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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 4 new columns ({'target', 'phase', 'source', 'weight'}) and 4 missing columns ({'relative_path', 'bytes', 'source_relative_path', 'sha256'}).
This happened while the csv dataset builder was generating data using
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(origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_stealth_dwell_low_seed2_attack_collection_20260528T202958Z_attack_stealth_dwell_low_565027f687.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_stealth_dwell_low_seed3_attack_collection_20260528T202958Z_attack_stealth_dwell_low_d16485369c.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_stealth_dwell_low_seed3_attack_collection_20260528T202958Z_attack_stealth_dwell_low_d16485369c.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_stealth_dwell_medium_seed1_attack_collection_20260528T202958Z_attack_stealth_dwell_medium_fc314c4025.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_stealth_dwell_medium_seed1_attack_collection_20260528T202958Z_attack_stealth_dwell_medium_fc314c4025.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_stealth_dwell_medium_seed2_attack_collection_20260528T202958Z_attack_stealth_dwell_medium_0eada3a1f3.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_stealth_dwell_medium_seed2_attack_collection_20260528T202958Z_attack_stealth_dwell_medium_0eada3a1f3.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_stealth_dwell_medium_seed3_attack_collection_20260528T202958Z_attack_stealth_dwell_medium_9319975a22.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_stealth_dwell_medium_seed3_attack_collection_20260528T202958Z_attack_stealth_dwell_medium_9319975a22.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_20260528T201311Z_attack_worm_fast_low_228654bbd8.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_20260528T201311Z_attack_worm_fast_low_228654bbd8.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_high_seed1_attack_collection_20260528T202958Z_attack_worm_fast_high_88316ab3ca.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_high_seed1_attack_collection_20260528T202958Z_attack_worm_fast_high_88316ab3ca.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_high_seed2_attack_collection_20260528T202958Z_attack_worm_fast_high_e3273a8669.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_high_seed2_attack_collection_20260528T202958Z_attack_worm_fast_high_e3273a8669.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_high_seed3_attack_collection_20260528T202958Z_attack_worm_fast_high_7b6b94b93f.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_high_seed3_attack_collection_20260528T202958Z_attack_worm_fast_high_7b6b94b93f.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_low_seed1_attack_collection_20260528T202843Z_attack_worm_fast_low_13243a1255.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_low_seed1_attack_collection_20260528T202843Z_attack_worm_fast_low_13243a1255.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_low_seed1_attack_collection_20260528T202958Z_attack_worm_fast_low_4d677e7214.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_low_seed1_attack_collection_20260528T202958Z_attack_worm_fast_low_4d677e7214.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_low_seed2_attack_collection_20260528T202958Z_attack_worm_fast_low_0ca99687c6.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_low_seed2_attack_collection_20260528T202958Z_attack_worm_fast_low_0ca99687c6.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_low_seed3_attack_collection_20260528T202958Z_attack_worm_fast_low_1ac9fc50f3.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_low_seed3_attack_collection_20260528T202958Z_attack_worm_fast_low_1ac9fc50f3.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_medium_seed1_attack_collection_20260528T202958Z_attack_worm_fast_medium_30fa07e442.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_medium_seed1_attack_collection_20260528T202958Z_attack_worm_fast_medium_30fa07e442.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_medium_seed2_attack_collection_20260528T202958Z_attack_worm_fast_medium_4ffc0654eb.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_medium_seed2_attack_collection_20260528T202958Z_attack_worm_fast_medium_4ffc0654eb.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_medium_seed3_attack_collection_20260528T202958Z_attack_worm_fast_medium_144e3537a5.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Ransomware/attack_simulator_timeline_worm_fast_medium_seed3_attack_collection_20260528T202958Z_attack_worm_fast_medium_144e3537a5.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 1837, 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 2369, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
source: string
target: string
phase: string
weight: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 703
to
{'relative_path': Value('string'), 'source_relative_path': Value('string'), 'bytes': Value('int64'), 'sha256': 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 1348, 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 890, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 951, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1683, 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 1839, 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 4 new columns ({'target', 'phase', 'source', 'weight'}) and 4 missing columns ({'relative_path', 'bytes', 'source_relative_path', 'sha256'}).
This happened while the csv dataset builder was generating data using
hf://datasets/nogalee/MAG-ED_IoTDATA/raw/Normal/attack_simulator_graph_edges_20260528_170728_145356_aggressive_6afbaeaac7.csv (at revision dc529141bf6a7a622c70233d5c4846566ba6cc54), [/tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/metadata/file_manifest.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/metadata/file_manifest.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_graph_edges_20260528_170728_145356_aggressive_6afbaeaac7.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_graph_edges_20260528_170728_145356_aggressive_6afbaeaac7.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_graph_edges_20260528_171314_691258_aggressive_00dda97c4d.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_graph_edges_20260528_171314_691258_aggressive_00dda97c4d.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_graph_edges_20260528_171428_404484_aggressive_e69e382db2.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_graph_edges_20260528_171428_404484_aggressive_e69e382db2.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_phase_summary_20260528_170728_145356_aggressive_6afbaeaac7.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_phase_summary_20260528_170728_145356_aggressive_6afbaeaac7.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_phase_summary_20260528_171314_691258_aggressive_00dda97c4d.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_phase_summary_20260528_171314_691258_aggressive_00dda97c4d.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_phase_summary_20260528_171428_404484_aggressive_e69e382db2.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_phase_summary_20260528_171428_404484_aggressive_e69e382db2.csv), /tmp/hf-datasets-cache/medium/datasets/51095974955146-config-parquet-and-info-nogalee-MAG-ED_IoTDATA-b4f3bfee/hub/datasets--nogalee--MAG-ED_IoTDATA/snapshots/dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_timeline_20260528_170728_145356_aggressive_6afbaeaac7.csv (origin=hf://datasets/nogalee/MAG-ED_IoTDATA@dc529141bf6a7a622c70233d5c4846566ba6cc54/raw/Normal/attack_simulator_timeline_20260528_170728_145356_aggressive_6afbaeaac7.csv), 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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.
