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The dataset generation failed
Error code: DatasetGenerationError
Exception: ArrowInvalid
Message: Failed to parse string: 'overlay::run_01_low_01::constant_position::30::000000003793' as a scalar of type double
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2312, in cast_table_to_schema
cast_array_to_feature(
~~~~~~~~~~~~~~~~~~~~~^
table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
feature,
^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
~~~~^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2152, in cast_array_to_feature
return array_cast(
array,
...<2 lines>...
allow_decimal_to_str=allow_decimal_to_str,
)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
return func(array, *args, **kwargs)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2015, in array_cast
return array.cast(pa_type)
~~~~~~~~~~^^^^^^^^^
File "pyarrow/array.pxi", line 1161, in pyarrow.lib.Array.cast
return _pc().cast(self, target_type, safe=safe,
File "/usr/local/lib/python3.14/site-packages/pyarrow/compute.py", line 414, in cast
return call_function("cast", [arr], options, memory_pool)
File "pyarrow/_compute.pyx", line 604, in pyarrow._compute.call_function
File "pyarrow/_compute.pyx", line 399, in pyarrow._compute.Function.call
result = GetResultValue(
File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
return check_status(status)
File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
raise convert_status(status)
pyarrow.lib.ArrowInvalid: Failed to parse string: 'overlay::run_01_low_01::constant_position::30::000000003793' as a scalar of type double
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
dataset_name string | record_id string | source_type string | source_file string | base_run_id string | density int64 | attack_ratio int64 | message_id string | base_message_id string | overlay_message_id null | original_message_id null | attack_dataset_id null | time int64 | claimed_time int64 | physical_sender_id string | claimed_sender_id string | sequence_number int64 | true_x int64 | true_y int64 | true_speed int64 | true_acceleration int64 | true_heading int64 | true_lane int64 | claimed_x int64 | claimed_y int64 | claimed_speed int64 | claimed_acceleration int64 | claimed_heading int64 | claimed_lane int64 | malicious_delay_ms int64 | sybil_group_id null | event_type int64 | false_object_id null | object_type int64 | object_x null | object_y null | attack_start_time int64 | attack_notes null | is_attacker int64 | is_synthetic_message int64 | attack_type string | attack_label int64 | message_label int64 | binary_label int64 | multiclass_label int64 | text_input string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
VANET-IDS26 | run_01_low_01::benign::000000000000 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00000::0000000000 | base::run_01_low_01::veh_00000::0000000000 | null | null | null | 0 | 0 | veh_00000 | veh_00000 | 0 | 25,000 | 0 | 700 | 20 | 9,000 | 0 | 25,000 | 0 | 700 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00000 seq 0 x_cm 25000 y_cm 0 speed_cms 700 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000001 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00001::0000000000 | base::run_01_low_01::veh_00001::0000000000 | null | null | null | 0 | 0 | veh_00001 | veh_00001 | 0 | 0 | 25,350 | 795 | 20 | 0 | 1 | 0 | 25,350 | 795 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00001 seq 0 x_cm 0 y_cm 25350 speed_cms 795 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000002 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00002::0000000000 | base::run_01_low_01::veh_00002::0000000000 | null | null | null | 0 | 0 | veh_00002 | veh_00002 | 0 | 50,000 | 0 | 890 | 20 | 9,000 | 0 | 50,000 | 0 | 890 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00002 seq 0 x_cm 50000 y_cm 0 speed_cms 890 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000004 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00004::0000000000 | base::run_01_low_01::veh_00004::0000000000 | null | null | null | 0 | 0 | veh_00004 | veh_00004 | 0 | 75,000 | 0 | 1,080 | 20 | 27,000 | 0 | 75,000 | 0 | 1,080 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00004 seq 0 x_cm 75000 y_cm 0 speed_cms 1080 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000005 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00005::0000000000 | base::run_01_low_01::veh_00005::0000000000 | null | null | null | 0 | 0 | veh_00005 | veh_00005 | 0 | 0 | 75,350 | 1,175 | 20 | 18,000 | 1 | 0 | 75,350 | 1,175 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00005 seq 0 x_cm 0 y_cm 75350 speed_cms 1175 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000006 