Datasets:
Thi-Thu-Huong
/
resampled_IDS_datasets

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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 70 new columns ({'Fwd_IAT_Min', 'Flow_IAT_Std', 'Idle_Std', 'Flow_Byts/s', 'Pkt_Len_Min', 'Pkt_Len_Max', 'Fwd_IAT_Std', 'Bwd_Pkt_Len_Max', 'URG_Flag_Cnt', 'Bwd_Pkts/b_Avg', 'Init_Fwd_Win_Byts', 'Fwd_URG_Flags', 'Fwd_Seg_Size_Min', 'Bwd_IAT_Tot', 'Protocol', 'Flow_IAT_Min', 'Idle_Min', 'Bwd_IAT_Min', 'Fwd_IAT_Tot', 'Dst_Port', 'Fwd_Pkts/b_Avg', 'Active_Std', 'Pkt_Len_Mean', 'Bwd_Pkt_Len_Std', 'Pkt_Len_Std', 'Bwd_Byts/b_Avg', 'Bwd_IAT_Std', 'Dst_IP', 'Flow_Duration', 'Fwd_Pkts/s', 'Bwd_Pkt_Len_Mean', 'Fwd_Header_Len', 'Idle_Mean', 'TotLen_Fwd_Pkts', 'Bwd_URG_Flags', 'RST_Flag_Cnt', 'Src_Port', 'ACK_Flag_Cnt', 'SYN_Flag_Cnt', 'Fwd_Act_Data_Pkts', 'Down/Up_Ratio', 'Fwd_PSH_Flags', 'Fwd_Pkt_Len_Std', 'Flow_IAT_Max', 'Flow_IAT_Mean', 'Bwd_Pkts/s', 'Bwd_IAT_Mean', 'Fwd_Pkt_Len_Min', 'Fwd_Byts/b_Avg', 'Bwd_Blk_Rate_Avg', 'Bwd_Header_Len', 'Tot_Fwd_Pkts', 'Bwd_PSH_Flags', 'Bwd_Pkt_Len_Min', 'Fwd_Pkt_Len_Mean', 'Src_IP', 'Fwd_Pkt_Len_Max', 'ECE_Flag_Cnt', 'FIN_Flag_Cnt', 'Tot_Bwd_Pkts', 'Active_Min', 'Init_Bwd_Win_Byts', 'Active_Mean', 'Flow_Pkts/s', 'Flow_ID', 'Fwd_Blk_Rate_Avg', 'Fwd_IAT_Mean', 'TotLen_Bwd_Pkts', 'CWE_Flag_Count', 'Pkt_Len_Var'}) and 3 missing columns ({'DLC', 'Data', 'Arbitration_ID'}).

This happened while the csv dataset builder was generating data using

hf://datasets/Thi-Thu-Huong/resampled_IDS_datasets/resampled_train_IoTID20.csv (at revision 0320877d48042b3ec0b83e09f05e4d12db5ad6a5)