relative_path string | source_relative_path string | bytes int64 | sha256 string |
|---|---|---|---|
raw/Normal/attack_simulator_events_20260528_170728_145356_aggressive_6afbaeaac7.jsonl | Normal/attack_simulator_events_20260528_170728_145356_aggressive_6afbaeaac7.jsonl | 158,439 | 81c4e67c5bc604b39206da73df8c232be8dd003653ff0a9fe14cf8a9077a4b76 |
raw/Normal/attack_simulator_events_20260528_171314_691258_aggressive_00dda97c4d.jsonl | Normal/attack_simulator_events_20260528_171314_691258_aggressive_00dda97c4d.jsonl | 158,321 | c54a31cf7579923c5fb30ddc389e7b26ef40a1adb8b325ae2ee6fb7b8643938e |
raw/Normal/attack_simulator_events_20260528_171428_404484_aggressive_e69e382db2.jsonl | Normal/attack_simulator_events_20260528_171428_404484_aggressive_e69e382db2.jsonl | 158,321 | 4e8b622859751cdaa26fb15d55cf2c3728bd82d60f524bf76188cb62afede5de |
raw/Normal/attack_simulator_graph_edges_20260528_170728_145356_aggressive_6afbaeaac7.csv | Normal/attack_simulator_graph_edges_20260528_170728_145356_aggressive_6afbaeaac7.csv | 3,426 | 48420195ce890bca9b172364fbb97f677cb127300ef648dea7391a1f796fa976 |
raw/Normal/attack_simulator_graph_edges_20260528_171314_691258_aggressive_00dda97c4d.csv | Normal/attack_simulator_graph_edges_20260528_171314_691258_aggressive_00dda97c4d.csv | 3,426 | 48420195ce890bca9b172364fbb97f677cb127300ef648dea7391a1f796fa976 |
raw/Normal/attack_simulator_graph_edges_20260528_171428_404484_aggressive_e69e382db2.csv | Normal/attack_simulator_graph_edges_20260528_171428_404484_aggressive_e69e382db2.csv | 3,426 | 48420195ce890bca9b172364fbb97f677cb127300ef648dea7391a1f796fa976 |
raw/Normal/attack_simulator_manifest_20260528_170728_145356_aggressive_6afbaeaac7.json | Normal/attack_simulator_manifest_20260528_170728_145356_aggressive_6afbaeaac7.json | 1,853 | 50ec927d9e0ff8676cb33321063ea66916ab8d6abcf6e7ae24a059ebba74eab8 |
raw/Normal/attack_simulator_manifest_20260528_171314_691258_aggressive_00dda97c4d.json | Normal/attack_simulator_manifest_20260528_171314_691258_aggressive_00dda97c4d.json | 1,852 | 4091ead2f0e822b0ab1418788b1240b3fde6cbb838070071d7a1ac860d73a8f9 |
raw/Normal/attack_simulator_manifest_20260528_171428_404484_aggressive_e69e382db2.json | Normal/attack_simulator_manifest_20260528_171428_404484_aggressive_e69e382db2.json | 1,852 | cccb3a9116efba9fe462b5214583f2060a5f67ad79c276165227ac354197d992 |
raw/Normal/attack_simulator_phase_summary_20260528_170728_145356_aggressive_6afbaeaac7.csv | Normal/attack_simulator_phase_summary_20260528_170728_145356_aggressive_6afbaeaac7.csv | 339 | c046e25850084af0f7837e69f7b708b85763a92b2f6ad6547b82e9c70e06b930 |
raw/Normal/attack_simulator_phase_summary_20260528_171314_691258_aggressive_00dda97c4d.csv | Normal/attack_simulator_phase_summary_20260528_171314_691258_aggressive_00dda97c4d.csv | 339 | c046e25850084af0f7837e69f7b708b85763a92b2f6ad6547b82e9c70e06b930 |
raw/Normal/attack_simulator_phase_summary_20260528_171428_404484_aggressive_e69e382db2.csv | Normal/attack_simulator_phase_summary_20260528_171428_404484_aggressive_e69e382db2.csv | 339 | c046e25850084af0f7837e69f7b708b85763a92b2f6ad6547b82e9c70e06b930 |
raw/Normal/attack_simulator_timeline_20260528_170728_145356_aggressive_6afbaeaac7.csv | Normal/attack_simulator_timeline_20260528_170728_145356_aggressive_6afbaeaac7.csv | 14,990 | be7db2f35e19556b06cd187916ba1f9aa00d7775d7d8de501be084a895a8aa48 |
raw/Normal/attack_simulator_timeline_20260528_171314_691258_aggressive_00dda97c4d.csv | Normal/attack_simulator_timeline_20260528_171314_691258_aggressive_00dda97c4d.csv | 14,990 | be7db2f35e19556b06cd187916ba1f9aa00d7775d7d8de501be084a895a8aa48 |
raw/Normal/attack_simulator_timeline_20260528_171428_404484_aggressive_e69e382db2.csv | Normal/attack_simulator_timeline_20260528_171428_404484_aggressive_e69e382db2.csv | 14,990 | be7db2f35e19556b06cd187916ba1f9aa00d7775d7d8de501be084a895a8aa48 |
raw/Normal/mqtt_capture_20260526_231227.etl | Normal/mqtt_capture_20260526_231227.etl | 313,327 | ad32c85309dc79b92328c82d5d430e995e5d5dc2648c0c3f9ff827d08a4a1ae3 |
raw/Normal/mqtt_capture_20260526_231227.pcapng | Normal/mqtt_capture_20260526_231227.pcapng | 1,398,164 | 0f0cbf995571f4f9c2e8f26f6de4bccd638b0c1fdb8060234ae292b26be5356c |
raw/Normal/mqtt_capture_20260528_173148_192.168.35.2_1883.etl | Normal/mqtt_capture_20260528_173148_192.168.35.2_1883.etl | 47,306 | 280b196b2abeab7b86a1b2127343b3a0675ee297b952469ce9cdbf32265426d8 |
