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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 15 new columns ({'confiance', 'titre', 'article_id', 'source', 'score_sentiment', 'poids', 'score_pondere', 'date_publication', 'url', 'api_source', 'date_analyse', 'contenu', 'company', 'sentiment', 'ajout_date'}) and 15 missing columns ({'MA_50', 'target_3d', 'volume_ratio', 'daily_return', 'Low', 'volatility_10d', 'High', 'date', 'MA_5', 'Open', 'Volume', 'Close', 'MA_20', 'RSI_14', 'volume_MA_5'}).
This happened while the csv dataset builder was generating data using
hf://datasets/adam5858/stock-market-data/articles_sentiment/AAPL.csv (at revision 8060534d38573a20c951eb551802b86e831d8be6), [/tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/AAPL.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/AAPL.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/ALL_ACTIONS.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/ALL_ACTIONS.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/AMZN.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/AMZN.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/BTC-USD.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/BTC-USD.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/GOOGL.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/GOOGL.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/META.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/META.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/MSFT.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/MSFT.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/NVDA.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/NVDA.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/TSLA.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/TSLA.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/AAPL.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/AAPL.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/ALL_ARTICLES_MASTER.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/ALL_ARTICLES_MASTER.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/AMZN.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/AMZN.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/GOOGL.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/GOOGL.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/META.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/META.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/MSFT.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/MSFT.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/NVDA.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/NVDA.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/TSLA.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/TSLA.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/python3.12/site-packages/datasets/builder.py", line 1893, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/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/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2281, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2227, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
article_id: string
symbol: string
company: string
date_publication: string
source: string
api_source: string
titre: string
contenu: string
score_sentiment: double
sentiment: string
confiance: double
poids: double
score_pondere: double
url: string
date_analyse: string
ajout_date: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2151
to
{'date': Value('string'), 'Open': Value('float64'), 'High': Value('float64'), 'Low': Value('float64'), 'Close': Value('float64'), 'Volume': Value('int64'), 'daily_return': Value('float64'), 'volatility_10d': Value('float64'), 'MA_5': Value('float64'), 'MA_20': Value('float64'), 'MA_50': Value('float64'), 'RSI_14': Value('float64'), 'volume_MA_5': Value('float64'), 'volume_ratio': Value('float64'), 'target_3d': Value('float64'), 'symbol': Value('string')}
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 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1895, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
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 15 new columns ({'confiance', 'titre', 'article_id', 'source', 'score_sentiment', 'poids', 'score_pondere', 'date_publication', 'url', 'api_source', 'date_analyse', 'contenu', 'company', 'sentiment', 'ajout_date'}) and 15 missing columns ({'MA_50', 'target_3d', 'volume_ratio', 'daily_return', 'Low', 'volatility_10d', 'High', 'date', 'MA_5', 'Open', 'Volume', 'Close', 'MA_20', 'RSI_14', 'volume_MA_5'}).
This happened while the csv dataset builder was generating data using
hf://datasets/adam5858/stock-market-data/articles_sentiment/AAPL.csv (at revision 8060534d38573a20c951eb551802b86e831d8be6), [/tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/AAPL.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/AAPL.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/ALL_ACTIONS.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/ALL_ACTIONS.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/AMZN.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/AMZN.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/BTC-USD.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/BTC-USD.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/GOOGL.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/GOOGL.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/META.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/META.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/MSFT.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/MSFT.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/NVDA.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/NVDA.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/TSLA.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/TSLA.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/AAPL.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/AAPL.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/ALL_ARTICLES_MASTER.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/ALL_ARTICLES_MASTER.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/AMZN.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/AMZN.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/GOOGL.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/GOOGL.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/META.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/META.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/MSFT.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/MSFT.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/NVDA.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/NVDA.csv), /tmp/hf-datasets-cache/medium/datasets/56866559404430-config-parquet-and-info-adam5858-stock-market-dat-805030e0/hub/datasets--adam5858--stock-market-data/snapshots/8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/TSLA.csv (origin=hf://datasets/adam5858/stock-market-data@8060534d38573a20c951eb551802b86e831d8be6/articles_sentiment/TSLA.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.