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00006::0000000000 | base::run_01_low_01::veh_00006::0000000000 | null | null | null | 0 | 0 | veh_00006 | veh_00006 | 0 | 100,000 | 0 | 1,270 | 20 | 9,000 | 0 | 100,000 | 0 | 1,270 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00006 seq 0 x_cm 100000 y_cm 0 speed_cms 1270 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000008 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00008::0000000000 | base::run_01_low_01::veh_00008::0000000000 | null | null | null | 0 | 0 | veh_00008 | veh_00008 | 0 | 125,000 | 0 | 1,460 | 20 | 9,000 | 0 | 125,000 | 0 | 1,460 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00008 seq 0 x_cm 125000 y_cm 0 speed_cms 1460 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000009 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00009::0000000000 | base::run_01_low_01::veh_00009::0000000000 | null | null | null | 0 | 0 | veh_00009 | veh_00009 | 0 | 0 | 125,350 | 1,555 | 20 | 18,000 | 1 | 0 | 125,350 | 1,555 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00009 seq 0 x_cm 0 y_cm 125350 speed_cms 1555 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000010 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00010::0000000000 | base::run_01_low_01::veh_00010::0000000000 | null | null | null | 0 | 0 | veh_00010 | veh_00010 | 0 | 150,000 | 0 | 1,650 | 20 | 27,000 | 0 | 150,000 | 0 | 1,650 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00010 seq 0 x_cm 150000 y_cm 0 speed_cms 1650 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000011 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00011::0000000000 | base::run_01_low_01::veh_00011::0000000000 | null | null | null | 0 | 0 | veh_00011 | veh_00011 | 0 | 0 | 150,350 | 1,745 | 20 | 18,000 | 1 | 0 | 150,350 | 1,745 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00011 seq 0 x_cm 0 y_cm 150350 speed_cms 1745 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000014 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00014::0000000000 | base::run_01_low_01::veh_00014::0000000000 | null | null | null | 0 | 0 | veh_00014 | veh_00014 | 0 | 200,000 | 0 | 2,030 | 20 | 9,000 | 0 | 200,000 | 0 | 2,030 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00014 seq 0 x_cm 200000 y_cm 0 speed_cms 2030 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000015 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00015::0000000000 | base::run_01_low_01::veh_00015::0000000000 | null | null | null | 0 | 0 | veh_00015 | veh_00015 | 0 | 0 | 200,350 | 2,125 | 20 | 18,000 | 1 | 0 | 200,350 | 2,125 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00015 seq 0 x_cm 0 y_cm 200350 speed_cms 2125 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000016 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00016::0000000000 | base::run_01_low_01::veh_00016::0000000000 | null | null | null | 0 | 0 | veh_00016 | veh_00016 | 0 | 225,000 | 0 | 2,220 | 20 | 27,000 | 0 | 225,000 | 0 | 2,220 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00016 seq 0 x_cm 225000 y_cm 0 speed_cms 2220 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000017 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00017::0000000000 | base::run_01_low_01::veh_00017::0000000000 | null | null | null | 0 | 0 | veh_00017 | veh_00017 | 0 | 0 | 225,350 | 2,315 | 20 | 18,000 | 1 | 0 | 225,350 | 2,315 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00017 seq 0 x_cm 0 y_cm 225350 speed_cms 2315 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000018 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00018::0000000000 | base::run_01_low_01::veh_00018::0000000000 | null | null | null | 0 | 0 | veh_00018 | veh_00018 | 0 | 0 | 0 | 2,410 | 20 | 9,000 | 0 | 0 | 0 | 2,410 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00018 seq 0 x_cm 0 y_cm 0 speed_cms 2410 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000019 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00019::0000000000 | base::run_01_low_01::veh_00019::0000000000 | null | null | null | 0 | 0 | veh_00019 | veh_00019 | 0 | 0 | 350 | 2,505 | 20 | 0 | 1 | 0 | 350 | 2,505 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00019 seq 0 x_cm 0 y_cm 350 speed_cms 2505 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000020 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00020::0000000000 | base::run_01_low_01::veh_00020::0000000000 | null | null | null | 0 | 0 | veh_00020 | veh_00020 | 0 | 25,000 | 0 | 2,600 | 20 | 9,000 | 0 | 25,000 | 0 | 2,600 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00020 seq 0 x_cm 25000 y_cm 0 speed_cms 2600 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000021 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00021::0000000000 | base::run_01_low_01::veh_00021::0000000000 | null | null | null | 0 | 0 | veh_00021 | veh_00021 | 0 | 0 | 25,350 | 2,695 | 20 | 18,000 | 1 | 0 | 25,350 | 2,695 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00021 seq 0 x_cm 0 y_cm 25350 speed_cms 2695 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000022 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00022::0000000000 | base::run_01_low_01::veh_00022::0000000000 | null | null | null | 0 | 0 | veh_00022 | veh_00022 | 0 | 50,000 | 0 | 2,790 | 20 | 27,000 | 0 | 50,000 | 0 | 2,790 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00022 seq 0 x_cm 50000 y_cm 0 speed_cms 2790 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000023 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00023::0000000000 | base::run_01_low_01::veh_00023::0000000000 | null | null | null | 0 | 0 | veh_00023 | veh_00023 | 0 | 0 | 50,350 | 2,885 | 20 | 18,000 | 1 | 0 | 50,350 | 2,885 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00023 seq 0 x_cm 0 y_cm 50350 speed_cms 2885 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000025 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00025::0000000000 | base::run_01_low_01::veh_00025::0000000000 | null | null | null | 0 | 0 | veh_00025 | veh_00025 | 0 | 0 | 75,350 | 700 | 20 | 0 | 1 | 0 | 75,350 | 700 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00025 seq 0 x_cm 0 y_cm 75350 speed_cms 700 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000026 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00026::0000000000 | base::run_01_low_01::veh_00026::0000000000 | null | null | null | 0 | 0 | veh_00026 | veh_00026 | 0 | 100,000 | 0 | 795 | 20 | 9,000 | 0 | 100,000 | 0 | 795 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00026 seq 0 x_cm 100000 y_cm 0 speed_cms 795 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000027 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00027::0000000000 | base::run_01_low_01::veh_00027::0000000000 | null | null | null | 0 | 0 | veh_00027 | veh_00027 | 0 | 0 | 100,350 | 890 | 20 | 18,000 | 1 | 0 | 100,350 | 890 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00027 seq 0 x_cm 0 y_cm 100350 speed_cms 890 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000029 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00029::0000000000 | base::run_01_low_01::veh_00029::0000000000 | null | null | null | 0 | 0 | veh_00029 | veh_00029 | 0 | 0 | 125,350 | 1,080 | 20 | 18,000 | 1 | 0 | 125,350 | 1,080 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00029 seq 0 x_cm 0 y_cm 125350 speed_cms 1080 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000033 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00033::0000000000 | base::run_01_low_01::veh_00033::0000000000 | null | null | null | 0 | 0 | veh_00033 | veh_00033 | 0 | 0 | 175,350 | 1,460 | 20 | 18,000 | 1 | 0 | 175,350 | 1,460 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00033 seq 0 x_cm 0 y_cm 175350 speed_cms 1460 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000034 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00034::0000000000 | base::run_01_low_01::veh_00034::0000000000 | null | null | null | 0 | 0 | veh_00034 | veh_00034 | 0 | 200,000 | 0 | 1,555 | 20 | 27,000 | 0 | 200,000 | 0 | 1,555 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00034 seq 0 x_cm 200000 y_cm 0 speed_cms 1555 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000035 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00035::0000000000 | base::run_01_low_01::veh_00035::0000000000 | null | null | null | 0 | 0 | veh_00035 | veh_00035 | 0 | 0 | 200,350 | 1,650 | 20 | 18,000 | 1 | 0 | 200,350 | 1,650 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00035 seq 0 x_cm 0 y_cm 200350 speed_cms 1650 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000037 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00037::0000000000 | base::run_01_low_01::veh_00037::0000000000 | null | null | null | 0 | 0 | veh_00037 | veh_00037 | 0 | 0 | 225,350 | 1,840 | 20 | 0 | 1 | 0 | 225,350 | 1,840 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00037 seq 0 x_cm 0 y_cm 225350 speed_cms 1840 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000038 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00038::0000000000 | base::run_01_low_01::veh_00038::0000000000 | null | null | null | 0 | 0 | veh_00038 | veh_00038 | 0 | 0 | 0 | 1,935 | 20 | 9,000 | 0 | 0 | 0 | 1,935 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00038 seq 0 x_cm 0 y_cm 0 speed_cms 1935 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000039 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00039::0000000000 | base::run_01_low_01::veh_00039::0000000000 | null | null | null | 0 | 0 | veh_00039 | veh_00039 | 0 | 0 | 350 | 2,030 | 20 | 18,000 | 1 | 0 | 350 | 2,030 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00039 seq 0 x_cm 0 y_cm 350 speed_cms 2030 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000040 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00040::0000000000 | base::run_01_low_01::veh_00040::0000000000 | null | null | null | 0 | 0 | veh_00040 | veh_00040 | 0 | 25,000 | 0 | 2,125 | 20 | 27,000 | 0 | 25,000 | 0 | 2,125 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00040 seq 0 x_cm 25000 y_cm 0 speed_cms 2125 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000042 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00042::0000000000 | base::run_01_low_01::veh_00042::0000000000 | null | null | null | 0 | 0 | veh_00042 | veh_00042 | 0 | 50,000 | 0 | 2,315 | 20 | 9,000 | 0 | 50,000 | 0 | 2,315 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00042 seq 0 x_cm 50000 y_cm 0 speed_cms 2315 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000043 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00043::0000000000 | base::run_01_low_01::veh_00043::0000000000 | null | null | null | 0 | 0 | veh_00043 | veh_00043 | 0 | 0 | 50,350 | 2,410 | 20 | 0 | 1 | 0 | 50,350 | 2,410 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00043 seq 0 x_cm 0 y_cm 50350 speed_cms 2410 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000044 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00044::0000000000 | base::run_01_low_01::veh_00044::0000000000 | null | null | null | 0 | 0 | veh_00044 | veh_00044 | 0 | 75,000 | 0 | 2,505 | 20 | 9,000 | 0 | 75,000 | 0 | 2,505 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00044 seq 0 x_cm 75000 y_cm 0 speed_cms 2505 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000045 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00045::0000000000 | base::run_01_low_01::veh_00045::0000000000 | null | null | null | 0 | 0 | veh_00045 | veh_00045 | 0 | 0 | 75,350 | 2,600 | 20 | 18,000 | 1 | 0 | 75,350 | 2,600 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00045 seq 0 x_cm 0 y_cm 75350 speed_cms 2600 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000046 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00046::0000000000 | base::run_01_low_01::veh_00046::0000000000 | null | null | null | 0 | 0 | veh_00046 | veh_00046 | 0 | 100,000 | 0 | 2,695 | 20 | 27,000 | 0 | 100,000 | 0 | 2,695 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00046 seq 0 x_cm 100000 y_cm 0 speed_cms 2695 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000047 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00047::0000000000 | base::run_01_low_01::veh_00047::0000000000 | null | null | null | 0 | 0 | veh_00047 | veh_00047 | 0 | 0 | 100,350 | 2,790 | 20 | 18,000 | 1 | 0 | 100,350 | 2,790 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00047 seq 0 x_cm 0 y_cm 100350 speed_cms 2790 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000049 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00049::0000000000 | base::run_01_low_01::veh_00049::0000000000 | null | null | null | 0 | 0 | veh_00049 | veh_00049 | 0 | 0 | 125,350 | 2,980 | 20 | 0 | 1 | 0 | 125,350 | 2,980 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00049 seq 0 x_cm 0 y_cm 125350 speed_cms 2980 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000050 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00050::0000000000 | base::run_01_low_01::veh_00050::0000000000 | null | null | null | 0 | 0 | veh_00050 | veh_00050 | 0 | 150,000 | 0 | 700 | 20 | 9,000 | 0 | 150,000 | 0 | 700 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00050 seq 0 x_cm 150000 y_cm 0 speed_cms 700 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000051 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00051::0000000000 | base::run_01_low_01::veh_00051::0000000000 | null | null | null | 0 | 0 | veh_00051 | veh_00051 | 0 | 0 | 150,350 | 795 | 20 | 18,000 | 1 | 0 | 150,350 | 795 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00051 seq 0 x_cm 0 y_cm 150350 speed_cms 795 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000052 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00052::0000000000 | base::run_01_low_01::veh_00052::0000000000 | null | null | null | 0 | 0 | veh_00052 | veh_00052 | 0 | 175,000 | 0 | 890 | 20 | 27,000 | 0 | 175,000 | 0 | 890 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00052 seq 0 x_cm 175000 y_cm 0 speed_cms 890 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000053 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00053::0000000000 | base::run_01_low_01::veh_00053::0000000000 | null | null | null | 0 | 0 | veh_00053 | veh_00053 | 0 | 0 | 175,350 | 985 | 20 | 18,000 | 1 | 0 | 175,350 | 985 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00053 seq 0 x_cm 0 y_cm 175350 speed_cms 985 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000055 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00055::0000000000 | base::run_01_low_01::veh_00055::0000000000 | null | null | null | 0 | 0 | veh_00055 | veh_00055 | 0 | 0 | 200,350 | 1,175 | 20 | 0 | 1 | 0 | 200,350 | 1,175 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00055 seq 0 x_cm 0 y_cm 200350 speed_cms 1175 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000057 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00057::0000000000 | base::run_01_low_01::veh_00057::0000000000 | null | null | null | 0 | 0 | veh_00057 | veh_00057 | 0 | 0 | 225,350 | 1,365 | 20 | 18,000 | 1 | 0 | 225,350 | 1,365 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00057 seq 0 x_cm 0 y_cm 225350 speed_cms 1365 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000058 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00058::0000000000 | base::run_01_low_01::veh_00058::0000000000 | null | null | null | 0 | 0 | veh_00058 | veh_00058 | 0 | 0 | 0 | 1,460 | 20 | 27,000 | 0 | 0 | 0 | 1,460 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00058 seq 0 x_cm 0 y_cm 0 speed_cms 1460 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000059 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00059::0000000000 | base::run_01_low_01::veh_00059::0000000000 | null | null | null | 0 | 0 | veh_00059 | veh_00059 | 0 | 0 | 350 | 1,555 | 20 | 18,000 | 1 | 0 | 350 | 1,555 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00059 seq 0 x_cm 0 y_cm 350 speed_cms 1555 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000060 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00060::0000000000 | base::run_01_low_01::veh_00060::0000000000 | null | null | null | 0 | 0 | veh_00060 | veh_00060 | 0 | 25,000 | 0 | 1,650 | 20 | 9,000 | 0 | 25,000 | 0 | 1,650 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00060 seq 0 x_cm 25000 y_cm 0 speed_cms 1650 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000061 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00061::0000000000 | base::run_01_low_01::veh_00061::0000000000 | null | null | null | 0 | 0 | veh_00061 | veh_00061 | 0 | 0 | 25,350 | 1,745 | 20 | 0 | 1 | 0 | 25,350 | 1,745 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00061 seq 0 x_cm 0 y_cm 25350 speed_cms 1745 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000063 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00063::0000000000 | base::run_01_low_01::veh_00063::0000000000 | null | null | null | 0 | 0 | veh_00063 | veh_00063 | 0 | 0 | 50,350 | 1,935 | 20 | 18,000 | 1 | 0 | 50,350 | 1,935 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00063 seq 0 x_cm 0 y_cm 50350 speed_cms 1935 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000064 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00064::0000000000 | base::run_01_low_01::veh_00064::0000000000 | null | null | null | 0 | 0 | veh_00064 | veh_00064 | 0 | 75,000 | 0 | 2,030 | 20 | 27,000 | 0 | 75,000 | 0 | 2,030 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00064 seq 0 x_cm 75000 y_cm 0 speed_cms 2030 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000066 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00066::0000000000 | base::run_01_low_01::veh_00066::0000000000 | null | null | null | 0 | 0 | veh_00066 | veh_00066 | 0 | 100,000 | 0 | 2,220 | 20 | 9,000 | 0 | 100,000 | 0 | 2,220 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00066 seq 0 x_cm 100000 y_cm 0 speed_cms 2220 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000068 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00068::0000000000 | base::run_01_low_01::veh_00068::0000000000 | null | null | null | 0 | 0 | veh_00068 | veh_00068 | 0 | 125,000 | 0 | 2,410 | 20 | 9,000 | 0 | 125,000 | 0 | 2,410 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00068 seq 0 x_cm 125000 y_cm 0 speed_cms 2410 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000069 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00069::0000000000 | base::run_01_low_01::veh_00069::0000000000 | null | null | null | 0 | 0 | veh_00069 | veh_00069 | 0 | 0 | 125,350 | 2,505 | 20 | 18,000 | 1 | 0 | 125,350 | 2,505 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00069 seq 0 x_cm 0 y_cm 125350 speed_cms 2505 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000070 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00070::0000000000 | base::run_01_low_01::veh_00070::0000000000 | null | null | null | 0 | 0 | veh_00070 | veh_00070 | 0 | 150,000 | 