raw/Normal/mqtt_capture_20260528_173148_192.168.35.2_1883.pcapng | Normal/mqtt_capture_20260528_173148_192.168.35.2_1883.pcapng | 18,932 | b1b5dc6e4cc6cd4502cab0dbf8f369cd28b1433a0c4bc49024a4a5808a7d94f1 |
raw/Normal/mqtt_capture_20260528_173312_192.168.35.2_1883.etl | Normal/mqtt_capture_20260528_173312_192.168.35.2_1883.etl | 110,265 | d75c0947491d43471768830cbbd55255b238eb59df2c6bde52e5be330e95e2ad |
raw/Normal/mqtt_capture_20260528_173312_192.168.35.2_1883.pcapng | Normal/mqtt_capture_20260528_173312_192.168.35.2_1883.pcapng | 469,076 | c61dc37c6cfbe3b5fd79ffdc3c0fed369cce3e4aac515e955bdd47305e08cee9 |
raw/Normal/mqtt_capture_20260528_173911_192.168.35.2_1883.etl | Normal/mqtt_capture_20260528_173911_192.168.35.2_1883.etl | 3,520,876 | f7dc45877a2838d70fb541002be40adf0aef0eb6c3840bec6a34066056afe6c8 |
raw/Normal/mqtt_capture_20260528_173911_192.168.35.2_1883.pcapng | Normal/mqtt_capture_20260528_173911_192.168.35.2_1883.pcapng | 25,056,500 | 72044cfb15ba66d66df6e6dce734e1eba6c98dce6267c9338d29fe3c2479235b |
raw/Normal/mqtt_capture_20260528_223605_192.168.35.2_1883.etl | Normal/mqtt_capture_20260528_223605_192.168.35.2_1883.etl | 1,167,949 | 464e98491297bb6239ae61c39b20e9658bbb3e2f7c27cbe03a4d43d58168b90f |
raw/Normal/mqtt_capture_20260528_223605_192.168.35.2_1883.pcapng | Normal/mqtt_capture_20260528_223605_192.168.35.2_1883.pcapng | 8,016,260 | 12b07c07045e9e2e8d5d727429beff62e6c6fe908d1a8d62a5d37c85b988b0ff |
raw/Ransomware/attack_collection_20260528T202843Z.csv | Ransomware/attack_collection_20260528T202843Z.csv | 5,003 | b97393219a7d81effeaaefbc2ceb1e3ee19d774c3b5aa5899369c6fd16350bb8 |
raw/Ransomware/attack_collection_20260528T202843Z.jsonl | Ransomware/attack_collection_20260528T202843Z.jsonl | 6,283 | 3c31851b0151e6bd96878d5cc9592b4a0b58b7160121e2011ac0e7ef71254b76 |
raw/Ransomware/attack_collection_20260528T202923Z.csv | Ransomware/attack_collection_20260528T202923Z.csv | 792 | 6973babe354a5af5e994c2df2cfe34b0ba8586034e8f163ca8cfc96cce457c90 |
raw/Ransomware/attack_collection_20260528T202923Z.jsonl | Ransomware/attack_collection_20260528T202923Z.jsonl | 798 | 1fb3019b992a92e4c1263dbffdc25bac9ce257cc9b8ac096cb315989994d7d62 |
raw/Ransomware/attack_collection_20260528T202958Z.csv | Ransomware/attack_collection_20260528T202958Z.csv | 44,234 | 855bee820947d610d9a7498645dc668786ebdae7d4f2ee5fda0ce2611a95776e |
raw/Ransomware/attack_collection_20260528T202958Z.jsonl | Ransomware/attack_collection_20260528T202958Z.jsonl | 57,162 | d9b2ee1f83db481aede4f106e097096635dafc50f7e9ac31b3058217a421cd0b |
raw/Ransomware/attack_simulator_events_20260527_001652.jsonl | Ransomware/attack_simulator_events_20260527_001652.jsonl | 80,299 | b92a39153d9d8146d33a915e57e9a9d39bdb22bc74b593a460e901d9bc54c704 |
raw/Ransomware/attack_simulator_events_20260527_001752.jsonl | Ransomware/attack_simulator_events_20260527_001752.jsonl | 80,299 | d85c3076eac4ebeaf7de0560ba77bbf1bc071db284c2ceccf01e50daa80d1ef8 |
raw/Ransomware/attack_simulator_events_20260527_002340.jsonl | Ransomware/attack_simulator_events_20260527_002340.jsonl | 128,950 | 31dbfae5affb8d8c5c92a94964dadbf6774f2bf72d14b7b346d0e3b9545c77e7 |
raw/Ransomware/attack_simulator_events_20260527_002730.jsonl | Ransomware/attack_simulator_events_20260527_002730.jsonl | 153,459 | 9cbd3ba727d6ff62a0585e09ec63a8ce932056e5c13c47c2fd0ef0fcbedfda4d |
raw/Ransomware/attack_simulator_events_20260527_003404.jsonl | Ransomware/attack_simulator_events_20260527_003404.jsonl | 158,321 | a1c684e11b2071af34df074cb28b05995a077175b9f173f41930ca8ed1e3a33f |
raw/Ransomware/attack_simulator_events_20260527_003420_446465_aggressive_2676111148.jsonl | Ransomware/attack_simulator_events_20260527_003420_446465_aggressive_2676111148.jsonl | 158,321 | 6974f324661e5cf10d80f14626c7e44e0b351da04dffb9c7df95c395a7136afe |
raw/Ransomware/attack_simulator_events_20260527_003420_446465_stealth_d79f940010.jsonl | Ransomware/attack_simulator_events_20260527_003420_446465_stealth_d79f940010.jsonl | 158,058 | 07ebbc740428ce1bce8e531a072adba2ee45b48bb8619226a2a39d0bb26c1419 |
raw/Ransomware/attack_simulator_events_20260527_143730_071006_aggressive_07a429e09d.jsonl | Ransomware/attack_simulator_events_20260527_143730_071006_aggressive_07a429e09d.jsonl | 158,321 | 904ae8a830536d88eeb66a2d70a3eb6c1c5f450c4a4c5dcb3b425368d2b4bd8f |
raw/Ransomware/attack_simulator_events_20260527_144334_842595_stealth_b37e698f37.jsonl | Ransomware/attack_simulator_events_20260527_144334_842595_stealth_b37e698f37.jsonl | 157,822 | 651effce5509d6903f900aae836c3964b0856520ff3ecbf7d15685cc8b46ae43 |