date string | Open float64 | High float64 | Low float64 | Close float64 | Volume int64 | daily_return float64 | volatility_10d float64 | MA_5 float64 | MA_20 float64 | MA_50 float64 | RSI_14 float64 | volume_MA_5 float64 | volume_ratio float64 | target_3d float64 | symbol string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2024-07-02 | 214.491108 | 218.688655 | 213.449178 | 218.579498 | 58,046,200 | 0.01624 | 0.016605 | 213.347961 | 206.502408 | 191.236622 | 65.641423 | 63,395,540 | 0.91562 | 0.034276 | AAPL |
2024-07-03 | 218.311563 | 219.84967 | 217.349006 | 219.84967 | 37,369,800 | 0.005811 | 0.01601 | 214.995224 | 207.851969 | 192.346729 | 61.367325 | 57,626,860 | 0.648479 | 0.032182 | AAPL |
2024-07-05 | 219.948912 | 224.712077 | 219.948912 | 224.602921 | 60,412,400 | 0.02162 | 0.01425 | 217.424435 | 209.363777 | 193.530892 | 64.784973 | 59,754,800 | 1.011005 | 0.029336 | AAPL |
2024-07-08 | 225.347155 | 226.101332 | 221.53663 | 226.071564 | 59,085,900 | 0.006539 | 0.012774 | 220.838034 | 211.017984 | 194.702411 | 68.856101 | 55,063,440 | 1.073051 | -0.001097 | AAPL |
2024-07-09 | 226.180698 | 227.639417 | 224.632673 | 226.924942 | 48,076,100 | 0.003775 | 0.012741 | 223.205719 | 212.595284 | 195.873754 | 66.086263 | 52,598,080 | 0.914028 | 0.008134 | AAPL |
2024-07-10 | 227.540191 | 231.291179 | 227.490571 | 231.19194 | 62,627,700 | 0.018804 | 0.012913 | 225.728207 | 214.572987 | 197.14213 | 73.808885 | 53,514,380 | 1.170297 | 0.006095 | AAPL |
2024-07-11 | 229.614146 | 230.606471 | 224.037283 | 225.823471 | 64,710,600 | -0.023221 | 0.016333 | 226.922968 | 215.586152 | 198.219895 | 72.334617 | 58,982,540 | 1.097115 | 0.031858 | AAPL |
2024-07-12 | 227.163113 | 230.854565 | 226.92495 | 228.770676 | 53,046,500 | 0.013051 | 0.016421 | 227.756519 | 216.452949 | 199.419431 | 78.226797 | 57,509,360 | 0.922398 | -0.0072 | AAPL |
2024-07-15 | 234.665113 | 235.409357 | 231.30113 | 232.601074 | 62,631,300 | 0.016743 | 0.014283 | 229.062421 | 217.453214 | 200.715991 | 79.813823 | 58,218,440 | 1.075798 | -0.043601 | AAPL |
2024-07-16 | 233.196464 | 234.456722 | 230.546957 | 233.017853 | 43,234,300 | 0.001792 | 0.012953 | 230.281003 | 218.561145 | 201.946958 | 79.57732 | 57,250,080 | 0.755183 | -0.044758 | AAPL |
2024-07-17 | 227.689046 | 229.68363 | 224.900614 | 227.123428 | 57,345,900 | -0.025296 | 0.016288 | 229.4673 | 219.16696 | 202.854904 | 67.255482 | 56,193,720 | 1.020504 | -0.021496 | AAPL |
2024-07-18 | 228.512679 | 228.671454 | 220.564158 | 222.459488 | 66,034,600 | -0.020535 | 0.017997 | 228.794504 | 219.657664 | 203.702669 | 60.256393 | 56,458,520 | 1.169613 | 0.003702 | AAPL |
2024-07-19 | 223.094597 | 225.059397 | 221.566407 | 222.588501 | 49,151,500 | 0.00058 | 0.016531 | 227.558069 | 220.38355 | 204.53934 | 64.948668 | 55,679,520 | 0.882757 | -0.025723 | AAPL |
