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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 26 new columns ({'news_inventory_count_1h', 'news_other_count_1h', 'news_count_1h', 'news_geo_count_1h', 'uso_ret_7h', 'news_inventory_count_6h', 'uso_ret_1h', 'ma_20h', 'news_count_6h', 'news_geo_count_6h', 'news_price_count_6h', 'news_opec_count_6h', 'news_opec_count_1h', 'news_sent_mean_6h', 'oil_event_count_6h', 'ma_7h', 'news_macro_count_6h', 'news_other_count_6h', 'vol_20h', 'news_supply_demand_count_6h', 'news_macro_count_1h', 'symbol', 'news_price_count_1h', 'vol_7h', 'news_supply_demand_count_1h', 'rsi_14h'}) and 33 missing columns ({'uso_adj_close', 'vol_20d', 'dbo_ret_1d', 'ma_20', 'ema_12', 'brent_ret_1d', 'wti_ret_1d', 'uso_ret_20d', 'uso_ret_5d', 'oil_event_count', 'news_count', 'atr_14', 'eia_crude_inv_change', 'eia_gasoline_inv_change', 'vol_5d', 'macd', 'boll_z', 'vix_change', 'eia_distillate_inv_change', 'brent_wti_spread', 'ema_26', 'dxy_change', 'bno_ret_1d', 'macd_signal', 'xle_ret_1d', 'ma_60', 'news_sent_max', 'drawdown_20d', 'ma_5', 'news_sent_mean', 'uso_ret_1d', 'spy_ret_1d', 'rsi_14'}).
This happened while the csv dataset builder was generating data using
hf://datasets/2018wzh/oiletf-timemmd/numerical/OilETF/OilETF_intraday.csv (at revision e7c004c3cca8d7ce599268367bc14bd370c4a545), ['hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/numerical/OilETF/OilETF.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/numerical/OilETF/OilETF_intraday.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/raw/calendar/calendar.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/raw/news/raw_news.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/raw/oil_macro/raw_oil_macro.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/raw/prices/raw_prices.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/raw/reports/raw_reports.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/textual/OilETF/OilETF_intraday_search.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/textual/OilETF/OilETF_report.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/textual/OilETF/OilETF_search.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1837, 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 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
symbol: string
start_date: string
end_date: string
OT: double
uso_open: double
uso_high: double
uso_low: double
uso_close: double
uso_volume: int64
uso_ret_1h: double
uso_ret_7h: double
vol_7h: double
vol_20h: double
ma_7h: double
ma_20h: double
rsi_14h: double
news_count_1h: int64
news_count_6h: int64
news_price_count_1h: double
news_opec_count_1h: double
news_inventory_count_1h: double
news_geo_count_1h: double
news_macro_count_1h: double
news_supply_demand_count_1h: double
news_other_count_1h: double
news_price_count_6h: double
news_opec_count_6h: double
news_inventory_count_6h: double
news_geo_count_6h: double
news_macro_count_6h: double
news_supply_demand_count_6h: double
news_other_count_6h: double
news_sent_mean_6h: double
oil_event_count_6h: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 4628
to
{'start_date': Value('string'), 'end_date': Value('string'), 'OT': Value('float64'), 'uso_open': Value('float64'), 'uso_high': Value('float64'), 'uso_low': Value('float64'), 'uso_close': Value('float64'), 'uso_adj_close': Value('float64'), 'uso_volume': Value('int64'), 'uso_ret_1d': Value('float64'), 'uso_ret_5d': Value('float64'), 'uso_ret_20d': Value('float64'), 'bno_ret_1d': Value('float64'), 'dbo_ret_1d': Value('float64'), 'vol_5d': Value('float64'), 'vol_20d': Value('float64'), 'ma_5': Value('float64'), 'ma_20': Value('float64'), 'ma_60': Value('float64'), 'ema_12': Value('float64'), 'ema_26': Value('float64'), 'rsi_14': Value('float64'), 'macd': Value('float64'), 'macd_signal': Value('float64'), 'boll_z': Value('float64'), 'atr_14': Value('float64'), 'drawdown_20d': Value('float64'), 'wti_ret_1d': Value('float64'), 'brent_ret_1d': Value('float64'), 'brent_wti_spread': Value('float64'), 'xle_ret_1d': Value('float64'), 'spy_ret_1d': Value('float64'), 'vix_change': Value('float64'), 'dxy_change': Value('float64'), 'eia_crude_inv_change': Value('float64'), 'eia_gasoline_inv_change': Value('float64'), 'eia_distillate_inv_change': Value('float64'), 'news_count': Value('float64'), 'news_sent_mean': Value('float64'), 'news_sent_max': Value('float64'), 'oil_event_count': Value('float64')}
because column names don't match
During handling of the above exception, another exception occurred:
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 1683, 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 1839, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 26 new columns ({'news_inventory_count_1h', 'news_other_count_1h', 'news_count_1h', 'news_geo_count_1h', 'uso_ret_7h', 'news_inventory_count_6h', 'uso_ret_1h', 'ma_20h', 'news_count_6h', 'news_geo_count_6h', 'news_price_count_6h', 'news_opec_count_6h', 'news_opec_count_1h', 'news_sent_mean_6h', 'oil_event_count_6h', 'ma_7h', 'news_macro_count_6h', 'news_other_count_6h', 'vol_20h', 'news_supply_demand_count_6h', 'news_macro_count_1h', 'symbol', 'news_price_count_1h', 'vol_7h', 'news_supply_demand_count_1h', 'rsi_14h'}) and 33 missing columns ({'uso_adj_close', 'vol_20d', 'dbo_ret_1d', 'ma_20', 'ema_12', 'brent_ret_1d', 'wti_ret_1d', 'uso_ret_20d', 'uso_ret_5d', 'oil_event_count', 'news_count', 'atr_14', 'eia_crude_inv_change', 'eia_gasoline_inv_change', 'vol_5d', 'macd', 'boll_z', 'vix_change', 'eia_distillate_inv_change', 'brent_wti_spread', 'ema_26', 'dxy_change', 'bno_ret_1d', 'macd_signal', 'xle_ret_1d', 'ma_60', 'news_sent_max', 'drawdown_20d', 'ma_5', 'news_sent_mean', 'uso_ret_1d', 'spy_ret_1d', 'rsi_14'}).
