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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 14 new columns ({'491', '2.1', 'ftp_data', '25', '0.27', '0.17.1', '0.26', '150', 'SF', '0.05', '0.28', '2', '0.03', 'normal'}) and 14 missing columns ({'0.04', '255', '0.04.1', '229', 'private', '1.3', '0.06', '1.2', '10', '0.06.1', 'neptune', '10.1', '1.1', 'REJ'}).
This happened while the csv dataset builder was generating data using
hf://datasets/An24/IntrusionDetectionSystem-NSL_KDD/NSL_KDD_Train.csv (at revision e1d1be4f66166d69b759a0d2758dbd96a4579918)
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 1870, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 622, 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 2292, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2240, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
0: int64
tcp: string
ftp_data: string
SF: string
491: int64
0.1: int64
0.2: int64
0.3: int64
0.4: int64
0.5: int64
0.6: int64
0.7: int64
0.8: int64
0.9: int64
0.10: int64
0.11: int64
0.12: int64
0.13: int64
0.14: int64
0.15: int64
0.16: int64
0.18: int64
2: int64
2.1: int64
0.19: double
0.20: double
0.21: double
0.22: double
1: double
0.23: double
0.24: double
150: int64
25: int64
0.17: double
0.03: double
0.17.1: double
0.25: double
0.26: double
0.27: double
0.05: double
0.28: double
normal: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 4709
to
{'0': Value(dtype='int64', id=None), 'tcp': Value(dtype='string', id=None), 'private': Value(dtype='string', id=None), 'REJ': Value(dtype='string', id=None), '0.1': Value(dtype='int64', id=None), '0.2': Value(dtype='int64', id=None), '0.3': Value(dtype='int64', id=None), '0.4': Value(dtype='int64', id=None), '0.5': Value(dtype='int64', id=None), '0.6': Value(dtype='int64', id=None), '0.7': Value(dtype='int64', id=None), '0.8': Value(dtype='int64', id=None), '0.9': Value(dtype='int64', id=None), '0.10': Value(dtype='int64', id=None), '0.11': Value(dtype='int64', id=None), '0.12': Value(dtype='int64', id=None), '0.13': Value(dtype='int64', id=None), '0.14': Value(dtype='int64', id=None), '0.15': Value(dtype='int64', id=None), '0.16': Value(dtype='int64', id=None), '0.17': Value(dtype='int64', id=None), '0.18': Value(dtype='int64', id=None), '229': Value(dtype='int64', id=None), '10': Value(dtype='int64', id=None), '0.19': Value(dtype='float64', id=None), '0.20': Value(dtype='float64', id=None), '1': Value(dtype='float64', id=None), '1.1': Value(dtype='float64', id=None), '0.04': Value(dtype='float64', id=None), '0.06': Value(dtype='float64', id=None), '0.21': Value(dtype='float64', id=None), '255': Value(dtype='int64', id=None), '10.1': Value(dtype='int64', id=None), '0.04.1': Value(dtype='float64', id=None), '0.06.1': Value(dtype='float64', id=None), '0.22': Value(dtype='float64', id=None), '0.23': Value(dtype='float64', id=None), '0.24': Value(dtype='float64', id=None), '0.25': Value(dtype='float64', id=None), '1.2': Value(dtype='float64', id=None), '1.3': Value(dtype='float64', id=None), 'neptune': Value(dtype='string', 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 1417, 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 1049, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 924, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1000, 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 1741, 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 1872, 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 14 new columns ({'491', '2.1', 'ftp_data', '25', '0.27', '0.17.1', '0.26', '150', 'SF', '0.05', '0.28', '2', '0.03', 'normal'}) and 14 missing columns ({'0.04', '255', '0.04.1', '229', 'private', '1.3', '0.06', '1.2', '10', '0.06.1', 'neptune', '10.1', '1.1', 'REJ'}).
This happened while the csv dataset builder was generating data using
hf://datasets/An24/IntrusionDetectionSystem-NSL_KDD/NSL_KDD_Train.csv (at revision e1d1be4f66166d69b759a0d2758dbd96a4579918)
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.