2024-07-22 | 225.267776 | 226.031871 | 221.377862 | 222.241196 | 48,201,800 | -0.00156 | 0.01633 | 225.486093 | 221.20073 | 205.362325 | 59.010259 | 52,793,620 | 0.913023 | -0.028889 | AAPL |
2024-07-23 | 222.648024 | 225.198307 | 220.970992 | 223.283112 | 39,960,300 | 0.004688 | 0.016366 | 223.539145 | 222.037756 | 206.169879 | 56.313254 | 52,138,820 | 0.766421 | -0.031332 | AAPL |
2024-07-24 | 222.280896 | 223.07476 | 215.463626 | 216.862793 | 61,777,600 | -0.028754 | 0.016718 | 221.487018 | 222.507622 | 206.874232 | 46.477908 | 53,025,160 | 1.165062 | -0.001373 | AAPL |
2024-07-25 | 217.249782 | 219.15506 | 212.972862 | 215.820847 | 51,391,200 | -0.004805 | 0.015619 | 220.15929 | 222.717996 | 207.493641 | 38.650934 | 50,096,480 | 1.025845 | 0.006023 | AAPL |
2024-07-26 | 217.021558 | 217.805503 | 214.3522 | 216.287247 | 41,601,300 | 0.002161 | 0.014614 | 218.899039 | 222.909515 | 208.099555 | 37.01949 | 48,586,440 | 0.856233 | 0.018902 | AAPL |
2024-07-29 | 215.294919 | 217.616956 | 214.094198 | 216.565094 | 36,311,800 | 0.001285 | 0.012691 | 217.763818 | 223.287592 | 208.665578 | 36.042817 | 46,208,440 | 0.785826 | 0.00055 | AAPL |
2024-07-30 | 217.507795 | 218.639045 | 214.461349 | 217.120789 | 41,643,800 | 0.002566 | 0.012753 | 216.531354 | 223.389305 | 209.240332 | 28.936447 | 46,545,140 | 0.894697 | 0.004845 | AAPL |
2024-07-31 | 219.740523 | 222.102262 | 218.936742 | 220.37561 | 50,036,300 | 0.014991 | 0.012682 | 217.233917 | 223.479111 | 209.879588 | 41.294012 | 44,196,880 | 1.132123 | -0.057682 | AAPL |
2024-08-01 | 222.648044 | 222.7572 | 215.354461 | 216.684174 | 62,501,000 | -0.016751 | 0.012144 | 217.406583 | 223.320836 | 210.421795 | 31.133849 | 46,418,840 | 1.346458 | -0.050971 | AAPL |
2024-08-02 | 217.46808 | 223.868591 | 216.039145 | 218.172638 | 105,568,600 | 0.006869 | 0.012483 | 217.783661 | 222.999322 | 210.967772 | 25.701774 | 59,212,300 | 1.782883 | -0.045665 | AAPL |
2024-08-05 | 197.56206 | 211.861473 | 194.495778 | 207.66394 | 119,548,600 | -0.048167 | 0.019215 | 216.00343 | 222.078941 | 211.332353 | 18.134121 | 75,859,660 | 1.575918 | 0.019305 | AAPL |
2024-08-06 | 203.724407 | 208.378415 | 199.526874 | 205.639587 | 69,660,500 | -0.009748 | 0.018811 | 213.70719 | 221.014673 | 211.73623 | 20.088344 | 81,463,000 | 0.855118 | 0.043478 | AAPL |
2024-08-07 | 205.312113 | 212.000392 | 204.806033 | 208.209717 | 63,516,400 | 0.012498 | 0.018278 | 211.274011 | 219.865562 | 212.129985 | 28.931891 | 84,159,020 | 0.754719 | 0.037946 | AAPL |
2024-08-08 | 211.474466 | 212.556097 | 207.227314 | 211.672928 | 47,161,100 | 0.016633 | 0.019385 | 210.271762 | 219.158035 | 212.592805 | 35.30979 | 81,091,040 | 0.581582 | 0.038517 | AAPL |