This happened while the csv dataset builder was generating data using
hf://datasets/2018wzh/oiletf-timemmd/numerical/OilETF/OilETF_intraday.csv (at revision e7c004c3cca8d7ce599268367bc14bd370c4a545), ['hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/numerical/OilETF/OilETF.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/numerical/OilETF/OilETF_intraday.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/raw/calendar/calendar.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/raw/news/raw_news.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/raw/oil_macro/raw_oil_macro.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/raw/prices/raw_prices.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/raw/reports/raw_reports.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/textual/OilETF/OilETF_intraday_search.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/textual/OilETF/OilETF_report.csv', 'hf://datasets/2018wzh/oiletf-timemmd@e7c004c3cca8d7ce599268367bc14bd370c4a545/textual/OilETF/OilETF_search.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
start_date string | end_date string | OT float64 | uso_open float64 | uso_high float64 | uso_low float64 | uso_close float64 | uso_adj_close float64 | uso_volume int64 | uso_ret_1d float64 | uso_ret_5d null | uso_ret_20d null | bno_ret_1d float64 | dbo_ret_1d float64 | vol_5d null | vol_20d null | ma_5 float64 | ma_20 null | ma_60 null | ema_12 float64 | ema_26 float64 | rsi_14 null | macd float64 | macd_signal float64 | boll_z null | atr_14 null | drawdown_20d null | wti_ret_1d float64 | brent_ret_1d float64 | brent_wti_spread float64 | xle_ret_1d float64 | spy_ret_1d float64 | vix_change float64 | dxy_change float64 | eia_crude_inv_change float64 | eia_gasoline_inv_change float64 | eia_distillate_inv_change float64 | news_count float64 | news_sent_mean float64 | news_sent_max float64 | oil_event_count float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2016-01-04 | 2016-01-04 | null | 90.080002 | 91.360001 | 86.559998 | 87.839996 | 87.839996 | 4,529,588 | null | null | null | null | null | null | null | null | null | null | 87.839996 | 87.839996 | null | 0 | 0 | null | null | null | null | null | -0.53 | null | null | null | null | null | null | null | 0 | 0 | 0 | 0 |
2016-01-05 | 2016-01-05 | -0.029577 | 86.400002 | 86.959999 | 85.120003 | 85.279999 | 85.279999 | 4,021,700 | -0.029577 | null | null | -0.028124 | -0.03022 | null | null | null | null | null | 87.446151 | 87.650367 | null | -0.204216 | -0.040843 | null | null | null | -0.023084 | -0.020045 | -0.41 | 0.003807 | 0.00169 | -0.065701 | 0.000662 | null | null | null | 0 | 0 | 0 | 0 |
2016-01-06 | 2016-01-06 | -0.052973 | 82.400002 | 83.760002 | 80.480003 | 80.879997 | 80.879997 | 9,135,888 | -0.052973 | null | null | -0.0543 | -0.048904 | null | null | null | null | null | 86.435973 | 87.148858 | null | -0.712885 | -0.175252 | null | null | null | -0.057207 | -0.048101 | -0.08 | -0.039254 | -0.012694 | 0.064633 | 0.003371 | null | null | null | 0 | 0 | 0 | 0 |
2016-01-07 | 2016-01-07 | -0.02099 | 79.120003 | 81.599998 | 78.800003 | 79.199997 | 79.199997 | 6,499,713 | -0.02099 | null | null | -0.019679 | -0.022934 | null | null | null | null | null | 85.322746 | 86.560054 | null | -1.237307 | -0.387663 | null | null | null | -0.020221 | -0.009487 | 0.28 | -0.024701 | -0.024284 | 0.213696 | 0.000627 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-08 | 2016-01-08 | -0.010152 | 79.599998 | 80.160004 | 77.68 | 78.400002 | 78.400002 | 5,586,050 | -0.010152 | null | null | -0.010899 | -0.012285 | null | null | 82.319998 | null | null | 84.257708 | 85.955605 | null | -1.697897 | -0.64971 | null | null | null | -0.002707 | -0.058263 | -1.53 | -0.01294 | -0.011037 | 0.080832 | 0.00299 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-11 | 2016-01-11 | -0.057759 | 77.760002 | 78.080002 | 73.599998 | 74 | 74 | 10,285,050 | -0.057759 | null | null | -0.065087 | -0.054617 | null | null | 79.551999 | null | null | 82.679599 | 85.070005 | null | -2.390405 | -0.997849 | null | null | null | -0.055105 | -0.049517 | -1.28 | -0.021642 | 0.00099 | -0.100333 | -0.000158 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-12 | 2016-01-12 | -0.008686 | 75.440002 | 75.839996 | 71.199997 | 73.360001 | 73.360001 | 12,760,663 | -0.008686 | null | null | -0.012752 | -0.007864 | null | null | 77.167999 | null | null | 81.245815 | 84.202597 | null | -2.956782 | -1.389635 | null | null | null | -0.032344 | -0.033741 | -1.28 | 0.002367 | 0.008036 | -0.075309 | 0.002331 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-13 | 2016-01-13 | -0.008762 | 74.400002 | 75.120003 | 71.440002 | 72.720001 | 72.720001 | 12,569,463 | -0.008762 | null | null | -0.02803 | -0.013245 | null | null | 75.536 | null | null | 79.934151 | 83.352034 | null | -3.417883 | -1.795285 | null | null | null | 0 | -0.019405 | -1.84 | -0.024302 | -0.025257 | 0.122385 | -0.001359 | 234 | 8,438 | 6,136 | 0 | 0 | 0 | 0 |
2016-01-14 | 2016-01-14 | 0.015284 | 73.120003 | 74.720001 | 72.32 | 73.839996 | 73.839996 | 5,953,413 | 0.015284 | null | null | 0.018109 | 0.018494 | null | null | 74.464 | null | null | 78.996589 | 82.647439 | null | -3.65085 | -2.166398 | null | null | null | 0.025959 | 0.009056 | -2.38 | 0.042148 | 0.016284 | -0.050357 | 0.001991 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-15 | 2016-01-15 | -0.048844 | 70.32 | 71.199997 | 69.120003 | 70.32 | 70.32 | 11,602,613 | -0.048844 | null | null | -0.057452 | -0.048267 | null | null | 72.848 | null | null | 77.661729 | 81.734295 | null | -4.072566 | -2.547632 | null | null | null | -0.058365 | -0.001388 | -0.65 | -0.029371 | -0.0217 | 0.128184 | 0.002794 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-19 | 2016-01-19 | -0.034726 | 70 | 70.160004 | 67.599998 | 67.919998 | 67.919998 | 7,540,325 | -0.034726 | null | null | -0.011684 | -0.033523 | null | null | 71.631999 | null | null | 76.163001 | 80.711014 | null | -4.548013 | -2.947708 | null | null | null | -0.033843 | -0.051293 | -1.11 | -0.021762 | 0.00133 | -0.035899 | 0.000366 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-20 | 2016-01-20 | -0.029889 | 66.720001 | 66.959999 | 63.360001 | 65.919998 | 65.919998 | 10,401,950 | -0.029889 | null | null | -0.022691 | -0.034686 | null | null | 70.143999 | null | null | 74.587155 | 79.615383 | null | -5.028229 | -3.363812 | null | null | null | -0.064937 | -0.050601 | -0.67 | -0.026872 | -0.012898 | 0.059117 | 0.004559 | 3,979 | 4,563 | -1,025 | 0 | 0 | 0 | 0 |