raw/Ransomware/attack_simulator_events_20260527_144441_644049_aggressive_1ab9bade99.jsonl | Ransomware/attack_simulator_events_20260527_144441_644049_aggressive_1ab9bade99.jsonl | 158,321 | b14478218e5aa39d7a61dbddd0c8e1b1beea7bd8b8bcd0b573592b260504afc8 |
raw/Ransomware/attack_simulator_events_20260527_144841_880834_aggressive_5434df2188.jsonl | Ransomware/attack_simulator_events_20260527_144841_880834_aggressive_5434df2188.jsonl | 158,439 | 485e00227120de5f6bef82bdb210b2e30aa6445a4d4faf325ee75203c967339c |
raw/Ransomware/attack_simulator_events_20260527_144921_158384_aggressive_bf2851f678.jsonl | Ransomware/attack_simulator_events_20260527_144921_158384_aggressive_bf2851f678.jsonl | 158,439 | fa65177cb14be4a91b3a2800f4f7a38dda4a9a6aa972f2bb3aced551246279f2 |
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raw/Ransomware/attack_simulator_events_20260527_153840_144986_aggressive_34d7a2672b.jsonl | Ransomware/attack_simulator_events_20260527_153840_144986_aggressive_34d7a2672b.jsonl | 158,439 | 4794beef3a2ea44a7b2d2ab34af1619aae59bd624dde10908a4185707f76470b |
raw/Ransomware/attack_simulator_events_20260529_045804_411127_aggressive_7e1882d4aa.jsonl | Ransomware/attack_simulator_events_20260529_045804_411127_aggressive_7e1882d4aa.jsonl | 217,112 | 27d95323fab3d1ef9ec7ed61b0625cf4f2ae5e942eec60666a60c72d420d5791 |
raw/Ransomware/attack_simulator_events_20260529_045804_411127_aggressive_9e03dddda2.jsonl | Ransomware/attack_simulator_events_20260529_045804_411127_aggressive_9e03dddda2.jsonl | 231,062 | cf03ff386b24fb6e16207b7c9a12ace98bfe746f1cb4d22fa88bf176e9e7b0a4 |
raw/Ransomware/attack_simulator_events_20260529_045804_412121_aggressive_fd846b9b6d.jsonl | Ransomware/attack_simulator_events_20260529_045804_412121_aggressive_fd846b9b6d.jsonl | 239,405 | 6e6095ae36caf8ca7f003a2bb026d8abb7c4f1f49ad4ef8b271b63babfb5354d |
raw/Ransomware/attack_simulator_events_20260529_045822_085732_aggressive_multi_extortion_quad_pressure_77f852b298.jsonl | Ransomware/attack_simulator_events_20260529_045822_085732_aggressive_multi_extortion_quad_pressure_77f852b298.jsonl | 291,582 | 8df1cf2d539ffcbfc1aa10fb331ea85c1d1b75be5ba7c0a04481273e15037b06 |
raw/Ransomware/attack_simulator_events_20260529_045904_182141_aggressive_human_operated_70e53ebdee.jsonl | Ransomware/attack_simulator_events_20260529_045904_182141_aggressive_human_operated_70e53ebdee.jsonl | 233,696 | 697b36efc3c2d4a22c42b3215fcafe95bcc34eb9c16513261b51d6147a8783d2 |
raw/Ransomware/attack_simulator_events_20260529_050515_836802_aggressive_privilege_heavy_f9fe44f91f.jsonl | Ransomware/attack_simulator_events_20260529_050515_836802_aggressive_privilege_heavy_f9fe44f91f.jsonl | 220,661 | 88a059ba7b18c55fb8a5d949bf9a3a438de1c643bc3c3a8ac1012b8cf6055b2c |
raw/Ransomware/attack_simulator_events_classic_sequential_low_seed1_attack_collection_20260528T202923Z_attack_baseline_control_low_084a0642b2.jsonl | Ransomware/attack_simulator_events_classic_sequential_low_seed1_attack_collection_20260528T202923Z_attack_baseline_control_low_084a0642b2.jsonl | 186,130 | acfcc442e724722d4a8126d01d6557f8659a894cee94d3225a11fb8005c2c728 |
raw/Ransomware/attack_simulator_events_cross_platform_infra_high_seed1_attack_collection_20260528T202958Z_attack_cross_platform_infra_high_8e3ad09164.jsonl | Ransomware/attack_simulator_events_cross_platform_infra_high_seed1_attack_collection_20260528T202958Z_attack_cross_platform_infra_high_8e3ad09164.jsonl | 250,229 | b0d39e3b217e6224db422912d64d9c351648a199d9ed22e5b686f5da788fbee1 |
raw/Ransomware/attack_simulator_events_cross_platform_infra_high_seed2_attack_collection_20260528T202958Z_attack_cross_platform_infra_high_090d3f995f.jsonl | Ransomware/attack_simulator_events_cross_platform_infra_high_seed2_attack_collection_20260528T202958Z_attack_cross_platform_infra_high_090d3f995f.jsonl | 251,901 | d79bc39c6dc25150a6b54bdae6ef51b098ab0834ed050679a2841097352e0a21 |
raw/Ransomware/attack_simulator_events_cross_platform_infra_high_seed3_attack_collection_20260528T202958Z_attack_cross_platform_infra_high_5ebe6ce1d3.jsonl | Ransomware/attack_simulator_events_cross_platform_infra_high_seed3_attack_collection_20260528T202958Z_attack_cross_platform_infra_high_5ebe6ce1d3.jsonl | 251,943 | a5ce1bef5ed3681ddebf17ad6c9b5ce37837c342e2ef3087c327cc7603e6d20d |
raw/Ransomware/attack_simulator_events_cross_platform_infra_low_seed1_attack_collection_20260528T202843Z_attack_cross_platform_infra_low_d36c7fcfd2.jsonl | Ransomware/attack_simulator_events_cross_platform_infra_low_seed1_attack_collection_20260528T202843Z_attack_cross_platform_infra_low_d36c7fcfd2.jsonl | 249,969 | 47b1c19ac601a5ee781b64622621c75c3e4ae43a004a06cff44226bb512c77b0 |