2024-08-09 | 210.472218 | 215.116293 | 210.343211 | 214.580444 | 42,201,600 | 0.013736 | 0.019982 | 209.553323 | 218.448523 | 213.107822 | 40.354797 | 68,417,640 | 0.616823 | 0.026529 | AAPL |
2024-08-12 | 214.659919 | 218.077456 | 214.192985 | 216.110382 | 38,028,100 | 0.00713 | 0.020129 | 211.242612 | 217.623988 | 213.633592 | 41.078867 | 52,113,540 | 0.729716 | 0.033053 | AAPL |
2024-08-13 | 217.580713 | 220.441922 | 217.580713 | 219.825974 | 44,155,300 | 0.017193 | 0.020856 | 214.079889 | 216.964394 | 214.214621 | 53.951324 | 47,012,500 | 0.939225 | 0.021603 | AAPL |
2024-08-14 | 219.130567 | 221.574505 | 218.266234 | 220.273056 | 41,960,600 | 0.002034 | 0.020316 | 216.492557 | 216.621876 | 214.769264 | 56.032611 | 42,701,340 | 0.982653 | 0.018808 | AAPL |
2024-08-15 | 223.134267 | 223.879372 | 221.306263 | 223.253479 | 46,414,000 | 0.013531 | 0.019768 | 218.808667 | 216.661575 | 215.377165 | 58.836986 | 42,551,920 | 1.090762 | 0.007965 | AAPL |
2024-08-16 | 222.458694 | 225.349707 | 222.190452 | 224.574799 | 44,340,200 | 0.005918 | 0.01975 | 220.807538 | 216.76089 | 215.981326 | 59.898623 | 42,979,640 | 1.031656 | 0.001548 | AAPL |
2024-08-19 | 224.246959 | 224.515201 | 221.584441 | 224.415848 | 40,687,800 | -0.000708 | 0.008654 | 222.468631 | 216.869623 | 216.609894 | 59.104726 | 43,511,580 | 0.935103 | -0.006021 | AAPL |
2024-08-20 | 224.296608 | 225.687465 | 223.978689 | 225.031769 | 30,299,000 | 0.002745 | 0.006459 | 223.50979 | 216.957056 | 217.202951 | 56.220979 | 40,740,320 | 0.74371 | 0.001457 | AAPL |
2024-08-21 | 225.041728 | 226.492191 | 223.58132 | 224.922501 | 34,765,500 | -0.000486 | 0.006977 | 224.439679 | 217.360041 | 217.868643 | 62.172157 | 39,301,300 | 0.884589 | 0.003445 | AAPL |
2024-08-22 | 226.303432 | 226.849846 | 222.438819 | 223.064713 | 43,695,300 | -0.00826 | 0.007851 | 224.401926 | 217.722234 | 218.218734 | 57.150025 | 38,757,560 | 1.127401 | 0.015588 | AAPL |
2024-08-23 | 224.187342 | 226.730633 | 222.86602 | 225.359634 | 38,677,300 | 0.010288 | 0.007506 | 224.558893 | 218.175854 | 218.497232 | 84.034875 | 37,624,980 | 1.027969 | -0.001543 | AAPL |
2024-08-26 | 225.28013 | 225.796741 | 222.428865 | 225.697388 | 30,602,200 | 0.001499 | 0.007535 | 224.815201 | 218.632468 | 218.759264 | 91.254532 | 35,607,860 | 0.859423 | 0.011489 | AAPL |
2024-08-27 | 224.525119 | 227.356526 | 223.422362 | 226.54187 | 35,934,600 | 0.003742 | 0.006046 | 225.117221 | 219.103522 | 219.072917 | 90.586294 | 36,734,980 | 0.978212 | 0.004254 | AAPL |
2024-08-28 | 226.432578 | 228.359919 | 224.20719 | 225.011917 | 38,052,200 | -0.006754 | 0.006799 | 225.135104 | 219.335338 | 219.273013 | 82.296372 | 37,392,320 | 1.017647 | -0.016425 | AAPL |
2024-08-29 | 228.598364 | 231.399953 | 227.386325 | 228.290375 | 51,906,300 | 0.01457 | 0.006997 | 226.180237 | 219.915648 | 219.585912 | 82.608762 | 39,034,520 | 1.329754 | -0.038905 | AAPL |