2016-01-21 | 2016-01-21 | 0.0381 | 64.800003 | 69.519997 | 64.480003 | 68.480003 | 68.480003 | 10,902,175 | 0.0381 | null | null | 0.036485 | 0.038938 | null | null | 69.295999 | null | null | 73.647593 | 78.79054 | null | -5.142947 | -3.719639 | null | null | null | 0.10217 | 0.058972 | -1.96 | 0.030625 | 0.005586 | -0.032621 | -0.00268 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-22 | 2016-01-22 | 0.079683 | 72.720001 | 74.32 | 71.760002 | 74.160004 | 74.160004 | 7,819,525 | 0.079683 | null | null | 0.090605 | 0.082759 | null | null | 69.360001 | null | null | 73.726425 | 78.447538 | null | -4.721112 | -3.919934 | null | null | null | 0.081837 | 0.098961 | -1.61 | 0.043262 | 0.020308 | -0.162982 | null | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-25 | 2016-01-25 | -0.082022 | 71.519997 | 72.959999 | 68.32 | 68.32 | 68.32 | 6,934,875 | -0.082022 | null | null | -0.061527 | -0.081346 | null | null | 68.960001 | null | null | 72.894668 | 77.69735 | null | -4.802682 | -4.096483 | null | null | null | -0.056443 | -0.021235 | -0.49 | -0.047768 | -0.015232 | 0.081021 | null | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-26 | 2016-01-26 | 0.049125 | 70.480003 | 74.480003 | 69.919998 | 71.760002 | 71.760002 | 6,430,600 | 0.049125 | null | null | 0.046008 | 0.049597 | null | null | 69.728001 | null | null | 72.720104 | 77.257546 | null | -4.537442 | -4.184675 | null | null | null | -0.025732 | 0.036871 | 1.4 | 0.037127 | 0.013551 | -0.068323 | null | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-27 | 2016-01-27 | 0.023142 | 71.360001 | 75.440002 | 70.32 | 73.440002 | 73.440002 | 8,928,713 | 0.023142 | null | null | 0.036472 | 0.018642 | null | null | 71.232002 | null | null | 72.830857 | 76.974765 | null | -4.143908 | -4.176522 | null | null | null | 0.089941 | 0.028359 | -0.49 | -0.004726 | -0.010943 | 0.027111 | null | 8,383 | 3,464 | -4,057 | 0 | 0 | 0 | 0 |
2016-01-28 | 2016-01-28 | 0.055099 | 78.400002 | 78.879997 | 75.279999 | 77.599998 | 77.599998 | 8,268,888 | 0.055099 | null | null | 0.053224 | 0.056425 | null | null | 73.056001 | null | null | 73.564571 | 77.021079 | null | -3.456507 | -4.032519 | null | null | null | 0.027165 | 0.036401 | -0.2 | 0.029971 | 0.005196 | -0.029857 | -0.002354 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-01-29 | 2016-01-29 | -0.005168 | 78.160004 | 79.040001 | 75.040001 | 77.199997 | 77.199997 | 5,901,213 | -0.005168 | null | null | 0.013316 | -0.002497 | null | null | 73.664 | null | null | 74.123868 | 77.034332 | null | -2.910464 | -3.808108 | null | null | null | 0.013459 | 0.00393 | -0.52 | 0.028755 | 0.024085 | -0.099019 | 0.002587 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-01 | 2016-02-01 | -0.067513 | 74.800003 | 74.879997 | 71.919998 | 72.160004 | 72.160004 | 6,111,225 | -0.067513 | null | null | -0.054361 | -0.071228 | null | null | 74.432001 | null | null | 73.821735 | 76.673271 | null | -2.851536 | -3.616794 | null | null | null | -0.06252 | -0.021041 | 0.83 | -0.016804 | -0.000361 | -0.010891 | -0.001658 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-02 | 2016-02-02 | -0.051177 | 69.760002 | 70.480003 | 68.480003 | 68.559998 | 68.559998 | 5,554,688 | -0.051177 | null | null | -0.039891 | -0.048119 | null | null | 73.792 | null | null | 73.012237 | 76.072287 | null | -3.060051 | -3.505445 | null | null | null | -0.055931 | -0.046359 | 1.08 | -0.033938 | -0.018187 | 0.1001 | 0.002141 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-03 | 2016-02-03 | 0.086039 | 70.720001 | 74.800003 | 68.32 | 74.720001 | 74.720001 | 9,030,788 | 0.086039 | null | null | 0.078252 | 0.075917 | null | null | 74.048 | null | null | 73.27497 | 75.972118 | null | -2.697148 | -3.343786 | null | null | null | 0.076899 | 0.044199 | 0.09 | 0.034985 | 0.005977 | -0.015014 | -0.007509 | 7,792 | 5,938 | -777 | 0 | 0 | 0 | 0 |
2016-02-04 | 2016-02-04 | -0.023836 | 76.400002 | 77.199997 | 72.480003 | 72.959999 | 72.959999 | 5,623,150 | -0.023836 | null | null | -0.023573 | -0.01579 | null | null | 73.12 | null | null | 73.226513 | 75.748998 | null | -2.522485 | -3.179526 | null | null | null | -0.020652 | 0.011667 | 1.13 | -0.000524 | 0.001567 | 0.008776 | -0.008666 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-05 | 2016-02-05 | -0.023296 | 72.32 | 73.839996 | 70.400002 | 71.279999 | 71.279999 | 4,355,950 | -0.023296 | null | null | -0.009217 | -0.009327 | null | null | 71.936 | null | null | 72.927049 | 75.417961 | null | -2.490912 | -3.041803 | null | null | null | -0.024645 | -0.012594 | 1.49 | -0.023497 | -0.019234 | 0.070513 | 0.005776 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-08 | 2016-02-08 | -0.030772 | 70.160004 | 70.559998 | 68.160004 | 69.120003 | 69.120003 | 4,787,288 | -0.030772 | null | null | -0.033902 | -0.028515 | null | null | 71.328 | null | null | 72.34135 | 74.951446 | null | -2.610096 | -2.955462 | null | null | null | -0.037977 | -0.022192 | 1.93 | -0.005198 | -0.013552 | 0.112062 | 0.001104 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-09 | 2016-02-09 | -0.05471 | 68.080002 | 69.360001 | 63.759998 | 65.440002 | 65.440002 | 7,226,550 | -0.05471 | null | null | -0.065305 | -0.043638 | null | null | 70.704001 | null | null | 71.279604 | 74.246894 | null | -2.96729 | -2.957827 | null | null | null | -0.060709 | -0.048237 | 2.19 | -0.024374 | 0.000054 | 0.020769 | -0.002297 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-10 | 2016-02-10 | -0.027263 | 63.759998 | 67.199997 | 63.119999 | 63.68 | 63.68 | 8,022,850 | -0.027263 | null | null | 0.001022 | -0.00144 | null | null | 68.496001 | null | null | 70.110434 | 73.464161 | null | -3.353727 | -3.037007 | null | null | null | -0.015135 | -0.01706 | 2.1 | -0.004059 | -0.000863 | -0.00942 | 0.000964 | -668 | 1,258 | 1,281 | 0 | 0 | 0 | 0 |