0 | 2,600 | 20 | 27,000 | 0 | 150,000 | 0 | 2,600 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00070 seq 0 x_cm 150000 y_cm 0 speed_cms 2600 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000071 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00071::0000000000 | base::run_01_low_01::veh_00071::0000000000 | null | null | null | 0 | 0 | veh_00071 | veh_00071 | 0 | 0 | 150,350 | 2,695 | 20 | 18,000 | 1 | 0 | 150,350 | 2,695 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00071 seq 0 x_cm 0 y_cm 150350 speed_cms 2695 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000072 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00072::0000000000 | base::run_01_low_01::veh_00072::0000000000 | null | null | null | 0 | 0 | veh_00072 | veh_00072 | 0 | 175,000 | 0 | 2,790 | 20 | 9,000 | 0 | 175,000 | 0 | 2,790 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00072 seq 0 x_cm 175000 y_cm 0 speed_cms 2790 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000073 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00073::0000000000 | base::run_01_low_01::veh_00073::0000000000 | null | null | null | 0 | 0 | veh_00073 | veh_00073 | 0 | 0 | 175,350 | 2,885 | 20 | 0 | 1 | 0 | 175,350 | 2,885 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00073 seq 0 x_cm 0 y_cm 175350 speed_cms 2885 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000074 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00074::0000000000 | base::run_01_low_01::veh_00074::0000000000 | null | null | null | 0 | 0 | veh_00074 | veh_00074 | 0 | 200,000 | 0 | 2,980 | 20 | 9,000 | 0 | 200,000 | 0 | 2,980 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00074 seq 0 x_cm 200000 y_cm 0 speed_cms 2980 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000075 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00075::0000000000 | base::run_01_low_01::veh_00075::0000000000 | null | null | null | 0 | 0 | veh_00075 | veh_00075 | 0 | 0 | 200,350 | 700 | 20 | 18,000 | 1 | 0 | 200,350 | 700 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00075 seq 0 x_cm 0 y_cm 200350 speed_cms 700 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000076 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00076::0000000000 | base::run_01_low_01::veh_00076::0000000000 | null | null | null | 0 | 0 | veh_00076 | veh_00076 | 0 | 225,000 | 0 | 795 | 20 | 27,000 | 0 | 225,000 | 0 | 795 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00076 seq 0 x_cm 225000 y_cm 0 speed_cms 795 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000077 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00077::0000000000 | base::run_01_low_01::veh_00077::0000000000 | null | null | null | 0 | 0 | veh_00077 | veh_00077 | 0 | 0 | 225,350 | 890 | 20 | 18,000 | 1 | 0 | 225,350 | 890 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00077 seq 0 x_cm 0 y_cm 225350 speed_cms 890 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000078 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00078::0000000000 | base::run_01_low_01::veh_00078::0000000000 | null | null | null | 0 | 0 | veh_00078 | veh_00078 | 0 | 0 | 0 | 985 | 20 | 9,000 | 0 | 0 | 0 | 985 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00078 seq 0 x_cm 0 y_cm 0 speed_cms 985 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000079 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00079::0000000000 | base::run_01_low_01::veh_00079::0000000000 | null | null | null | 0 | 0 | veh_00079 | veh_00079 | 0 | 0 | 350 | 1,080 | 20 | 0 | 1 | 0 | 350 | 1,080 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00079 seq 0 x_cm 0 y_cm 350 speed_cms 1080 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000081 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00081::0000000000 | base::run_01_low_01::veh_00081::0000000000 | null | null | null | 0 | 0 | veh_00081 | veh_00081 | 0 | 0 | 25,350 | 1,270 | 20 | 18,000 | 1 | 0 | 25,350 | 1,270 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00081 seq 0 x_cm 0 y_cm 25350 speed_cms 1270 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000083 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00083::0000000000 | base::run_01_low_01::veh_00083::0000000000 | null | null | null | 0 | 0 | veh_00083 | veh_00083 | 0 | 0 | 50,350 | 1,460 | 20 | 18,000 | 1 | 0 | 50,350 | 1,460 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00083 seq 0 x_cm 0 y_cm 50350 speed_cms 1460 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000085 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00085::0000000000 | base::run_01_low_01::veh_00085::0000000000 | null | null | null | 0 | 0 | veh_00085 | veh_00085 | 0 | 0 | 75,350 | 1,650 | 20 | 0 | 1 | 0 | 75,350 | 1,650 