2024-08-30 | 228.687775 | 228.896396 | 225.995454 | 227.505539 | 52,990,800 | -0.003438 | 0.007078 | 226.609418 | 220.382293 | 219.974607 | 78.099073 | 41,897,220 | 1.264781 | -0.028908 | AAPL |
2024-09-03 | 227.058486 | 227.505547 | 219.726643 | 221.316208 | 50,190,600 | -0.027205 | 0.0115 | 225.733182 | 221.064906 | 220.282979 | 53.27517 | 45,814,900 | 1.095508 | -0.008753 | AAPL |
2024-09-04 | 220.213433 | 220.332645 | 216.060704 | 219.408722 | 43,840,200 | -0.008619 | 0.011613 | 224.306552 | 221.753363 | 220.540302 | 48.214989 | 47,396,020 | 0.924976 | 0.000272 | AAPL |
2024-09-05 | 220.183636 | 224.008502 | 220.074353 | 220.928741 | 36,615,400 | 0.006928 | 0.011985 | 223.489917 | 222.389314 | 220.809567 | 44.890796 | 47,108,660 | 0.777254 | -0.010208 | AAPL |
2024-09-06 | 222.4885 | 223.77009 | 218.335786 | 219.378937 | 48,423,000 | -0.007015 | 0.011915 | 221.707629 | 222.774615 | 220.964879 | 38.694313 | 46,412,000 | 1.043329 | 0.008332 | AAPL |
2024-09-09 | 219.378929 | 219.825989 | 215.29575 | 219.468338 | 67,180,000 | 0.000408 | 0.011209 | 220.100189 | 223.019009 | 221.105108 | 39.202021 | 49,249,840 | 1.364065 | 0.00842 | AAPL |
2024-09-10 | 217.491332 | 220.034623 | 215.315622 | 218.673569 | 51,591,000 | -0.003621 | 0.011118 | 219.571661 | 223.147169 | 221.298508 | 36.230671 | 49,529,920 | 1.041613 | 0.010858 | AAPL |
2024-09-11 | 220.014743 | 221.634096 | 216.468034 | 221.206909 | 44,587,100 | 0.011585 | 0.011903 | 219.931299 | 223.216216 | 221.420916 | 42.718052 | 49,679,300 | 0.897499 | -0.028474 | AAPL |
2024-09-12 | 221.047966 | 222.091116 | 218.385463 | 221.316208 | 37,455,600 | 0.000494 | 0.011823 | 220.008792 | 223.268373 | 221.47565 | 46.321084 | 49,847,340 | 0.751406 | -0.026844 | AAPL |
2024-09-13 | 222.120927 | 222.577917 | 220.461828 | 221.047974 | 36,766,600 | -0.001212 | 0.010393 | 220.342599 | 223.158098 | 221.499616 | 40.082285 | 47,516,060 | 0.773772 | -0.008135 | AAPL |
2024-09-16 | 215.12686 | 215.802431 | 212.523963 | 214.90831 | 59,357,400 | -0.027775 | 0.012989 | 219.430594 | 222.674773 | 221.305724 | 30.411331 | 45,951,540 | 1.291739 | 0.058016 | AAPL |
2024-09-17 | 214.342007 | 215.484496 | 213.100165 | 215.375214 | 45,519,300 | 0.002173 | 0.010676 | 218.770923 | 222.222742 | 221.091797 | 29.443961 | 44,737,200 | 1.017482 | 0.052632 | AAPL |
2024-09-18 | 216.130248 | 221.256577 | 216.120304 | 219.249756 | 59,894,900 | 0.01799 | 0.01223 | 218.379492 | 221.933641 | 220.938293 | 40.23564 | 47,798,760 | 1.253064 | 0.026191 | AAPL |
2024-09-19 | 223.52172 | 228.320201 | 223.164069 | 227.376389 | 66,781,300 | 0.037066 | 0.016936 | 219.591528 | 222.056335 | 220.861982 | 48.669763 | 53,663,900 | 1.244436 | -0.006554 | AAPL |
2024-09-20 | 228.469208 | 231.568841 | 226.134538 | 226.710754 | 318,679,900 | -0.002927 | 0.016715 | 220.724084 | 222.238638 | 220.879728 | 48.839224 | 110,046,560 | 2.895864 | -0.008019 | AAPL |