2016-02-11 | 2016-02-11 | 0.003762 | 62.560001 | 64.239998 | 61.360001 | 63.919998 | 63.919998 | 11,998,838 | 0.003762 | null | null | 0.011173 | 0.014306 | null | null | 66.688 | null | null | 69.158059 | 72.757186 | null | -3.599127 | -3.149431 | null | null | null | -0.050262 | -0.028055 | 2.63 | -0.004261 | -0.013093 | 0.070369 | -0.00078 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-12 | 2016-02-12 | 0.041673 | 65.279999 | 68.160004 | 64.080002 | 66.639999 | 66.639999 | 8,488,400 | 0.041673 | null | null | 0.046382 | 0.022473 | null | null | 65.760001 | null | null | 68.770665 | 72.304061 | null | -3.533396 | -3.226224 | null | null | null | 0.112892 | 0.098397 | 2.48 | 0.026023 | 0.020407 | -0.09737 | 0.001097 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-16 | 2016-02-16 | -0.002404 | 67.919998 | 68.160004 | 65.440002 | 66.480003 | 66.480003 | 6,118,750 | -0.002404 | null | null | -0.016529 | -0.018221 | null | null | 65.232001 | null | null | 68.418256 | 71.87265 | null | -3.454394 | -3.271858 | null | null | null | -0.009251 | -0.02258 | 2.04 | 0.0099 | 0.016737 | -0.050787 | 0.00074 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-17 | 2016-02-17 | 0.055017 | 67.440002 | 71.199997 | 67.120003 | 70.239998 | 70.239998 | 7,534,175 | 0.055017 | null | null | 0.061777 | 0.041557 | null | null | 66.192 | null | null | 68.698524 | 71.751713 | null | -3.053189 | -3.228124 | null | null | null | 0.054592 | 0.065965 | 2.53 | 0.032252 | 0.016203 | -0.074658 | -0.005015 | 2,147 | 3,036 | 1,399 | 0 | 0 | 0 | 0 |
2016-02-18 | 2016-02-18 | -0.013762 | 72.239998 | 72.559998 | 69.199997 | 69.279999 | 69.279999 | 6,923,763 | -0.013762 | null | null | -0.013921 | -0.020563 | null | null | 67.312 | null | null | 68.787982 | 71.568623 | null | -2.780641 | -3.138628 | null | null | null | 0.002929 | -0.000301 | 2.43 | -0.012566 | -0.004104 | -0.030031 | 0.000122 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-19 | 2016-02-19 | -0.012783 | 68.400002 | 68.800003 | 66.800003 | 68.400002 | 68.400002 | 5,945,325 | -0.012783 | null | null | -0.016015 | -0.008345 | null | null | 68.208 | null | null | 68.728292 | 71.33391 | null | -2.605618 | -3.032026 | null | null | null | -0.039104 | -0.047496 | 2.07 | -0.002286 | -0.000469 | -0.051294 | 0.000631 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-22 | 2016-02-22 | 0.041243 | 71.199997 | 72.080002 | 70.720001 | 71.279999 | 71.279999 | 6,746,513 | 0.041243 | null | null | 0.040936 | 0.023465 | null | null | 69.136 | null | null | 69.120863 | 71.329917 | null | -2.209054 | -2.867431 | null | null | null | 0.058416 | 0.059174 | 2.22 | 0.025203 | 0.014375 | -0.056016 | -0.001489 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-23 | 2016-02-23 | -0.049464 | 70.080002 | 70.080002 | 67.440002 | 67.839996 | 67.839996 | 7,803,400 | -0.049464 | null | null | -0.035254 | -0.029068 | null | null | 69.407999 | null | null | 68.923806 | 71.071404 | null | -2.147598 | -2.723465 | null | null | null | 0.014871 | -0.051622 | 0.06 | -0.034754 | -0.01271 | 0.082559 | 0.002921 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-24 | 2016-02-24 | 0.012888 | 65.519997 | 69.040001 | 65.120003 | 68.720001 | 68.720001 | 6,023,738 | 0.012888 | null | null | 0.02977 | 0.018094 | null | null | 69.103999 | null | null | 68.892452 | 70.897226 | null | -2.004774 | -2.579727 | null | null | null | -0.047927 | -0.012618 | 1.15 | 0.010079 | 0.004565 | -0.012393 | -0.000118 | 3,502 | -2,236 | -1,660 | 0 | 0 | 0 | 0 |
2016-02-25 | 2016-02-25 | 0.024153 | 67.839996 | 71.360001 | 66.239998 | 70.400002 | 70.400002 | 4,938,338 | 0.024153 | null | null | 0.010032 | 0.005502 | null | null | 69.328 | null | null | 69.124382 | 70.860395 | null | -1.736012 | -2.410984 | null | null | null | 0.034011 | 0.041355 | 1.43 | 0.000879 | 0.012039 | -0.077703 | -0.001836 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-26 | 2016-02-26 | -0.002275 | 73.120003 | 73.279999 | 69.599998 | 70.239998 | 70.239998 | 7,349,925 | -0.002275 | null | null | 0.002719 | -0.006882 | null | null | 69.695999 | null | null | 69.296016 | 70.814439 | null | -1.518424 | -2.232472 | null | null | null | 0.00793 | 0.085487 | 4.11 | 0.005959 | -0.002304 | 0.03663 | 0.003813 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-02-29 | 2016-02-29 | 0.024748 | 70.879997 | 72.32 | 70.239998 | 72 | 72 | 6,325,550 | 0.024748 | null | null | 0.028548 | 0.019152 | null | null | 69.839999 | null | null | 69.712013 | 70.902259 | null | -1.190245 | -2.024026 | null | null | null | 0.033859 | 0.004464 | 3.18 | -0.011423 | -0.007873 | 0.037355 | -0.000979 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-01 | 2016-03-01 | 0.016529 | 71.839996 | 74.080002 | 71.120003 | 73.199997 | 73.199997 | 5,950,675 | 0.016529 | null | null | 0.005263 | 0.001354 | null | null | 70.912 | null | null | 70.248626 | 71.072461 | null | -0.823835 | -1.783988 | null | null | null | 0.049168 | -0.005304 | 1.34 | 0.025821 | 0.023235 | -0.138686 | -0.002702 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-02 | 2016-03-02 | 0.016261 | 72.080002 | 74.879997 | 71.519997 | 74.400002 | 74.400002 | 6,188,488 | 0.016261 | null | null | 0.009578 | 0.001352 | null | null | 72.048 | null | null | 70.887299 | 71.318946 | null | -0.431647 | -1.51352 | null | null | null | 0.00522 | 0.018029 | 1.81 | 0.024163 | 0.004482 | -0.034463 | -0.001035 | 10,374 | -1,468 | 2,882 | 0 | 0 | 0 | 0 |
2016-03-03 | 2016-03-03 | -0.005391 | 73.040001 | 75.279999 | 72.879997 | 74 | 74 | 4,296,738 | -0.005391 | null | null | 0 | 0.002699 | null | null | 72.767999 | null | null | 71.366176 | 71.517542 | null | -0.151366 | -1.241089 | null | null | null | -0.000289 | -0.017469 | 1.19 | 0.015018 | 0.003912 | -0.02282 | -0.00471 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-04 | 2016-03-04 | 0.042334 | 74.32 | 77.199997 | 73.440002 | 77.199997 | 77.199997 | 6,121,725 | 0.042334 | null | null | 0.045732 | 0.035742 | null | null | 74.159999 | null | null | 72.263687 | 71.938465 | null | 0.325222 | -0.927827 | null | null | null | 0.038319 | 0.05072 | 1.7 | 0.00956 | 0.003248 | 0.009581 | -0.005462 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-07 | 2016-03-07 | 0.046567 | 77.440002 | 81.199997 | 77.360001 | 80.879997 | 80.879997 | 8,387,150 | 0.046567 | null | null | 0.045315 | 0.031992 | null | null | 75.935999 | null | null | 73.589273 | 72.600801 | null | 0.988473 | -0.544567 | null | null | null | 0.053935 | 0.036804 | 1.12 | 0.023187 | 0.000798 | 0.029063 | -0.000011 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-08 | 2016-03-08 | -0.046567 | 80.32 | 80.32 | 77.199997 | 77.199997 | 77.199997 | 5,712,563 | -0.046567 | null | null | -0.032157 | -0.035901 | null | null | 76.735999 | null | null | 74.144769 | 72.941482 | null | 1.203287 | -0.194996 | null | null | null | -0.032992 | 0.003581 | 2.49 | -0.042901 | -0.010978 | 0.076081 | 0.001834 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-09 | 2016-03-09 | 0.050516 | 78.959999 | 81.68 | 78.800003 | 81.199997 | 81.199997 | 5,498,163 | 0.050516 | null | null | 0.036105 | 0.029584 | null | null | 78.095998 | null | null | 75.230189 | 73.553224 | null | 1.676965 | 0.179396 | null | null | null | 0.025577 | 0.027703 | 2.64 | 0.016099 | 0.004927 | -0.017675 | -0.003424 | 4,144 | -4,526 | -1,119 | 0 | 0 | 0 | 0 |