raw/Ransomware/attack_simulator_events_cross_platform_infra_low_seed1_attack_collection_20260528T202958Z_attack_cross_platform_infra_low_513c23fc96.jsonl | Ransomware/attack_simulator_events_cross_platform_infra_low_seed1_attack_collection_20260528T202958Z_attack_cross_platform_infra_low_513c23fc96.jsonl | 250,117 | a0ecc74caf20f84bdd3b3ee3e893efe48bb535486f7f3169d6af6c2e464a04f0 |
raw/Ransomware/attack_simulator_events_cross_platform_infra_low_seed2_attack_collection_20260528T202958Z_attack_cross_platform_infra_low_79a1ce3f1e.jsonl | Ransomware/attack_simulator_events_cross_platform_infra_low_seed2_attack_collection_20260528T202958Z_attack_cross_platform_infra_low_79a1ce3f1e.jsonl | 251,802 | d62df31ff3e3a85328913aff831ac1470cd76a63e26f842610ff256325013472 |
raw/Ransomware/attack_simulator_events_cross_platform_infra_low_seed3_attack_collection_20260528T202958Z_attack_cross_platform_infra_low_ca7b793156.jsonl | Ransomware/attack_simulator_events_cross_platform_infra_low_seed3_attack_collection_20260528T202958Z_attack_cross_platform_infra_low_ca7b793156.jsonl | 251,841 | d616c49b8678986ccb2e26053e34c3aa9af1a2d9c9834003de512157a976666c |
raw/Ransomware/attack_simulator_events_cross_platform_infra_medium_seed1_attack_collection_20260528T202958Z_attack_cross_platform_infra_medium_cdf2a6b201.jsonl | Ransomware/attack_simulator_events_cross_platform_infra_medium_seed1_attack_collection_20260528T202958Z_attack_cross_platform_infra_medium_cdf2a6b201.jsonl | 250,528 | f9085ba9d6e236e8c7e84514aeb01b5e70ae5aaf436c8f9669235780ad649de1 |
raw/Ransomware/attack_simulator_events_cross_platform_infra_medium_seed2_attack_collection_20260528T202958Z_attack_cross_platform_infra_medium_90c1d7807f.jsonl | Ransomware/attack_simulator_events_cross_platform_infra_medium_seed2_attack_collection_20260528T202958Z_attack_cross_platform_infra_medium_90c1d7807f.jsonl | 252,200 | 8c549ee6bd2864622a4e104184517c46e6b6f8e2f7881ef46df3d8f1162b9976 |
raw/Ransomware/attack_simulator_events_cross_platform_infra_medium_seed3_attack_collection_20260528T202958Z_attack_cross_platform_infra_medium_a3afe51c1d.jsonl | Ransomware/attack_simulator_events_cross_platform_infra_medium_seed3_attack_collection_20260528T202958Z_attack_cross_platform_infra_medium_a3afe51c1d.jsonl | 252,243 | 02d1f76e97728eeba475837e2a722b8b3a90f051583e4823c97a912493e2269c |
raw/Ransomware/attack_simulator_events_data_only_extortion_high_seed1_attack_collection_20260528T202958Z_attack_data_only_extortion_high_4654a25e73.jsonl | Ransomware/attack_simulator_events_data_only_extortion_high_seed1_attack_collection_20260528T202958Z_attack_data_only_extortion_high_4654a25e73.jsonl | 218,933 | ca49ac5211d6f005aeb4d1a74045554633166dafece93c13c7d797804b43d6fc |
raw/Ransomware/attack_simulator_events_data_only_extortion_high_seed2_attack_collection_20260528T202958Z_attack_data_only_extortion_high_ced5869dc6.jsonl | Ransomware/attack_simulator_events_data_only_extortion_high_seed2_attack_collection_20260528T202958Z_attack_data_only_extortion_high_ced5869dc6.jsonl | 220,409 | 748cb678a5c26cf89937b3001bccfea2599f02d4b8da0b473eb1eecade407c4f |
raw/Ransomware/attack_simulator_events_data_only_extortion_high_seed3_attack_collection_20260528T202958Z_attack_data_only_extortion_high_84d348d5ae.jsonl | Ransomware/attack_simulator_events_data_only_extortion_high_seed3_attack_collection_20260528T202958Z_attack_data_only_extortion_high_84d348d5ae.jsonl | 220,214 | e734906a52cdd74c2b16bc43d66fa6db2f5ab2c0663cab92eb85e66d4273ce59 |
raw/Ransomware/attack_simulator_events_data_only_extortion_low_seed1_attack_collection_20260528T202843Z_attack_data_only_extortion_low_160df050c6.jsonl | Ransomware/attack_simulator_events_data_only_extortion_low_seed1_attack_collection_20260528T202843Z_attack_data_only_extortion_low_160df050c6.jsonl | 218,694 | 589ce12b32bf144a1a2e434ed8f90d9f307b97955369c958af380c3751d92d85 |
raw/Ransomware/attack_simulator_events_data_only_extortion_low_seed1_attack_collection_20260528T202958Z_attack_data_only_extortion_low_b6b740e73b.jsonl | Ransomware/attack_simulator_events_data_only_extortion_low_seed1_attack_collection_20260528T202958Z_attack_data_only_extortion_low_b6b740e73b.jsonl | 218,822 | ed9926428c0530a422651513f4903eff4aa13bae41c5de59e0aa80a9a5151ff6 |