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00085 seq 0 x_cm 0 y_cm 75350 speed_cms 1650 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000086 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00086::0000000000 | base::run_01_low_01::veh_00086::0000000000 | null | null | null | 0 | 0 | veh_00086 | veh_00086 | 0 | 100,000 | 0 | 1,745 | 20 | 9,000 | 0 | 100,000 | 0 | 1,745 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00086 seq 0 x_cm 100000 y_cm 0 speed_cms 1745 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000088 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00088::0000000000 | base::run_01_low_01::veh_00088::0000000000 | null | null | null | 0 | 0 | veh_00088 | veh_00088 | 0 | 125,000 | 0 | 1,935 | 20 | 27,000 | 0 | 125,000 | 0 | 1,935 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00088 seq 0 x_cm 125000 y_cm 0 speed_cms 1935 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000089 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00089::0000000000 | base::run_01_low_01::veh_00089::0000000000 | null | null | null | 0 | 0 | veh_00089 | veh_00089 | 0 | 0 | 125,350 | 2,030 | 20 | 18,000 | 1 | 0 | 125,350 | 2,030 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00089 seq 0 x_cm 0 y_cm 125350 speed_cms 2030 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000090 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00090::0000000000 | base::run_01_low_01::veh_00090::0000000000 | null | null | null | 0 | 0 | veh_00090 | veh_00090 | 0 | 150,000 | 0 | 2,125 | 20 | 9,000 | 0 | 150,000 | 0 | 2,125 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00090 seq 0 x_cm 150000 y_cm 0 speed_cms 2125 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000092 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00092::0000000000 | base::run_01_low_01::veh_00092::0000000000 | null | null | null | 0 | 0 | veh_00092 | veh_00092 | 0 | 175,000 | 0 | 2,315 | 20 | 9,000 | 0 | 175,000 | 0 | 2,315 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00092 seq 0 x_cm 175000 y_cm 0 speed_cms 2315 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000093 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00093::0000000000 | base::run_01_low_01::veh_00093::0000000000 | null | null | null | 0 | 0 | veh_00093 | veh_00093 | 0 | 0 | 175,350 | 2,410 | 20 | 18,000 | 1 | 0 | 175,350 | 2,410 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00093 seq 0 x_cm 0 y_cm 175350 speed_cms 2410 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000095 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00095::0000000000 | base::run_01_low_01::veh_00095::0000000000 | null | null | null | 0 | 0 | veh_00095 | veh_00095 | 0 | 0 | 200,350 | 2,600 | 20 | 18,000 | 1 | 0 | 200,350 | 2,600 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00095 seq 0 x_cm 0 y_cm 200350 speed_cms 2600 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000096 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00096::0000000000 | base::run_01_low_01::veh_00096::0000000000 | null | null | null | 0 | 0 | veh_00096 | veh_00096 | 0 | 225,000 | 0 | 2,695 | 20 | 9,000 | 0 | 225,000 | 0 | 2,695 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00096 seq 0 x_cm 225000 y_cm 0 speed_cms 2695 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000097 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00097::0000000000 | base::run_01_low_01::veh_00097::0000000000 | null | null | null | 0 | 0 | veh_00097 | veh_00097 | 0 | 0 | 225,350 | 2,790 | 20 | 0 | 1 | 0 | 225,350 | 2,790 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00097 seq 0 x_cm 0 y_cm 225350 speed_cms 2790 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000098 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00098::0000000000 | base::run_01_low_01::veh_00098::0000000000 | null | null | null | 0 | 0 | veh_00098 | veh_00098 | 0 | 0 | 0 | 2,885 | 20 | 9,000 | 0 | 0 | 0 | 2,885 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00098 seq 0 x_cm 0 y_cm 0 speed_cms 2885 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000099 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00099::0000000000 | base::run_01_low_01::veh_00099::0000000000 | null | null | null | 0 | 0 | veh_00099 | veh_00099 | 0 | 0 | 350 | 2,980 | 20 | 18,000 | 1 | 0 | 350 | 2,980 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 0 sender veh_00099 seq 0 x_cm 0 y_cm 350 speed_cms 2980 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000100 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00000::0000000001 | base::run_01_low_01::veh_00000::0000000001 | null | null | null | 10 | 10 | veh_00000 | veh_00000 | 1 | 25,000 | 70 | 700 | 20 | 9,000 | 0 | 25,000 | 70 | 700 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00000 