2016-03-10 | 2016-03-10 | -0.010897 | 79.68 | 80.959999 | 79.040001 | 80.32 | 80.32 | 4,136,200 | -0.010897 | null | null | -0.019094 | -0.007634 | null | null | 79.359998 | null | null | 76.013237 | 74.054466 | null | 1.95877 | 0.535271 | null | null | null | 0.003979 | -0.041329 | 0.86 | 0.000823 | 0.000802 | -0.015812 | -0.000104 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-11 | 2016-03-11 | 0.01483 | 81.68 | 82.32 | 80.480003 | 81.519997 | 81.519997 | 3,518,000 | 0.01483 | null | null | 0.007203 | 0.006365 | null | null | 80.223997 | null | null | 76.860431 | 74.607469 | null | 2.252962 | 0.878809 | null | null | null | 0.019403 | 0.01999 | 0.9 | 0.025499 | 0.016008 | -0.085873 | -0.005114 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-14 | 2016-03-14 | -0.030894 | 79.360001 | 79.440002 | 78.080002 | 79.040001 | 79.040001 | 4,664,588 | -0.030894 | null | null | -0.020138 | -0.024407 | null | null | 79.855998 | null | null | 77.195749 | 74.935804 | null | 2.259945 | 1.155036 | null | null | null | -0.034609 | -0.034856 | 0.86 | -0.006596 | -0.001283 | 0.025455 | 0.003477 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-15 | 2016-03-15 | -0.018387 | 77.839996 | 77.919998 | 76.720001 | 77.599998 | 77.599998 | 4,433,888 | -0.018387 | null | null | -0.021382 | -0.013089 | null | null | 79.935999 | null | null | 77.257941 | 75.133152 | null | 2.124789 | 1.348987 | null | null | null | -0.02394 | -0.01509 | 1.17 | -0.001939 | -0.001631 | -0.004728 | 0.003338 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-16 | 2016-03-16 | 0.048299 | 79.279999 | 81.599998 | 79.279999 | 81.440002 | 81.440002 | 4,788,963 | 0.048299 | null | null | 0.037525 | 0.027292 | null | null | 79.984 | null | null | 77.901335 | 75.600326 | null | 2.301009 | 1.539391 | null | null | null | 0.05647 | 0.023462 | -0.05 | 0.017157 | 0.005771 | -0.109858 | 0.001733 | 1,317 | -747 | -1,135 | 0 | 0 | 0 | 0 |
2016-03-17 | 2016-03-17 | 0.035701 | 82.959999 | 84.800003 | 82.32 | 84.400002 | 84.400002 | 5,133,838 | 0.035701 | null | null | 0.026078 | 0.020305 | null | null | 80.8 | null | null | 78.90113 | 76.252154 | null | 2.648976 | 1.761308 | null | null | null | 0.044282 | 0.023434 | -0.88 | 0.01358 | 0.006324 | -0.036691 | -0.019725 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-18 | 2016-03-18 | -0.006657 | 85.68 | 86.400002 | 83.440002 | 83.839996 | 83.839996 | 4,864,950 | -0.006657 | null | null | 0.001559 | 0 | null | null | 81.264 | null | null | 79.660956 | 76.814216 | null | 2.846739 | 1.978394 | null | null | null | -0.01758 | -0.000764 | -0.21 | -0.004244 | -0.001222 | -0.029086 | -0.00036 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-21 | 2016-03-21 | 0.010442 | 84 | 84.959999 | 82.879997 | 84.720001 | 84.720001 | 4,374,413 | 0.010442 | null | null | 0.006211 | 0.008756 | null | null | 82.4 | null | null | 80.43927 | 77.39983 | null | 3.03944 | 2.190604 | null | null | null | 0.011086 | 0.016421 | 0 | -0.003471 | 0.001418 | -0.016405 | 0.002794 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-22 | 2016-03-22 | -0.004733 | 83.279999 | 85.120003 | 83.040001 | 84.32 | 84.32 | 3,535,925 | -0.004733 | null | null | 0.005403 | 0.004969 | null | null | 83.744 | null | null | 81.036306 | 77.912435 | null | 3.12387 | 2.377257 | null | null | null | 0.037861 | 0.015662 | -0.91 | -0.005547 | -0.000538 | 0.027556 | 0.000207 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-23 | 2016-03-23 | -0.041653 | 82.639999 | 82.959999 | 80.639999 | 80.879997 | 80.879997 | 5,024,275 | -0.041653 | null | null | -0.033663 | -0.025095 | null | null | 83.631999 | null | null | 81.012258 | 78.132255 | null | 2.880004 | 2.477806 | null | null | null | -0.07956 | -0.042838 | 0.56 | -0.022177 | -0.006621 | 0.05434 | 0.006572 | 9,357 | -4,642 | 917 | 0 | 0 | 0 | 0 |
2016-03-24 | 2016-03-24 | -0.004958 | 78.239998 | 80.800003 | 77.919998 | 80.480003 | 80.480003 | 6,322,038 | -0.004958 | null | null | -0.00319 | -0.008934 | null | null | 82.848 | null | null | 80.930373 | 78.306162 | null | 2.624211 | 2.507087 | null | null | null | -0.003664 | -0.013218 | 0.19 | 0.004863 | -0.000443 | -0.013387 | 0.002446 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-28 | 2016-03-28 | -0.004983 | 80.080002 | 80.480003 | 78.959999 | 80.080002 | 80.080002 | 3,406,013 | -0.004983 | null | null | -0.0032 | -0.001283 | null | null | 82.096001 | null | null | 80.799547 | 78.437558 | null | 2.361989 | 2.478068 | null | null | null | -0.003941 | 0 | 0.34 | -0.005351 | 0.000591 | 0.033921 | -0.003707 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-29 | 2016-03-29 | -0.021202 | 77.68 | 78.559998 | 77.040001 | 78.400002 | 78.400002 | 4,371,825 | -0.021202 | null | null | -0.020235 | -0.010323 | null | null | 80.832001 | null | null | 80.430386 | 78.434776 | null | 1.99561 | 2.381576 | null | null | null | -0.02884 | -0.042095 | -0.16 | 0.004704 | 0.009208 | -0.093176 | 0.000201 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-03-30 | 2016-03-30 | -0.007169 | 79.919998 | 81.040001 | 77.599998 | 77.839996 | 77.839996 | 4,619,325 | -0.007169 | null | null | -0.001637 | 0.006464 | null | null | 79.536 | null | null | 80.031864 | 78.390718 | null | 1.641146 | 2.23349 | null | null | null | 0 | 0 | -0.16 | 0.00194 | 0.004378 | -0.018813 | -0.010103 | 2,299 | -2,514 | -1,075 | 0 | 0 | 0 | 0 |