0 int64 | tcp string | private string | REJ string | 0.1 int64 | 0.2 int64 | 0.3 int64 | 0.4 int64 | 0.5 int64 | 0.6 int64 | 0.7 int64 | 0.8 int64 | 0.9 int64 | 0.10 int64 | 0.11 int64 | 0.12 int64 | 0.13 int64 | 0.14 int64 | 0.15 int64 | 0.16 int64 | 0.17 int64 | 0.18 int64 | 229 int64 | 10 int64 | 0.19 float64 | 0.20 float64 | 1 float64 | 1.1 float64 | 0.04 float64 | 0.06 float64 | 0.21 float64 | 255 int64 | 10.1 int64 | 0.04.1 float64 | 0.06.1 float64 | 0.22 float64 | 0.23 float64 | 0.24 float64 | 0.25 float64 | 1.2 float64 | 1.3 float64 | neptune string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 136 | 1 | 0 | 0 | 1 | 1 | 0.01 | 0.06 | 0 | 255 | 1 | 0 | 0.06 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
2 | tcp | ftp_data | SF | 12,983 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 134 | 86 | 0.61 | 0.04 | 0.61 | 0.02 | 0 | 0 | 0 | 0 | normal |
0 | icmp | eco_i | SF | 20 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 65 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 3 | 57 | 1 | 0 | 1 | 0.28 | 0 | 0 | 0 | 0 | saint |
1 | tcp | telnet | RSTO | 0 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 8 | 0 | 0.12 | 1 | 0.5 | 1 | 0 | 0.75 | 29 | 86 | 0.31 | 0.17 | 0.03 | 0.02 | 0 | 0 | 0.83 | 0.71 | mscan |
0 | tcp | http | SF | 267 | 14,515 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 155 | 255 | 1 | 0 | 0.01 | 0.03 | 0.01 | 0 | 0 | 0 | normal |
0 | tcp | smtp | SF | 1,022 | 387 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 255 | 28 | 0.11 | 0.72 | 0 | 0 | 0 | 0 | 0.72 | 0.04 | normal |
0 | tcp | telnet | SF | 129 | 174 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0 | 0 | 0.01 | 0.01 | 0.02 | 0.02 | guess_passwd |
0 | tcp | http | SF | 327 | 467 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 33 | 47 | 0 | 0 | 0 | 0 | 1 | 0 | 0.04 | 151 | 255 | 1 | 0 | 0.01 | 0.03 | 0 | 0 | 0 | 0 | normal |
0 | tcp | ftp | SF | 26 | 157 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 52 | 26 | 0.5 | 0.08 | 0.02 | 0 | 0 | 0 | 0 | 0 | guess_passwd |
0 | tcp | telnet | SF | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 128 | 0.5 | 0.01 | 0 | 0 | 0 | 0 | 0.66 | 0.32 | mscan |
0 | tcp | smtp | SF | 616 | 330 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 255 | 129 | 0.51 | 0.03 | 0 | 0 | 0 | 0 | 0.33 | 0 | normal |
0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 111 | 2 | 0 | 0 | 1 | 1 | 0.02 | 0.07 | 0 | 255 | 2 | 0.01 | 0.07 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | telnet | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 120 | 120 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 235 | 171 | 0.73 | 0.07 | 0 | 0 | 0.69 | 0.95 | 0.02 | 0 | neptune |
37 | tcp | telnet | SF | 773 | 364,200 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 38 | 73 | 0.16 | 0.05 | 0.03 | 0.04 | 0 | 0.77 | 0 | 0.07 | normal |
0 | tcp | http | SF | 350 | 3,610 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 8 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 71 | 255 | 1 | 0 | 0.01 | 0.04 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 213 | 659 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24 | 24 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 246 | 2,090 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 16 | 16 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 35 | 255 | 1 | 0 | 0.03 | 0.05 | 0 | 0 | 0 | 0 | normal |
0 | udp | private | SF | 45 | 44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 505 | 505 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 204 | 18 | 0 | 0 | 1 | 1 | 0.09 | 0.07 | 0 | 255 | 18 | 0.07 | 0.07 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | ldap | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 118 | 19 | 0 | 0 | 1 | 1 | 0.16 | 0.05 | 0 | 255 | 19 | 0.07 | 0.05 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | pop_3 | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 255 | 87 | 0.34 | 0.01 | 0.01 | 0 | 1 | 1 | 0 | 0 | mscan |
0 | tcp | http | SF | 196 | 1,823 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 17 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 277 | 1,816 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 18 | 0 | 0 | 0 | 0 | 1 | 0 | 0.11 | 36 | 255 | 1 | 0 | 0.03 | 0.02 | 0 | 0 | 0 | 0 | normal |