2024-09-23 | 225.856352 | 227.952583 | 224.336339 | 224.992035 | 54,146,000 | -0.007581 | 0.017063 | 222.740829 | 222.220258 | 220.804155 | 56.174861 | 109,004,280 | 0.496733 | 0.004636 | AAPL |
2024-09-24 | 227.157815 | 227.853259 | 224.256873 | 225.886169 | 43,556,100 | 0.003974 | 0.016922 | 224.843021 | 222.229697 | 220.669857 | 61.264696 | 108,611,640 | 0.401026 | 0.001847 | AAPL |
2024-09-25 | 223.46208 | 225.806679 | 222.55803 | 224.892685 | 42,308,700 | -0.004398 | 0.016816 | 225.971606 | 222.147237 | 220.507354 | 57.022152 | 105,094,400 | 0.402578 | 0.029288 | AAPL |
2024-09-26 | 225.816637 | 227.008802 | 223.938971 | 226.035202 | 36,636,700 | 0.00508 | 0.016839 | 225.703369 | 222.198402 | 220.485589 | 61.964265 | 99,065,480 | 0.369823 | -0.005758 | AAPL |
2024-09-27 | 226.969077 | 228.022157 | 225.816644 | 226.303436 | 34,026,000 | 0.001187 | 0.016802 | 225.621906 | 222.099055 | 220.562468 | 62.207229 | 42,134,700 | 0.807553 | -0.004434 | AAPL |
2024-09-30 | 228.538757 | 231.479446 | 228.151302 | 231.479446 | 54,541,900 | 0.022872 | 0.014082 | 226.919388 | 222.29775 | 220.740287 | 69.775982 | 42,213,880 | 1.292037 | -0.031459 | AAPL |
2024-10-01 | 228.022146 | 228.151287 | 222.279868 | 224.733749 | 63,285,000 | -0.029142 | 0.018268 | 226.688904 | 222.468627 | 220.790138 | 54.819443 | 46,159,660 | 1.371002 | 0.002608 | AAPL |
2024-10-02 | 224.415827 | 225.886164 | 221.564562 | 225.300018 | 32,880,600 | 0.00252 | 0.017635 | 226.77037 | 222.763192 | 220.830476 | 55.376745 | 44,274,040 | 0.742661 | -0.022445 | AAPL |
2024-10-03 | 223.670726 | 225.329825 | 221.862611 | 224.197266 | 34,044,200 | -0.004895 | 0.012967 | 226.402783 | 222.926618 | 220.977166 | 54.156801 | 43,755,540 | 0.778055 | 0.000443 | AAPL |
2024-10-04 | 226.412713 | 226.512066 | 222.667327 | 225.319901 | 37,245,100 | 0.005007 | 0.013101 | 226.206076 | 223.223666 | 221.167147 | 65.840339 | 44,399,360 | 0.838866 | 0.012081 | AAPL |
2024-10-07 | 223.0349 | 224.217136 | 219.885589 | 220.24324 | 39,505,400 | -0.022531 | 0.014744 | 223.958835 | 223.262411 | 221.246267 | 56.495219 | 41,392,060 | 0.95442 | 0.033154 | AAPL |
2024-10-08 | 222.836208 | 224.505237 | 221.793057 | 224.296616 | 31,855,700 | 0.018404 | 0.016046 | 223.871408 | 223.543564 | 221.400897 | 56.701846 | 35,106,200 | 0.90741 | 0.007884 | AAPL |
2024-10-09 | 223.760122 | 228.250628 | 223.362739 | 228.041992 | 33,591,100 | 0.016698 | 0.016856 | 224.419803 | 223.885318 | 221.619321 | 51.000261 | 35,248,300 | 0.952985 | 0.007668 | AAPL |
2024-10-10 | 226.293486 | 228.002262 | 225.687466 | 227.545258 | 28,183,500 | -0.002178 | 0.016842 | 225.089401 | 224.19677 | 221.762714 | 51.26048 | 34,076,160 | 0.827074 | 0.021001 | AAPL |
