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
KKR:2025-02-28:direction
KKR
KKR
2025-02-28
2025-01-31
135.59
167.07
lower
train_update
categorical
update
KKR closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: KKR (KKR) Previous monthly close: 2025-01-31 at $167.07 Current monthly close: 2025-02-28 at $135.59 Write one concise factual market update.
KKR closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: KKR (KKR)\nPrevious monthly close: 2025-01-31 at $167.07\nCurrent monthly close: 2025-02-28 at $135.59\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "KKR closed lower on 2025-02-28 versus 2025-01-31."}]
KKR:2025-02-28:direction
KKR
KKR
2025-02-28
2025-01-31
135.59
167.07
lower
train_qa
categorical
qa
lower
null
null
null
Did KKR close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did KKR close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
KLAC:2025-02-28:direction
KLAC
KLAC
2025-02-28
2025-01-31
70.88
73.82
lower
train_update
categorical
update
KLAC closed lower on 2025-02-28 versus 2025-01-31.
null
null
null
Company: KLAC (KLAC) Previous monthly close: 2025-01-31 at $73.82 Current monthly close: 2025-02-28 at $70.88 Write one concise factual market update.
KLAC closed lower on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: KLAC (KLAC)\nPrevious monthly close: 2025-01-31 at $73.82\nCurrent monthly close: 2025-02-28 at $70.88\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "KLAC closed lower on 2025-02-28 versus 2025-01-31."}]
KLAC:2025-02-28:direction
KLAC
KLAC
2025-02-28
2025-01-31
70.88
73.82
lower
train_qa
categorical
qa
lower
null
null
null
Did KLAC close higher or lower on 2025-02-28 than on 2025-01-31?
lower
[{"role": "user", "content": "Did KLAC close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "lower"}]
KO:2025-02-28:direction
KO
KO
2025-02-28
2025-01-31
71.21
63.48
higher
train_update
categorical
update
KO closed higher on 2025-02-28 versus 2025-01-31.
null
null
null
Company: KO (KO) Previous monthly close: 2025-01-31 at $63.48 Current monthly close: 2025-02-28 at $71.21 Write one concise factual market update.
KO closed higher on 2025-02-28 versus 2025-01-31.
[{"role": "user", "content": "Company: KO (KO)\nPrevious monthly close: 2025-01-31 at $63.48\nCurrent monthly close: 2025-02-28 at $71.21\n\nWrite one concise factual market update."}, {"role": "assistant", "content": "KO closed higher on 2025-02-28 versus 2025-01-31."}]
KO:2025-02-28:direction
KO
KO
2025-02-28
2025-01-31
71.21
63.48
higher
train_qa
categorical
qa
higher
null
null
null
Did KO close higher or lower on 2025-02-28 than on 2025-01-31?
higher
[{"role": "user", "content": "Did KO close higher or lower on 2025-02-28 than on 2025-01-31?"}, {"role": "assistant", "content": "higher"}]
End of preview.

Temporal Stock Direction ICL 2025

CSV dataset for temporal direction experiments over 2025 monthly stock closes. It was built from Yahoo Finance chart data for 100 requested large-cap symbols; 98 symbols returned usable 12-month histories. The task is categorical: answer higher or lower for monthly close transitions.

Files

  • monthly_closes.csv: monthly close observations, 1,176 rows.
  • transitions.csv: adjacent monthly transitions, 1,078 rows.
  • train_chronological.csv, train_random.csv, train_reverse.csv: SFT rows with update + QA examples, 2,156 rows each.
  • train_chronological_qa.csv, train_random_qa.csv, train_reverse_qa.csv: QA-only SFT rows, 1,078 rows each.
  • val_historical.csv: direct historical direction questions, 1,078 rows.
  • val_latest.csv: latest-state direct questions, 490 rows.
  • val_icl_latest.csv: ICL prompts for only the final transition, 588 rows.
  • val_icl_all.csv: ICL prompts for every transition, 6,468 rows.
  • manifest.json: build metadata and label counts.

Columns

Common columns include prompt, completion, messages_json, symbol, date, previous_date, close, previous_close, category, task, and target. ICL rows additionally include context_order, prompt_id, and eval_scope.

Intended Use

Use this for quick EDA in pandas/HF Datasets, scaled ICL evaluation, and small SFTTrainer smoke tests. Chronological/random/reverse train files contain the same transition examples in different orders. EOF'

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