0 | tcp | courier | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 116 | 8 | 0 | 0 | 1 | 1 | 0.07 | 0.07 | 0 | 255 | 8 | 0.03 | 0.06 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | discard | RSTO | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 273 | 13 | 0 | 0 | 1 | 1 | 0.05 | 0.06 | 0 | 255 | 13 | 0.05 | 0.06 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | http | SF | 294 | 6,442 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 22 | 46 | 0 | 0 | 0 | 0 | 1 | 0 | 0.11 | 180 | 255 | 1 | 0 | 0.01 | 0.01 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 300 | 440 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 7 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | icmp | ecr_i | SF | 520 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 511 | 511 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 46 | 59 | 1 | 0 | 1 | 0.14 | 0 | 0 | 0 | 0 | smurf |
0 | udp | private | SF | 54 | 51 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 511 | 511 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0.83 | 0 | 0 | 0 | 0 | 0 | normal |
805 | tcp | http | RSTR | 76,944 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12 | 12 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 241 | 238 | 0.99 | 0.01 | 0 | 0 | 0 | 0 | 0.07 | 0.07 | apache2 |
0 | tcp | smtp | SF | 720 | 281 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 158 | 82 | 0.52 | 0.06 | 0.01 | 0 | 0.01 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 301 | 19,794 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 15 | 15 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 20 | 255 | 1 | 0 | 0.05 | 0.02 | 0.05 | 0 | 0 | 0 | normal |
0 | udp | private | SF | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 40 | 3 | 0 | 0 | 0 | 0 | 0.08 | 0.38 | 0 | 255 | 3 | 0.01 | 0.58 | 0.99 | 0 | 0 | 0 | 0.01 | 0 | normal |
0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 483 | 1 | 0.05 | 0 | 0.92 | 1 | 0 | 1 | 0 | 255 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0.96 | 1 | satan |
0 | tcp | imap4 | RSTO | 0 | 44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 1 | 1 | 0.5 | 1 | 1 | 185 | 59 | 0.24 | 0.03 | 0.01 | 0.03 | 0.01 | 0 | 0.89 | 0.95 | mscan |
0 | tcp | http | SF | 209 | 12,894 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 11 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
8 | tcp | ftp | SF | 220 | 688 | 0 | 0 | 0 | 4 | 0 | 1 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 53 | 27 | 0.51 | 0.08 | 0.02 | 0 | 0 | 0 | 0 | 0 | buffer_overflow |
0 | udp | domain_u | SF | 43 | 71 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 113 | 113 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 254 | 1 | 0.01 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | ftp_data | SF | 88,382 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 15 | 15 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 203 | 114 | 0.38 | 0.01 | 0.38 | 0.02 | 0 | 0 | 0 | 0 | normal |
0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 144 | 8 | 1 | 1 | 0 | 0 | 0.06 | 0.06 | 0 | 255 | 8 | 0.03 | 0.06 | 0 | 0 | 1 | 1 | 0 | 0 | neptune |
0 | tcp | http | SF | 277 | 4,968 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 13 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 13 | 255 | 1 | 0 | 0.08 | 0.01 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 321 | 2,715 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 29 | 37 | 0.03 | 0.05 | 0 | 0 | 1 | 0 | 0.08 | 29 | 255 | 1 | 0 | 0.03 | 0.04 | 0.03 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 335 | 3,228 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 49 | 50 | 0 | 0 | 0 | 0 | 1 | 0 | 0.04 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | mtp | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 266 | 8 | 0 | 0 | 1 | 1 | 0.03 | 0.06 | 0 | 255 | 8 | 0.03 | 0.06 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | http | SF | 234 | 3,236 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 21 | 0 | 0 | 0 | 0 | 1 | 0 | 0.1 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | systat | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 281 | 6 | 1 | 1 | 0 | 0 | 0.02 | 0.06 | 0 | 255 | 6 | 0.02 | 0.07 | 0 | 0 | 1 | 1 | 0 | 0 | neptune |
0 | tcp | http | SF | 54,540 | 8,314 | 0 | 0 | 0 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 24 | 0 | 0 | 0 | 0 | 1 | 0 | 0.08 | 255 | 250 | 0.98 | 0.01 | 0 | 0 | 0 | 0 | 0.06 | 0.06 | back |