2024-10-11 | 227.803582 | 227.912865 | 225.856366 | 226.065002 | 31,759,200 | -0.006505 | 0.016997 | 225.238422 | 224.447622 | 221.950331 | 51.632429 | 32,978,980 | 0.963013 | 0.018589 | AAPL |
2024-10-14 | 227.207474 | 230.217699 | 227.108136 | 229.790512 | 39,882,100 | 0.01648 | 0.016141 | 227.147876 | 225.191732 | 222.182688 | 55.468955 | 33,054,320 | 1.206562 | 0.003675 | AAPL |
2024-10-15 | 232.085459 | 235.940143 | 230.853546 | 232.323898 | 64,751,400 | 0.011025 | 0.012931 | 228.753333 | 226.039166 | 222.675887 | 59.978691 | 39,633,460 | 1.633756 | 0.004918 | AAPL |
2024-10-16 | 230.088562 | 230.605157 | 228.340038 | 230.26738 | 34,082,200 | -0.008852 | 0.013505 | 229.19841 | 226.590047 | 223.168443 | 55.546845 | 39,731,680 | 0.857809 | 0.020278 | AAPL |
2024-10-17 | 231.906625 | 232.323897 | 229.015627 | 230.634979 | 32,993,800 | 0.001596 | 0.013277 | 229.816354 | 226.752977 | 223.616949 | 55.662328 | 40,693,740 | 0.810783 | 0.015981 | AAPL |
2024-10-18 | 234.638677 | 234.638677 | 232.48284 | 233.466385 | 46,431,500 | 0.012277 | 0.013599 | 231.296631 | 227.090759 | 224.052818 | 52.767002 | 43,628,200 | 1.064254 | -0.018043 | AAPL |
2024-10-21 | 232.919956 | 235.304302 | 232.919956 | 234.936707 | 36,254,500 | 0.006298 | 0.010019 | 232.32587 | 227.587992 | 224.459943 | 66.655823 | 42,902,680 | 0.84504 | -0.024991 | AAPL |
2024-10-22 | 232.363625 | 234.678421 | 231.082051 | 234.32077 | 38,846,600 | -0.002622 | 0.009438 | 232.725244 | 228.009722 | 224.824151 | 64.702091 | 37,721,720 | 1.02982 | -0.018867 | AAPL |
2024-10-23 | 232.552369 | 233.605449 | 226.273607 | 229.254028 | 52,287,000 | -0.021623 | 0.011462 | 232.522574 | 228.227789 | 225.012712 | 57.298505 | 41,362,680 | 1.264111 | 0.011441 | AAPL |
2024-10-24 | 228.479131 | 229.313661 | 226.919385 | 229.065292 | 31,109,500 | -0.000823 | 0.011434 | 232.208636 | 228.379294 | 225.188557 | 55.555551 | 40,985,820 | 0.759031 | 0.013445 | AAPL |
2024-10-25 | 228.240711 | 231.697996 | 228.071822 | 229.899811 | 38,802,300 | 0.003643 | 0.011168 | 231.495322 | 228.559113 | 225.321483 | 66.385723 | 39,459,980 | 0.983333 | -0.005661 | AAPL |
2024-10-28 | 231.797351 | 233.198138 | 231.032372 | 231.876816 | 36,087,100 | 0.008599 | 0.010253 | 230.883344 | 228.578981 | 225.467523 | 63.837509 | 39,426,500 | 0.915301 | -0.032091 | AAPL |
2024-10-29 | 231.578778 | 232.800746 | 230.803869 | 232.14505 | 35,417,200 | 0.001157 | 0.009632 | 230.448199 | 228.949546 | 225.622108 | 58.579171 | 38,740,620 | 0.914214 | -0.046048 | AAPL |
2024-10-30 | 231.091972 | 231.94636 | 228.051944 | 228.598358 | 47,070,900 | -0.015278 | 0.010464 | 230.317065 | 229.114463 | 225.693439 | 51.952873 | 37,697,400 | 1.248651 | -0.035159 | AAPL |
2024-10-31 | 227.843308 | 228.330115 | 223.899215 | 224.435699 | 64,370,100 | -0.018209 | 0.011778 | 229.391147 | 229.126385 | 225.683703 | 47.252001 | 44,349,520 | 1.451427 | -0.010889 | AAPL |