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 "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1871, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 623, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2293, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2241, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Tot_Fwd_Pkts: int64
              Fwd_Pkts/b_Avg: int64
              Pkt_Len_Mean: double
              Flow_IAT_Min: double
              Fwd_PSH_Flags: int64
              Active_Std: double
              Protocol: int64
              Fwd_Pkts/s: double
              Bwd_Byts/b_Avg: int64
              Fwd_Pkt_Len_Min: double
              Fwd_IAT_Std: double
              Idle_Mean: double
              Flow_IAT_Mean: double
              Pkt_Len_Max: double
              Src_IP: double
              Dst_Port: int64
              Bwd_IAT_Min: double
              Flow_ID: double
              TotLen_Fwd_Pkts: double
              Init_Fwd_Win_Byts: int64
              Bwd_Pkt_Len_Min: double
              Fwd_Pkt_Len_Std: double
              Bwd_Pkt_Len_Max: double
              Fwd_Byts/b_Avg: int64
              Active_Mean: double
              Bwd_Pkt_Len_Std: double
              Flow_Duration: int64
              TotLen_Bwd_Pkts: double
              Active_Min: double
              Tot_Bwd_Pkts: int64
              Flow_Byts/s: double
              Fwd_Pkt_Len_Mean: double
              Bwd_Pkts/s: double
              Pkt_Len_Var: double
              Fwd_Pkt_Len_Max: double
              Bwd_URG_Flags: int64
              Fwd_Header_Len: int64
              Bwd_IAT_Std: double
              Dst_IP: double
              Flow_IAT_Std: double
              ECE_Flag_Cnt: int64
              Pkt_Len_Std: double
              Fwd_URG_Flags: int64
              Flow_IAT_Max: double
              CWE_Flag_Count: int64
              ACK_Flag_Cnt: int64
              Flow_Pkts/s: double
              Bwd_Blk_Rate_Avg: int64
              Idle_Std: double
              Bwd_Header_Len: int64
              Init_Bwd_Win_Byts: int64
              FIN_Flag_Cnt: int64
              Bwd_PSH_Flags: int64
              Fwd_Seg_Size_Min: int64
              Bwd_IAT_Tot: double
              Bwd_Pkt_Len_Mean: double
              URG_Flag_Cnt: int64
              Fwd_Blk_Rate_Avg: int64
              Src_Port: int64
              RST_Flag_Cnt: int64
              Fwd_Act_Data_Pkts: int64
              Down/Up_Ratio: double
              Bwd_Pkts/b_Avg: int64
              Fwd_IAT_Min: double
              Fwd_IAT_Mean: double
              SYN_Flag_Cnt: int64
              Timestamp: double
              Idle_Min: double
              Fwd_IAT_Tot: double
              Pkt_Len_Min: double
              Bwd_IAT_Mean: double
              Classes: int64
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 9165
              to
              {'Timestamp': Value(dtype='float64', id=None), 'Arbitration_ID': Value(dtype='float64', id=None), 'DLC': Value(dtype='int64', id=None), 'Data': Value(dtype='float64', id=None), 'Classes': Value(dtype='int64', id=None)}
              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 1438, 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 1050, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 925, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1001, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1742, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1873, 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 70 new columns ({'Fwd_IAT_Min', 'Flow_IAT_Std', 'Idle_Std', 'Flow_Byts/s', 'Pkt_Len_Min', 'Pkt_Len_Max', 'Fwd_IAT_Std', 'Bwd_Pkt_Len_Max', 'URG_Flag_Cnt', 'Bwd_Pkts/b_Avg', 'Init_Fwd_Win_Byts', 'Fwd_URG_Flags', 'Fwd_Seg_Size_Min', 'Bwd_IAT_Tot', 'Protocol', 'Flow_IAT_Min', 'Idle_Min', 'Bwd_IAT_Min', 'Fwd_IAT_Tot', 'Dst_Port', 'Fwd_Pkts/b_Avg', 'Active_Std', 'Pkt_Len_Mean', 'Bwd_Pkt_Len_Std', 'Pkt_Len_Std', 'Bwd_Byts/b_Avg', 'Bwd_IAT_Std', 'Dst_IP', 'Flow_Duration', 'Fwd_Pkts/s', 'Bwd_Pkt_Len_Mean', 'Fwd_Header_Len', 'Idle_Mean', 'TotLen_Fwd_Pkts', 'Bwd_URG_Flags', 'RST_Flag_Cnt', 'Src_Port', 'ACK_Flag_Cnt', 'SYN_Flag_Cnt', 'Fwd_Act_Data_Pkts', 'Down/Up_Ratio', 'Fwd_PSH_Flags', 'Fwd_Pkt_Len_Std', 'Flow_IAT_Max', 'Flow_IAT_Mean', 'Bwd_Pkts/s', 'Bwd_IAT_Mean', 'Fwd_Pkt_Len_Min', 'Fwd_Byts/b_Avg', 'Bwd_Blk_Rate_Avg', 'Bwd_Header_Len', 'Tot_Fwd_Pkts', 'Bwd_PSH_Flags', 'Bwd_Pkt_Len_Min', 'Fwd_Pkt_Len_Mean', 'Src_IP', 'Fwd_Pkt_Len_Max', 'ECE_Flag_Cnt', 'FIN_Flag_Cnt', 'Tot_Bwd_Pkts', 'Active_Min', 'Init_Bwd_Win_Byts', 'Active_Mean', 'Flow_Pkts/s', 'Flow_ID', 'Fwd_Blk_Rate_Avg', 'Fwd_IAT_Mean', 'TotLen_Bwd_Pkts', 'CWE_Flag_Count', 'Pkt_Len_Var'}) and 3 missing columns ({'DLC', 'Data', 'Arbitration_ID'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/Thi-Thu-Huong/resampled_IDS_datasets/resampled_train_IoTID20.csv (at revision 0320877d48042b3ec0b83e09f05e4d12db5ad6a5)
              
              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)

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Timestamp
float64
Arbitration_ID
float64
DLC
int64
Data
float64
Classes
int64
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367,796
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8
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119,756
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8
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8
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8
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7
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2
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2
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8
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2
End of preview.