2016-03-31 | 2016-03-31 | -0.003088 | 77.440002 | 79.360001 | 77.360001 | 77.599998 | 77.599998 | 4,086,550 | -0.003088 | null | null | 0.004087 | 0.001288 | null | null | 78.88 | null | null | 79.657731 | 78.332146 | null | 1.325585 | 2.051909 | null | null | null | 0.000812 | 0 | -0.19 | -0.000485 | -0.00243 | 0.028761 | -0.003035 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-01 | 2016-04-01 | -0.038891 | 75.279999 | 75.68 | 74.559998 | 74.639999 | 74.639999 | 5,033,263 | -0.038891 | null | null | -0.03909 | -0.038037 | null | null | 77.712 | null | null | 78.885772 | 78.058654 | null | 0.827119 | 1.806951 | null | null | null | -0.043714 | -0.00902 | 1.06 | -0.013502 | 0.006789 | -0.060932 | 0.003396 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-04 | 2016-04-04 | -0.027161 | 74.559998 | 75.68 | 72.400002 | 72.639999 | 72.639999 | 4,840,888 | -0.027161 | null | null | -0.024905 | -0.022989 | null | null | 76.223999 | null | null | 77.924884 | 77.657272 | null | 0.267612 | 1.499083 | null | null | null | -0.030436 | -0.010211 | 1.75 | -0.007397 | -0.003243 | 0.077863 | 0.001079 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-05 | 2016-04-05 | 0.005492 | 72.559998 | 73.519997 | 71.919998 | 73.040001 | 73.040001 | 5,333,550 | 0.005492 | null | null | 0.006932 | -0.005487 | null | null | 75.151999 | null | null | 77.173364 | 77.315252 | null | -0.141888 | 1.170889 | null | null | null | 0.006394 | -0.004727 | 1.36 | -0.006788 | -0.010038 | 0.092068 | 0.004468 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-06 | 2016-04-06 | 0.050197 | 75.040001 | 77.040001 | 74.559998 | 76.800003 | 76.800003 | 5,712,075 | 0.050197 | null | null | 0.04805 | 0.03381 | null | null | 74.944 | null | null | 77.115924 | 77.277085 | null | -0.161162 | 0.904479 | null | null | null | 0.089182 | 0.051335 | 0.03 | 0.021365 | 0.010862 | -0.086252 | -0.003474 | -5,218 | 1,438 | 1,799 | 0 | 0 | 0 | 0 |
2016-04-07 | 2016-04-07 | -0.009419 | 75.919998 | 76.400002 | 74.639999 | 76.080002 | 76.080002 | 3,525,625 | -0.009419 | null | null | -0.00495 | -0.008011 | null | null | 74.640001 | null | null | 76.956551 | 77.188412 | null | -0.231861 | 0.677211 | null | null | null | -0.011727 | -0.016551 | -0.15 | -0.005871 | -0.012038 | 0.146913 | 0.002606 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-08 | 2016-04-08 | 0.053237 | 79.839996 | 80.879997 | 79.440002 | 80.239998 | 80.239998 | 5,894,563 | 0.053237 | null | null | 0.053153 | 0.04585 | null | null | 75.760001 | null | null | 77.461697 | 77.414456 | null | 0.047241 | 0.551217 | null | null | null | 0.063365 | 0.09151 | 0.97 | 0.019918 | 0.002693 | -0.049505 | -0.003888 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-11 | 2016-04-11 | 0.02462 | 81.519997 | 82.720001 | 81.199997 | 82.239998 | 82.239998 | 3,633,463 | 0.02462 | null | null | 0.025553 | 0.025286 | null | null | 77.68 | null | null | 78.19682 | 77.771903 | null | 0.424917 | 0.525957 | null | null | null | 0.017956 | 0.021146 | 1.12 | -0.004177 | -0.00235 | 0.058594 | -0.003773 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-12 | 2016-04-12 | 0.03442 | 82.959999 | 85.760002 | 82.480003 | 85.120003 | 85.120003 | 7,083,088 | 0.03442 | null | null | 0.036777 | 0.021001 | null | null | 80.096001 | null | null | 79.261925 | 78.316207 | null | 0.945718 | 0.609909 | null | null | null | 0.040209 | 0.034046 | 0.9 | 0.029351 | 0.00927 | -0.086716 | -0.001291 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-13 | 2016-04-13 | -0.012293 | 84.720001 | 85.919998 | 83.839996 | 84.080002 | 84.080002 | 5,366,750 | -0.012293 | null | null | -0.011115 | -0.002448 | null | null | 81.552 | null | null | 80.003168 | 78.743155 | null | 1.260013 | 0.73993 | null | null | null | -0.010022 | -0.004893 | 1.11 | 0.00468 | 0.01005 | -0.068013 | 0.00294 | 6,634 | -4,237 | 505 | 0 | 0 | 0 | 0 |
2016-04-14 | 2016-04-14 | -0.002859 | 84.639999 | 85.199997 | 83.360001 | 83.839996 | 83.839996 | 3,969,688 | -0.002859 | null | null | -0.002238 | -0.00738 | null | null | 83.103999 | null | null | 80.593449 | 79.120699 | null | 1.47275 | 0.886494 | null | null | null | -0.006013 | 0.004893 | 1.57 | 0.002332 | 0.000048 | -0.008671 | 0.000184 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-15 | 2016-04-15 | -0.022191 | 82.239998 | 82.639999 | 81.040001 | 82 | 82 | 4,372,625 | -0.022191 | null | null | -0.018847 | -0.021211 | null | null | 83.456 | null | null | 80.809841 | 79.33398 | null | 1.475861 | 1.004367 | null | null | null | -0.025658 | -0.040318 | 0.92 | -0.013599 | -0.001106 | -0.007289 | 0.000189 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-18 | 2016-04-18 | -0.007835 | 78.720001 | 81.919998 | 78.32 | 81.360001 | 81.360001 | 4,874,688 | -0.007835 | null | null | -0.000761 | -0.002525 | null | null | 83.28 | null | null | 80.894481 | 79.484056 | null | 1.410426 | 1.085579 | null | null | null | -0.016472 | 0.007715 | 1.9 | 0.01639 | 0.007002 | -0.019824 | -0.001639 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-19 | 2016-04-19 | 0.026202 | 82 | 84.32 | 81.760002 | 83.519997 | 83.519997 | 4,684,988 | 0.026202 | null | null | 0.021846 | 0.021264 | null | null | 82.959999 | null | null | 81.298407 | 79.783014 | null | 1.515392 | 1.171542 | null | null | null | 0.028283 | 0.032604 | 2.14 | 0.019775 | 0.003149 | -0.00824 | -0.006185 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-20 | 2016-04-20 | 0.030191 | 81.919998 | 87.040001 | 81.599998 | 86.080002 | 86.080002 | 5,312,650 | 0.030191 | null | null | 0.031539 | 0.023243 | null | null | 83.359999 | null | null | 82.034037 | 80.249458 | null | 1.784579 | 1.294149 | null | null | null | 0.044026 | 0.001626 | 0.37 | 0.008916 | 0.000952 | 0.003021 | 0.001052 | 2,080 | -110 | -3,554 | 0 | 0 | 0 | 0 |
2016-04-21 | 2016-04-21 | -0.003724 | 85.68 | 86.559998 | 84.639999 | 85.760002 | 85.760002 | 3,392,488 | -0.003724 | null | null | -0.013082 | -0.002421 | null | null | 83.744 | null | null | 82.607262 | 80.657646 | null | 1.949616 | 1.425242 | null | null | null | 0.01071 | 0.00901 | 0.3 | -0.005885 | -0.005393 | 0.050452 | 0.00422 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-22 | 2016-04-22 | 0.003724 | 86 | 87.440002 | 85.519997 | 86.080002 | 86.080002 | 3,745,525 | 0.003724 | null | null | 0.009465 | 0.008449 | null | null | 84.560001 | null | null | 83.14153 | 81.059302 | null | 2.082228 | 1.556639 | null | null | null | -0.009774 | 0.011207 | 1.21 | 0.014423 | 0 | -0.05233 | 0.003659 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-25 | 2016-04-25 | -0.01971 | 86.239998 | 86.480003 | 83.760002 | 84.400002 | 84.400002 | 2,746,975 | -0.01971 | null | null | -0.014599 | -0.007238 | null | null | 85.168001 | null | null | 83.335141 | 81.306761 | null | 2.028379 | 1.650987 | null | null | null | -0.025822 | -0.023005 | 1.3 | -0.01125 | -0.001724 | 0.065053 | -0.000385 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-26 | 2016-04-26 | 0.024346 | 85.279999 | 86.959999 | 84.959999 | 86.480003 | 86.480003 | 2,398,775 | 0.024346 | null | null | 0.026126 | 0.013229 | null | null | 85.760002 | null | null | 83.818966 | 81.689965 | null | 2.129001 | 1.74659 | null | null | null | 0.020193 | 0.022323 | 1.42 | 0.015864 | 0.001485 | -0.008523 | -0.003598 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-27 | 2016-04-27 | 0.030071 | 88.239998 | 89.760002 | 86.080002 | 89.120003 | 89.120003 | 4,740,113 | 0.030071 | null | null | 0.029642 | 0.023614 | null | null | 86.368002 | null | null | 84.63451 | 82.240338 | null | 2.394172 | 1.876107 | null | null | null | 0.063112 | 0.005221 | -1.12 | 0.018827 | 0.002056 | -0.01361 | 0.000767 | 1,999 | 1,608 | -1,695 | 0 | 0 | 0 | 0 |