0 | tcp | telnet | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 12 | 1 | 0.33 | 0 | 0.67 | 1 | 0 | 0.92 | 91 | 86 | 0.34 | 0.03 | 0.01 | 0.03 | 1 | 1 | 0 | 0 | mscan |
0 | udp | private | SF | 46 | 45 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 68 | 68 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0.26 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 318 | 488 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 16 | 0 | 0 | 0 | 0 | 1 | 0 | 0.12 | 3 | 156 | 1 | 0 | 0.33 | 0.04 | 0 | 0.01 | 0 | 0 | normal |
0 | tcp | http | SF | 256 | 4,926 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 41 | 0 | 0 | 0 | 0 | 1 | 0 | 0.07 | 255 | 241 | 0.95 | 0.02 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | iso_tsap | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 239 | 7 | 0 | 0 | 1 | 1 | 0.03 | 0.06 | 0 | 255 | 7 | 0.03 | 0.07 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 201 | 3 | 0 | 0 | 1 | 1 | 0.01 | 0.08 | 0 | 255 | 3 | 0.01 | 0.08 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
282 | tcp | ftp | SF | 160 | 599 | 0 | 0 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 37 | 0.15 | 0.02 | 0 | 0 | 0 | 0 | 0.44 | 0 | warezmaster |
0 | tcp | http | SF | 229 | 509 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 21 | 255 | 1 | 0 | 0.05 | 0.04 | 0 | 0 | 0 | 0 | normal |
0 | tcp | imap4 | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 280 | 8 | 0 | 0 | 1 | 1 | 0.03 | 0.06 | 0 | 255 | 8 | 0.03 | 0.06 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | udp | private | SF | 105 | 146 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 9 | 9 | 1 | 0 | 0.11 | 0 | 0 | 0 | 0 | 0 | snmpgetattack |
7,428 | tcp | telnet | SF | 0 | 44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 217 | 0.85 | 0.03 | 0 | 0 | 0.33 | 0.39 | 0.12 | 0.06 | processtable |
0 | tcp | http | SF | 282 | 396 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 8 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
4 | tcp | pop_3 | SF | 28 | 93 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 249 | 0.98 | 0.02 | 0 | 0 | 0 | 0 | 0 | 0 | guess_passwd |
280 | tcp | ftp_data | SF | 283,618 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 7 | 10 | 0.86 | 0.29 | 0.86 | 0.2 | 0 | 0 | 0 | 0 | warezmaster |
0 | tcp | http | SF | 233 | 2,239 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 197 | 0.77 | 0.02 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 257 | 8,712 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 20 | 0 | 0 | 0 | 0 | 1 | 0 | 0.2 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | other | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 412 | 1 | 0.15 | 0 | 0.83 | 1 | 0 | 1 | 0 | 255 | 1 | 0 | 0.96 | 0 | 0 | 0.1 | 0 | 0.89 | 1 | satan |
0 | tcp | http | SF | 214 | 645 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 30 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | telnet | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 6 | 0 | 0 | 1 | 1 | 0.25 | 1 | 0.83 | 106 | 85 | 0.29 | 0.05 | 0.01 | 0.02 | 0.02 | 0 | 0.91 | 0.67 | mscan |
0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 109 | 13 | 0 | 0 | 1 | 1 | 0.12 | 0.06 | 0 | 255 | 13 | 0.05 | 0.07 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | smtp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 114 | 1 | 1 | 1 | 0 | 0 | 0.01 | 0.06 | 0 | 255 | 1 | 0 | 0.05 | 0 | 0 | 1 | 1 | 0 | 0 | neptune |
0 | tcp | http | SF | 203 | 651 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 19 | 19 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 216 | 14 | 0 | 0 | 1 | 1 | 0.06 | 0.06 | 0 | 255 | 14 | 0.05 | 0.07 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | smtp | SF | 0 | 83 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 61 | 146 | 0.8 | 0.07 | 0.02 | 0.01 | 0 | 0 | 0 | 0.01 | normal |
0 | tcp | http | SF | 307 | 484 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 10 | 255 | 1 | 0 | 0.1 | 0.05 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 320 | 1,667 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 30 | 0 | 0 | 0 | 0 | 1 | 0 | 0.17 | 85 | 253 | 1 | 0 | 0.01 | 0.04 | 0 | 0 | 0 | 0 | normal |