raw/Ransomware/attack_simulator_events_data_only_extortion_low_seed2_attack_collection_20260528T202958Z_attack_data_only_extortion_low_9d74fe90ea.jsonl | Ransomware/attack_simulator_events_data_only_extortion_low_seed2_attack_collection_20260528T202958Z_attack_data_only_extortion_low_9d74fe90ea.jsonl | 220,311 | d80b801f396b4239d62d94ea698b39ff933ebd1b841143ae2c6b31fbd278acc9 |
raw/Ransomware/attack_simulator_events_data_only_extortion_low_seed3_attack_collection_20260528T202958Z_attack_data_only_extortion_low_454c94bbc9.jsonl | Ransomware/attack_simulator_events_data_only_extortion_low_seed3_attack_collection_20260528T202958Z_attack_data_only_extortion_low_454c94bbc9.jsonl | 220,120 | 326e494215e740b345119e38d864d4f3086dae179f971aef97b03b6d240da452 |
raw/Ransomware/attack_simulator_events_data_only_extortion_medium_seed1_attack_collection_20260528T202958Z_attack_data_only_extortion_medium_c008427f48.jsonl | Ransomware/attack_simulator_events_data_only_extortion_medium_seed1_attack_collection_20260528T202958Z_attack_data_only_extortion_medium_c008427f48.jsonl | 219,188 | 5a1625e8484755e52236f642146a5815299c9195c10989a06fd15a0f34d289e1 |
raw/Ransomware/attack_simulator_events_data_only_extortion_medium_seed2_attack_collection_20260528T202958Z_attack_data_only_extortion_medium_cb7a1ac8e8.jsonl | Ransomware/attack_simulator_events_data_only_extortion_medium_seed2_attack_collection_20260528T202958Z_attack_data_only_extortion_medium_cb7a1ac8e8.jsonl | 220,680 | 43c981c4dbf6209a5e45fb58cd358e2851b52b1e050da7a99314728e731a2676 |
raw/Ransomware/attack_simulator_events_data_only_extortion_medium_seed3_attack_collection_20260528T202958Z_attack_data_only_extortion_medium_a8883a80bd.jsonl | Ransomware/attack_simulator_events_data_only_extortion_medium_seed3_attack_collection_20260528T202958Z_attack_data_only_extortion_medium_a8883a80bd.jsonl | 220,460 | fc60c408c153fad4235b8afae5df3db38f4d76a70d4c97a3c3a6400c3e174186 |
raw/Ransomware/attack_simulator_events_human_operated_20260528T201342Z_attack_human_operated_medium_4d6a36fac6.jsonl | Ransomware/attack_simulator_events_human_operated_20260528T201342Z_attack_human_operated_medium_4d6a36fac6.jsonl | 228,576 | f5f0760d959dd8f7aab95e0cd795587145e0e3cef36c782efc61ccd44aec2565 |
raw/Ransomware/attack_simulator_events_human_operated_high_seed1_attack_collection_20260528T202958Z_attack_human_operated_high_cbe080f79d.jsonl | Ransomware/attack_simulator_events_human_operated_high_seed1_attack_collection_20260528T202958Z_attack_human_operated_high_cbe080f79d.jsonl | 230,083 | d694794047c20786b587b92b58ae0241e0d994cee0ad4b3b35d789fe1df5c961 |
raw/Ransomware/attack_simulator_events_human_operated_high_seed2_attack_collection_20260528T202958Z_attack_human_operated_high_7ccf9307b1.jsonl | Ransomware/attack_simulator_events_human_operated_high_seed2_attack_collection_20260528T202958Z_attack_human_operated_high_7ccf9307b1.jsonl | 228,424 | 0ed1258dcc31710b8d89adae2682598d717c445e714ec0708352fe30c382cdc2 |
raw/Ransomware/attack_simulator_events_human_operated_high_seed3_attack_collection_20260528T202958Z_attack_human_operated_high_62bab694b6.jsonl | Ransomware/attack_simulator_events_human_operated_high_seed3_attack_collection_20260528T202958Z_attack_human_operated_high_62bab694b6.jsonl | 228,327 | 9f205ec98336ea527a9a7d6031b9f4bb2d55d2d06ec02e4d420444c4d826623d |
raw/Ransomware/attack_simulator_events_human_operated_low_seed1_attack_collection_20260528T202843Z_attack_human_operated_low_fdda51f164.jsonl | Ransomware/attack_simulator_events_human_operated_low_seed1_attack_collection_20260528T202843Z_attack_human_operated_low_fdda51f164.jsonl | 229,850 | 63fffb9f91ac02b738856dce7a6b5bbdb6adc00527e61a871ab409f53828e051 |
raw/Ransomware/attack_simulator_events_human_operated_low_seed1_attack_collection_20260528T202958Z_attack_human_operated_low_20cad300f8.jsonl | Ransomware/attack_simulator_events_human_operated_low_seed1_attack_collection_20260528T202958Z_attack_human_operated_low_20cad300f8.jsonl | 229,990 | 15899d83b50d4ca43032ad0e5c30651cf3e55d4b9e58bf608088ed01d525fe88 |
raw/Ransomware/attack_simulator_events_human_operated_low_seed2_attack_collection_20260528T202958Z_attack_human_operated_low_f1042c770c.jsonl | Ransomware/attack_simulator_events_human_operated_low_seed2_attack_collection_20260528T202958Z_attack_human_operated_low_f1042c770c.jsonl | 228,338 | 49ace7f07d6a275aa7f822e869b4be173805d37194608883af985630ed64727a |
raw/Ransomware/attack_simulator_events_human_operated_low_seed3_attack_collection_20260528T202958Z_attack_human_operated_low_a322dbea43.jsonl | Ransomware/attack_simulator_events_human_operated_low_seed3_attack_collection_20260528T202958Z_attack_human_operated_low_a322dbea43.jsonl | 228,225 | d74568699b1a8fe50ff7ccfe4be9ea03f2c8cf8781ff55f1251a967795399713 |