2016-04-28 | 2016-04-28 | 0.007156 | 89.279999 | 90.720001 | 88.800003 | 89.760002 | 89.760002 | 3,116,988 | 0.007156 | null | null | 0.00693 | 0.003495 | null | null | 87.168002 | null | null | 85.423047 | 82.79735 | null | 2.625697 | 2.026025 | null | null | null | 0.016207 | 0.031862 | -0.43 | -0.014974 | -0.009117 | 0.105301 | -0.00582 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-04-29 | 2016-04-29 | 0.007105 | 91.360001 | 92 | 88.959999 | 90.400002 | 90.400002 | 4,350,263 | 0.007105 | null | null | 0.00138 | 0 | null | null | 88.032002 | null | null | 86.188733 | 83.360509 | null | 2.828223 | 2.186464 | null | null | null | -0.001087 | 0.000877 | -0.34 | -0.001628 | -0.005413 | 0.031537 | -0.003263 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-02 | 2016-05-02 | -0.022372 | 89.919998 | 90 | 87.599998 | 88.400002 | 88.400002 | 2,701,800 | -0.022372 | null | null | -0.032238 | -0.01878 | null | null | 88.832002 | null | null | 86.528928 | 83.733805 | null | 2.795123 | 2.308196 | null | null | null | -0.027115 | 0.003936 | 1.07 | -0.001038 | 0.007917 | -0.064968 | -0.001293 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-03 | 2016-05-03 | -0.028455 | 86.879997 | 87.040001 | 85.279999 | 85.919998 | 85.919998 | 3,551,525 | -0.028455 | null | null | -0.018692 | -0.01432 | null | null | 88.720001 | null | null | 86.435246 | 83.895745 | null | 2.539501 | 2.354457 | null | null | null | -0.024888 | -0.06143 | -0.56 | -0.023863 | -0.008741 | 0.06267 | 0.00612 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-04 | 2016-05-04 | 0.004645 | 87.440002 | 88.32 | 85.040001 | 86.32 | 86.32 | 3,107,025 | 0.004645 | null | null | -0.006553 | -0.002407 | null | null | 88.160001 | null | null | 86.417516 | 84.07532 | null | 2.342196 | 2.352005 | null | null | null | 0.002745 | -0.000232 | -0.69 | -0.014534 | -0.005594 | 0.028846 | 0.005458 | 2,784 | 536 | -1,261 | 0 | 0 | 0 | 0 |
2016-05-05 | 2016-05-05 | 0.010143 | 89.839996 | 89.919998 | 86.480003 | 87.199997 | 87.199997 | 4,269,875 | 0.010143 | null | null | 0.007278 | 0.006006 | null | null | 87.648 | null | null | 86.537898 | 84.306777 | null | 2.23112 | 2.327828 | null | null | null | 0.012713 | 0.029955 | 0.06 | 0.008134 | -0.000195 | -0.008723 | 0.002241 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-06 | 2016-05-06 | 0.00549 | 86.480003 | 89.199997 | 86.239998 | 87.68 | 87.68 | 3,299,588 | 0.00549 | null | null | 0.005063 | 0.010721 | null | null | 87.103999 | null | null | 86.713606 | 84.556646 | null | 2.15696 | 2.293654 | null | null | null | 0.005624 | 0.00472 | 0.02 | -0.002296 | 0.003652 | -0.074796 | 0.001027 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-09 | 2016-05-09 | -0.025879 | 86.879997 | 87.279999 | 85.120003 | 85.440002 | 85.440002 | 2,767,888 | -0.025879 | null | null | -0.03899 | -0.025196 | null | null | 86.512 | null | null | 86.517667 | 84.622079 | null | 1.895587 | 2.214041 | null | null | null | -0.025674 | -0.049878 | -1.02 | -0.014662 | 0.000826 | -0.01019 | 0.005117 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-10 | 2016-05-10 | 0.028613 | 86 | 88.160004 | 85.760002 | 87.919998 | 87.919998 | 2,631,888 | 0.028613 | null | null | 0.046179 | 0.03228 | null | null | 86.912 | null | null | 86.73341 | 84.86637 | null | 1.86704 | 2.144641 | null | null | null | 0.027915 | 0.036561 | -0.67 | 0.017416 | 0.012357 | -0.064516 | -0.000968 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-11 | 2016-05-11 | 0.031351 | 87.279999 | 91.360001 | 86.800003 | 90.720001 | 90.720001 | 3,667,275 | 0.031351 | null | null | 0.038642 | 0.027844 | null | null | 87.792 | null | null | 87.346732 | 85.299972 | null | 2.04676 | 2.125065 | null | null | null | 0.03367 | 0.045962 | -0.13 | 0.003051 | -0.009399 | 0.07777 | -0.004857 | -3,608 | -1,231 | -1,647 | 0 | 0 | 0 | 0 |
2016-05-12 | 2016-05-12 | 0.009653 | 92.239998 | 92.239998 | 89.760002 | 91.599998 | 91.599998 | 2,993,300 | 0.009653 | null | null | 0.010967 | 0.006842 | null | null | 88.672 | null | null | 88.001081 | 85.766641 | null | 2.23444 | 2.14694 | null | null | null | 0.009262 | 0.007567 | -0.21 | 0.002738 | 0.000291 | -0.019061 | 0.003736 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-13 | 2016-05-13 | -0.007011 | 90.800003 | 91.440002 | 90.160004 | 90.959999 | 90.959999 | 1,903,750 | -0.007011 | null | null | -0.00273 | -0.009133 | null | null | 89.328 | null | null | 88.456299 | 86.151334 | null | 2.304965 | 2.178545 | null | null | null | -0.009046 | 0.013265 | 0.83 | -0.012842 | -0.008752 | 0.04372 | 0.004827 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-16 | 2016-05-16 | 0.033726 | 93.440002 | 94.32 | 93.040001 | 94.080002 | 94.080002 | 3,339,175 | 0.033726 | null | null | 0.025642 | 0.023797 | null | null | 91.056 | null | null | 89.321484 | 86.738643 | null | 2.582841 | 2.259404 | null | null | null | 0.031938 | 0.030147 | 0.77 | 0.016784 | 0.009817 | -0.023936 | -0.001119 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-17 | 2016-05-17 | 0.013514 | 94 | 95.440002 | 93.68 | 95.360001 | 95.360001 | 2,788,863 | 0.013514 | null | null | 0.009284 | 0.013348 | null | null | 92.544 | null | null | 90.250486 | 87.377262 | null | 2.873225 | 2.382168 | null | null | null | 0.011874 | 0.004527 | 0.42 | 0.00468 | -0.009377 | 0.060627 | -0.000284 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-18 | 2016-05-18 | -0.018629 | 94.800003 | 96 | 93.599998 | 93.599998 | 93.599998 | 3,678,188 | -0.018629 | null | null | -0.020674 | -0.014469 | null | null | 93.12 | null | null | 90.765796 | 87.838205 | null | 2.927591 | 2.491253 | null | null | null | -0.003527 | 0.004506 | 0.81 | -0.009685 | 0.000293 | 0.024406 | 0.004092 | 1,310 | -2,496 | -3,170 | 0 | 0 | 0 | 0 |