0 | tcp | csnet_ns | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 251 | 3 | 0 | 0 | 1 | 1 | 0.01 | 0.06 | 0 | 255 | 3 | 0.01 | 0.06 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | http | SF | 215 | 430 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 40 | 255 | 1 | 0 | 0.03 | 0.04 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 358 | 3,691 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 11 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 81 | 255 | 1 | 0 | 0.01 | 0.03 | 0 | 0 | 0 | 0 | normal |
8,092 | tcp | telnet | SF | 0 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 67 | 0.26 | 0.03 | 0 | 0 | 0 | 0.01 | 0.11 | 0.19 | processtable |
0 | tcp | http | SF | 270 | 1,332 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 7 | 255 | 1 | 0 | 0.14 | 0.04 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 337 | 283 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24 | 29 | 0 | 0 | 0 | 0 | 1 | 0 | 0.1 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 267 | 19 | 0.01 | 0 | 0.99 | 1 | 0.07 | 0.06 | 0 | 255 | 19 | 0.07 | 0.06 | 0 | 0 | 0.01 | 0 | 0.99 | 1 | neptune |
0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 231 | 6 | 0 | 0 | 1 | 1 | 0.03 | 0.07 | 0 | 255 | 6 | 0.02 | 0.07 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | icmp | ecr_i | SF | 1,480 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 25 | 1 | 0 | 1 | 0.52 | 0 | 0 | 0 | 0 | pod |
0 | tcp | http | SF | 219 | 1,310 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 4 | 251 | 1 | 0 | 0.25 | 0.08 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 258 | 1,012 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 26 | 26 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 324 | 1,093 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 8 | 0 | 0 | 0 | 0 | 1 | 0 | 0.38 | 69 | 255 | 1 | 0 | 0.01 | 0.01 | 0 | 0 | 0 | 0 | normal |
0 | tcp | finger | RSTO | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 58 | 19 | 0 | 0 | 1 | 1 | 0.33 | 0.07 | 0 | 255 | 62 | 0.24 | 0.11 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | pop_3 | RSTO | 0 | 36 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 7 | 0 | 0 | 1 | 1 | 0.33 | 1 | 1 | 189 | 60 | 0.24 | 0.03 | 0.01 | 0.03 | 0 | 0 | 0.88 | 0.98 | mscan |
0 | tcp | http | SF | 236 | 10,503 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | ftp_data | SF | 1,699 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 36 | 7 | 0.19 | 0.11 | 0.19 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 327 | 910 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14 | 15 | 0 | 0 | 0 | 0 | 1 | 0 | 0.13 | 14 | 255 | 1 | 0 | 0.07 | 0.03 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 303 | 2,789 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 8 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 255 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 103 | 4 | 0 | 0 | 1 | 1 | 0.04 | 0.06 | 0 | 255 | 4 | 0.02 | 0.06 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | other | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 255 | 13 | 0.05 | 0.02 | 0 | 0 | 0 | 0 | 0.06 | 1 | httptunnel |
3 | tcp | pop_3 | SF | 28 | 93 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 255 | 254 | 1 | 0.01 | 0 | 0 | 0 | 0 | 0 | 0 | guess_passwd |
0 | tcp | smtp | SF | 0 | 83 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 110 | 25 | 0.23 | 0.13 | 0.01 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | http | SF | 282 | 4,532 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 6 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 96 | 255 | 1 | 0 | 0.01 | 0.02 | 0 | 0 | 0 | 0 | normal |
0 | udp | domain_u | SF | 44 | 113 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 5 | 0 | 0 | 0 | 0 | 1 | 0 | 0.4 | 255 | 253 | 0.99 | 0.01 | 0 | 0 | 0 | 0 | 0 | 0 | normal |
0 | tcp | private | SH | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 30 | 1 | 0.03 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | nmap |
0 | tcp | uucp | RSTO | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 119 | 7 | 0 | 0 | 1 | 1 | 0.06 | 0.07 | 0 | 255 | 7 | 0.03 | 0.06 | 0 | 0 | 0 | 0 | 1 | 1 | neptune |
0 | tcp | other | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 497 | 1 | 0 | 1 | 0.99 | 0 | 0 | 1 | 0 | 255 | 1 | 0 | 1 | 0 | 0 | 0.01 | 1 | 0.99 | 0 | satan |
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