raw/Ransomware/attack_simulator_events_human_operated_medium_seed1_attack_collection_20260528T202958Z_attack_human_operated_medium_206963936a.jsonl | Ransomware/attack_simulator_events_human_operated_medium_seed1_attack_collection_20260528T202958Z_attack_human_operated_medium_206963936a.jsonl | 230,377 | 20c865275d47acb2e4f20b4fcc0534e6132ecef8dff454a44ed54f0c98481728 |
raw/Ransomware/attack_simulator_events_human_operated_medium_seed2_attack_collection_20260528T202958Z_attack_human_operated_medium_51ea79b0d8.jsonl | Ransomware/attack_simulator_events_human_operated_medium_seed2_attack_collection_20260528T202958Z_attack_human_operated_medium_51ea79b0d8.jsonl | 228,716 | 6db633ae690775b5c78e5855e74a98a21454590a7012d8d3450c0b9fab9f7a63 |
raw/Ransomware/attack_simulator_events_human_operated_medium_seed3_attack_collection_20260528T202958Z_attack_human_operated_medium_ba18f26138.jsonl | Ransomware/attack_simulator_events_human_operated_medium_seed3_attack_collection_20260528T202958Z_attack_human_operated_medium_ba18f26138.jsonl | 228,603 | 65b51dc8729eb7d9a0242972403cb3037109a3a1b943707cbedc0551f101091a |
raw/Ransomware/attack_simulator_events_identity_lotl_high_seed1_attack_collection_20260528T202958Z_attack_identity_lotl_high_ec49179068.jsonl | Ransomware/attack_simulator_events_identity_lotl_high_seed1_attack_collection_20260528T202958Z_attack_identity_lotl_high_ec49179068.jsonl | 231,478 | 6960c08be2d7b5ab5538b147a8bb9f2cb7a7f9e1c038d0283d920b0b8a53d569 |
raw/Ransomware/attack_simulator_events_identity_lotl_high_seed2_attack_collection_20260528T202958Z_attack_identity_lotl_high_07fdac5a1b.jsonl | Ransomware/attack_simulator_events_identity_lotl_high_seed2_attack_collection_20260528T202958Z_attack_identity_lotl_high_07fdac5a1b.jsonl | 230,383 | 11e937e0ef0574b48d5c2307ba0594d52235afd357d40e9605bcb14d10ed526a |
raw/Ransomware/attack_simulator_events_identity_lotl_high_seed3_attack_collection_20260528T202958Z_attack_identity_lotl_high_930534e232.jsonl | Ransomware/attack_simulator_events_identity_lotl_high_seed3_attack_collection_20260528T202958Z_attack_identity_lotl_high_930534e232.jsonl | 230,183 | a7dd025134dcc49ffa033846626dcd8ee3e8fcbf8f6503625e328915b7c56cbd |
raw/Ransomware/attack_simulator_events_identity_lotl_low_seed1_attack_collection_20260528T202843Z_attack_identity_lotl_low_8afb865886.jsonl | Ransomware/attack_simulator_events_identity_lotl_low_seed1_attack_collection_20260528T202843Z_attack_identity_lotl_low_8afb865886.jsonl | 231,249 | 0460079792d37315ec73bfc579507dc0cd721df6fa6f05b13e830e2ea88f15e5 |
raw/Ransomware/attack_simulator_events_identity_lotl_low_seed1_attack_collection_20260528T202958Z_attack_identity_lotl_low_6b2771bd10.jsonl | Ransomware/attack_simulator_events_identity_lotl_low_seed1_attack_collection_20260528T202958Z_attack_identity_lotl_low_6b2771bd10.jsonl | 231,387 | e86bb70e550f8e6284150692fac2f528ecce69b469302c0dffe48e09a21394d7 |
raw/Ransomware/attack_simulator_events_identity_lotl_low_seed2_attack_collection_20260528T202958Z_attack_identity_lotl_low_ef77aeecfc.jsonl | Ransomware/attack_simulator_events_identity_lotl_low_seed2_attack_collection_20260528T202958Z_attack_identity_lotl_low_ef77aeecfc.jsonl | 230,295 | 39c027f5ab05762fe205eb6e02aaa8b61222437e9a9e7fdcb97b0d0fc3151855 |
raw/Ransomware/attack_simulator_events_identity_lotl_low_seed3_attack_collection_20260528T202958Z_attack_identity_lotl_low_07f5851290.jsonl | Ransomware/attack_simulator_events_identity_lotl_low_seed3_attack_collection_20260528T202958Z_attack_identity_lotl_low_07f5851290.jsonl | 230,087 | ed084c00e29e4507b0883c63366171f806e684f895e24eac6daf7b54b3d72338 |
raw/Ransomware/attack_simulator_events_identity_lotl_medium_seed1_attack_collection_20260528T202958Z_attack_identity_lotl_medium_ea53e4aa89.jsonl | Ransomware/attack_simulator_events_identity_lotl_medium_seed1_attack_collection_20260528T202958Z_attack_identity_lotl_medium_ea53e4aa89.jsonl | 231,763 | 7f3b72d485a8e95b3bfcea2e8b5daa650fb3a51d710b11d7ea909785a7c22f3a |
raw/Ransomware/attack_simulator_events_identity_lotl_medium_seed2_attack_collection_20260528T202958Z_attack_identity_lotl_medium_6fd3c04608.jsonl | Ransomware/attack_simulator_events_identity_lotl_medium_seed2_attack_collection_20260528T202958Z_attack_identity_lotl_medium_6fd3c04608.jsonl | 230,677 | 76f49eb01c8299469f079fc7194b810d9cebe5f06556272bd254d6e82ea72fe7 |