2016-05-19 | 2016-05-19 | 0.007663 | 92.639999 | 94.400002 | 91.519997 | 94.32 | 94.32 | 2,737,813 | 0.007663 | null | null | 0.005376 | 0.003357 | null | null | 93.664 | null | null | 91.312597 | 88.318338 | null | 2.994258 | 2.591854 | null | null | null | 0.000831 | -0.04003 | -1.15 | 0.000152 | -0.003471 | 0.023824 | 0.006165 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-20 | 2016-05-20 | -0.003398 | 94.32 | 94.879997 | 92.879997 | 94 | 94 | 2,402,500 | -0.003398 | null | null | 0.002677 | 0.001117 | null | null | 94.272 | null | null | 91.726043 | 88.739202 | null | 2.986841 | 2.670851 | null | null | null | -0.010227 | 0.032028 | 0.87 | 0.005912 | 0.006298 | -0.069198 | -0.000502 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-23 | 2016-05-23 | -0.007689 | 92.080002 | 93.519997 | 91.919998 | 93.279999 | 93.279999 | 2,035,138 | -0.007689 | null | null | -0.008728 | -0.005596 | null | null | 94.112 | null | null | 91.965113 | 89.075557 | null | 2.889556 | 2.714592 | null | null | null | 0.009396 | -0.01599 | -0.35 | -0.002573 | -0.001364 | 0.040789 | 0.000778 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-24 | 2016-05-24 | 0.013629 | 93.360001 | 94.800003 | 93.279999 | 94.559998 | 94.559998 | 2,136,613 | 0.013629 | null | null | 0.009396 | 0.01005 | null | null | 93.951999 | null | null | 92.364326 | 89.481812 | null | 2.882514 | 2.748177 | null | null | null | -0.001664 | 0.013515 | 0.38 | 0.004988 | 0.012879 | -0.088496 | 0.00028 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
2016-05-25 | 2016-05-25 | 0.017611 | 95.360001 | 96.400002 | 94.32 | 96.239998 | 96.239998 | 3,123,013 | 0.017611 | null | null | 0.018531 | 0.017622 | null | null | 94.479999 | null | null | 92.960583 | 89.982418 | null | 2.978165 | 2.794174 | null | null | null | 0.021825 | 0.009251 | -0.23 | 0.015708 | 0.00676 | -0.036061 | -0.000782 | -4,226 | 2,043 | -1,284 | 0 | 0 | 0 | 0 |
End of preview.
OilETF-TimeMMD
OilETF-TimeMMD is a multimodal time-series dataset for oil ETF forecasting research. It aligns daily numerical market features, text-derived market facts, public report/news signals, sample metadata, and candlestick images for oil-related ETFs. The current release also includes a USO hourly intraday extension with historical GDELT news aligned to regular-session bars.
Dataset Summary
- Version: 0.1.0
- Date range: 2016-01-01 to 2026-05-31
- Timezone: US/Eastern
- Target symbol: USO
- Symbols: USO, BNO, DBO, USL, UCO, SCO
- Daily panel rows: 2,616
- Numerical rows: 2,616
- Search text rows: 2,616
- Report text rows: 542
- Candlestick image files: 30,324
- Intraday price source: yfinance 1h bars, regular session only
- Intraday news source: GDELT DOC API
- Intraday target symbol: USO
- Intraday UTC range: 2024-05-31T14:30:00+00:00 to 2026-05-29T20:00:00+00:00
- Intraday hourly panel rows: 3,476
- Intraday numerical rows: 3,476
- Intraday search text rows: 3,476
- Intraday bars per trading day: up to 7
Files
raw/prices/raw_prices.csv: raw ETF price series from yfinance.raw/oil_macro/raw_oil_macro.csv: oil, macro, EIA inventory, and market reference variables.raw/news/raw_news.csv: news records from yfinance.news, GDELT, and derived market facts.raw/reports/raw_reports.csv: public oil-market report facts and derived EIA inventory release facts.raw/calendar/calendar.csv: trading calendar and market-close alignment.processed/daily_panel.parquet: aligned daily feature panel.processed/samples_H60_F1.parquet: 60-day input, 1-day forecast samples.processed/samples_H120_F5.parquet: 120-day input, 5-day forecast samples.processed/hourly_panel.parquet: aligned USO hourly feature panel.processed/intraday_samples_H60_F1.parquet: 60-hour input, 1-hour forecast samples.processed/intraday_samples_H120_F7.parquet: 120-hour input, 7-hour forecast samples.numerical/OilETF/OilETF.csv: Time-MMD-style numerical sequence file.numerical/OilETF/OilETF_intraday.csv: Time-MMD-style hourly numerical sequence file.textual/OilETF/OilETF_search.csv: daily search/news text features.textual/OilETF/OilETF_report.csv: report-derived text features.textual/OilETF/OilETF_intraday_search.csv: hourly text placeholder/features aligned to the intraday panel.images/OilETF/*.png: candlestick images named as{symbol}_{end_date}_H{window}.png.metadata/OilETF_dataset_card.json: machine-readable build metadata, hashes, missing-rate summaries, split counts, and provenance.metadata/OilETF_intraday_dataset_card.json: machine-readable metadata for the hourly intraday extension.
Splits
Samples are split in time order.
| File | Train | Validation | Test |
|---|---|---|---|
processed/samples_H60_F1.parquet |
1,772 | 261 | 523 |
processed/samples_H120_F5.parquet |
1,712 | 261 | 519 |
processed/intraday_samples_H60_F1.parquet |
2,374 | 347 | 695 |
processed/intraday_samples_H120_F7.parquet |
2,314 | 347 | 689 |
Alignment
Daily news timestamps are aligned to US/Eastern trading dates with a 16:00 market-close cutoff. EIA inventory values are aligned using the reported week-ending Friday plus a five-day release shift. Future labels start after the numeric input window ends.
Intraday rows use UTC ISO timestamps and regular US market hours only. The hourly extension keeps up to seven bars per trading day; the final session bar may represent 30 minutes.
Usage
from datasets import load_dataset
dataset = load_dataset("parquet", data_files={
"h60_f1": "processed/samples_H60_F1.parquet",
"h120_f5": "processed/samples_H120_F5.parquet",
"intraday_h60_f1": "processed/intraday_samples_H60_F1.parquet",
"intraday_h120_f7": "processed/intraday_samples_H120_F7.parquet",
})
print(dataset)
For local research workflows, sample rows reference the numerical, textual, and image files using paths relative to this dataset root.
Sources and Limitations
The dataset is built from public market and information sources including yfinance, FRED, EIA weekly petroleum inventory data, yfinance.news, GDELT DOC API, and public RSS/web pages. The hourly intraday extension uses yfinance 1h bars plus historical GDELT news for hourly event alignment. Public APIs can be rate-limited or temporarily unavailable, so some coverage is incomplete. This dataset is intended for research and benchmarking only and is not investment advice. Verify upstream redistribution terms before publishing raw vendor data.
Reproducibility
The build configuration is stored in ../configs/data_config.yaml in the project repository. The recommended project entrypoint is:
python build.py --mode all
Common commands:
python build.py --mode daily
python build.py --mode intraday
python build.py --mode all --upload --hf-repo-id YOUR_NAME/YOUR_DATASET
python build.py --mode daily --incremental --skip-visuals
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