2024-11-01 | 219.527935 | 223.879355 | 218.832506 | 221.455276 | 65,276,700 | -0.01328 | 0.010918 | 227.70224 | 228.933154 | 225.651515 | 35.579265 | 49,644,400 | 1.314885 | -0.000852 | AAPL |
2024-11-04 | 219.547825 | 221.336066 | 218.276179 | 220.561157 | 44,944,500 | -0.004037 | 0.010171 | 225.439108 | 228.949049 | 225.555545 | 28.425627 | 51,415,880 | 0.874137 | 0.024638 | AAPL |
2024-11-05 | 220.352534 | 222.488497 | 219.696838 | 221.99176 | 28,111,300 | 0.006486 | 0.010912 | 223.40845 | 228.833807 | 225.481432 | 34.464762 | 49,954,700 | 0.562736 | 0.016826 | AAPL |
2024-11-06 | 221.157227 | 224.594654 | 219.746496 | 221.26651 | 54,561,100 | -0.003267 | 0.009292 | 221.942081 | 228.495033 | 225.375925 | 32.646256 | 51,452,740 | 1.060412 | 0.007887 | AAPL |
2024-11-07 | 223.164061 | 226.392852 | 223.104455 | 225.995453 | 42,137,700 | 0.021372 | 0.012199 | 222.254031 | 228.417542 | 225.395596 | 37.07012 | 47,006,260 | 0.896427 | -0.013202 | AAPL |
2024-11-08 | 225.935779 | 227.41769 | 225.179914 | 225.726929 | 38,328,800 | -0.001188 | 0.012077 | 223.108362 | 228.400639 | 225.344327 | 33.368879 | 41,616,680 | 0.920996 | -0.008107 | AAPL |
2024-11-11 | 223.77757 | 224.473764 | 220.296586 | 223.011749 | 42,005,600 | -0.012029 | 0.01187 | 223.59848 | 228.0617 | 225.254451 | 31.017252 | 41,028,900 | 1.023805 | 0.017794 | AAPL |
2024-11-12 | 223.330018 | 224.364361 | 222.146481 | 223.011749 | 40,398,300 | 0 | 0.011822 | 223.802478 | 227.596093 | 225.288362 | 37.374484 | 43,486,300 | 0.928989 | 0.003434 | AAPL |
2024-11-13 | 222.792942 | 225.418598 | 221.549733 | 223.896912 | 48,566,200 | 0.003969 | 0.011328 | 224.328558 | 227.27757 | 225.378126 | 39.832952 | 42,287,320 | 1.148481 | 0.012882 | AAPL |
2024-11-14 | 223.797476 | 227.62655 | 223.77758 | 226.980087 | 44,923,900 | 0.013771 | 0.010748 | 224.525485 | 227.094825 | 225.499153 | 44.723258 | 42,844,560 | 1.048532 | 0.000263 | AAPL |
2024-11-15 | 225.16996 | 225.687139 | 223.051543 | 223.777573 | 47,923,700 | -0.014109 | 0.010875 | 224.135614 | 226.610384 | 225.587126 | 35.983336 | 44,763,540 | 1.070597 | 0.017778 | AAPL |
2024-11-18 | 224.026219 | 228.49183 | 223.946652 | 226.781174 | 44,633,700 | 0.013422 | 0.01135 | 224.889499 | 226.202608 | 225.733382 | 41.520058 | 45,289,160 | 0.985527 | 0.002193 | AAPL |
2024-11-19 | 225.746794 | 228.909525 | 225.42854 | 227.039734 | 36,211,800 | 0.00114 | 0.011285 | 225.695096 | 225.838556 | 225.900706 | 47.250009 | 44,451,860 | 0.81463 | 0.006965 | AAPL |
2024-11-20 | 226.820949 | 228.680784 | 224.66274 | 227.755844 | 35,169,600 | 0.003154 | 0.011114 | 226.466882 | 225.763647 | 226.031684 | 56.669055 | 41,772,540 | 0.841931 | 0.016899 | AAPL |
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