raw/Ransomware/attack_simulator_events_identity_lotl_medium_seed3_attack_collection_20260528T202958Z_attack_identity_lotl_medium_6af62feff1.jsonl | Ransomware/attack_simulator_events_identity_lotl_medium_seed3_attack_collection_20260528T202958Z_attack_identity_lotl_medium_6af62feff1.jsonl | 230,471 | dc0de46780e18e9b252d9703847903bd55c5a51a72e5a796a2254ae44414db80 |
raw/Ransomware/attack_simulator_events_multi_extortion_quad_pressure_high_seed1_attack_collection_20260528T202958Z_attack_multi_extortion_high_d6eac14250.jsonl | Ransomware/attack_simulator_events_multi_extortion_quad_pressure_high_seed1_attack_collection_20260528T202958Z_attack_multi_extortion_high_d6eac14250.jsonl | 289,988 | 57090a0d7d62fff2b4544787635f182e5722cba795a768a9951847bcbaf17cd2 |
raw/Ransomware/attack_simulator_events_multi_extortion_quad_pressure_high_seed2_attack_collection_20260528T202958Z_attack_multi_extortion_high_131e22b598.jsonl | Ransomware/attack_simulator_events_multi_extortion_quad_pressure_high_seed2_attack_collection_20260528T202958Z_attack_multi_extortion_high_131e22b598.jsonl | 290,587 | adb5d329601163309cd0738f439668b4f7a97259796ad269eb02a03e1eacfd3f |
raw/Ransomware/attack_simulator_events_multi_extortion_quad_pressure_high_seed3_attack_collection_20260528T202958Z_attack_multi_extortion_high_0adfa59005.jsonl | Ransomware/attack_simulator_events_multi_extortion_quad_pressure_high_seed3_attack_collection_20260528T202958Z_attack_multi_extortion_high_0adfa59005.jsonl | 289,646 | 8a0561fc53487ec04ab78009bfff81de3ed2d283adf7e27fb97f9c917e48fee9 |
raw/Ransomware/attack_simulator_events_multi_extortion_quad_pressure_low_seed1_attack_collection_20260528T202843Z_attack_multi_extortion_low_f97e6b211a.jsonl | Ransomware/attack_simulator_events_multi_extortion_quad_pressure_low_seed1_attack_collection_20260528T202843Z_attack_multi_extortion_low_f97e6b211a.jsonl | 289,739 | 76e1da2b95b9495d64c7e9d43ab357eb778ab670f968637ced1643774ea8f4bb |
raw/Ransomware/attack_simulator_events_multi_extortion_quad_pressure_low_seed1_attack_collection_20260528T202958Z_attack_multi_extortion_low_8a85095c19.jsonl | Ransomware/attack_simulator_events_multi_extortion_quad_pressure_low_seed1_attack_collection_20260528T202958Z_attack_multi_extortion_low_8a85095c19.jsonl | 289,907 | 83ebfcd6a7de8c073145da79f2c71a97e933fa0e8a65dc141575c34e11f31f7e |
raw/Ransomware/attack_simulator_events_multi_extortion_quad_pressure_low_seed2_attack_collection_20260528T202958Z_attack_multi_extortion_low_656439e317.jsonl | Ransomware/attack_simulator_events_multi_extortion_quad_pressure_low_seed2_attack_collection_20260528T202958Z_attack_multi_extortion_low_656439e317.jsonl | 290,478 | 15d842bb1295fe18d7647d0d6e1a4125970043a06b74966e24f2f1490dae1939 |
raw/Ransomware/attack_simulator_events_multi_extortion_quad_pressure_low_seed3_attack_collection_20260528T202958Z_attack_multi_extortion_low_083386300a.jsonl | Ransomware/attack_simulator_events_multi_extortion_quad_pressure_low_seed3_attack_collection_20260528T202958Z_attack_multi_extortion_low_083386300a.jsonl | 289,572 | 90b3a1c40cb75d1008e9795d1c1aaa81e3945330985989a04258894765a3562a |
End of preview.
YAML Metadata Warning:The task_categories "anomaly-detection" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other
MAG-ED IoT Raw Data
This dataset package contains directly collected IoT/MQTT raw capture artifacts from the MAG-ED LFSES study.
Included directories:
raw/Normal: normal IoT/MQTT capture artifacts.raw/Ransomware: safe ransomware-like MQTT emulation capture artifacts and simulator telemetry.metadata/file_manifest.csv: file-level manifest with size and SHA-256 checksums.metadata/dataset_manifest.json: staging manifest.
Excluded data:
- X-IIoTID and derived X-IIoTID artifacts are intentionally not included.
- Processed feature matrices, experiment outputs, and paper figures are not included in this raw-data package.
Safety note:
The ransomware-like traffic was generated by a safe MQTT telemetry emulator. It does not implement real encryption, file destruction, privilege escalation, malicious persistence, or exfiltration.
Privacy note:
Raw packet captures may contain local lab IP addresses, MAC addresses, MQTT topics, and payload bytes. Review the staged files before publishing if the repository is public.
Package Summary
- Generated at:
2026-06-09T06:54:17.202470+00:00 - Files:
542 - Total bytes:
386919518 - Source root:
E:\IoT\data\raw
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