seq 1 x_cm 25000 y_cm 70 speed_cms 700 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000101 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00001::0000000001 | base::run_01_low_01::veh_00001::0000000001 | null | null | null | 10 | 10 | veh_00001 | veh_00001 | 1 | 79 | 25,350 | 795 | 20 | 0 | 1 | 79 | 25,350 | 795 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00001 seq 1 x_cm 79 y_cm 25350 speed_cms 795 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000102 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00002::0000000001 | base::run_01_low_01::veh_00002::0000000001 | null | null | null | 10 | 10 | veh_00002 | veh_00002 | 1 | 50,000 | 89 | 890 | 20 | 9,000 | 0 | 50,000 | 89 | 890 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00002 seq 1 x_cm 50000 y_cm 89 speed_cms 890 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000104 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00004::0000000001 | base::run_01_low_01::veh_00004::0000000001 | null | null | null | 10 | 10 | veh_00004 | veh_00004 | 1 | 75,000 | 108 | 1,080 | 20 | 27,000 | 0 | 75,000 | 108 | 1,080 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00004 seq 1 x_cm 75000 y_cm 108 speed_cms 1080 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000105 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00005::0000000001 | base::run_01_low_01::veh_00005::0000000001 | null | null | null | 10 | 10 | veh_00005 | veh_00005 | 1 | 117 | 75,350 | 1,175 | 20 | 18,000 | 1 | 117 | 75,350 | 1,175 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00005 seq 1 x_cm 117 y_cm 75350 speed_cms 1175 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000106 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00006::0000000001 | base::run_01_low_01::veh_00006::0000000001 | null | null | null | 10 | 10 | veh_00006 | veh_00006 | 1 | 100,000 | 127 | 1,270 | 20 | 9,000 | 0 | 100,000 | 127 | 1,270 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00006 seq 1 x_cm 100000 y_cm 127 speed_cms 1270 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000108 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00008::0000000001 | base::run_01_low_01::veh_00008::0000000001 | null | null | null | 10 | 10 | veh_00008 | veh_00008 | 1 | 125,000 | 146 | 1,460 | 20 | 9,000 | 0 | 125,000 | 146 | 1,460 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00008 seq 1 x_cm 125000 y_cm 146 speed_cms 1460 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000109 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00009::0000000001 | base::run_01_low_01::veh_00009::0000000001 | null | null | null | 10 | 10 | veh_00009 | veh_00009 | 1 | 155 | 125,350 | 1,555 | 20 | 18,000 | 1 | 155 | 125,350 | 1,555 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00009 seq 1 x_cm 155 y_cm 125350 speed_cms 1555 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000110 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00010::0000000001 | base::run_01_low_01::veh_00010::0000000001 | null | null | null | 10 | 10 | veh_00010 | veh_00010 | 1 | 150,000 | 165 | 1,650 | 20 | 27,000 | 0 | 150,000 | 165 | 1,650 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00010 seq 1 x_cm 150000 y_cm 165 speed_cms 1650 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000111 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00011::0000000001 | base::run_01_low_01::veh_00011::0000000001 | null | null | null | 10 | 10 | veh_00011 | veh_00011 | 1 | 174 | 150,350 | 1,745 | 20 | 18,000 | 1 | 174 | 150,350 | 1,745 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00011 seq 1 x_cm 174 y_cm 150350 speed_cms 1745 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000114 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00014::0000000001 | base::run_01_low_01::veh_00014::0000000001 | null | null | null | 10 | 10 | veh_00014 | veh_00014 | 1 | 200,000 | 203 | 2,030 | 20 | 9,000 | 0 | 200,000 | 203 | 2,030 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00014 seq 1 x_cm 200000 y_cm 203 speed_cms 2030 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000115 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00015::0000000001 | base::run_01_low_01::veh_00015::0000000001 | null | null | null | 10 | 10 | veh_00015 | veh_00015 | 1 | 212 | 200,350 | 2,125 | 20 | 18,000 | 1 | 212 | 200,350 | 2,125 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00015 seq 1 x_cm 212 y_cm 200350 speed_cms 2125 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000116 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00016::0000000001 | base::run_01_low_01::veh_00016::0000000001 | null | null | null | 10 | 10 | veh_00016 | veh_00016 | 1 | 225,000 | 222 | 2,220 | 20 | 27,000 | 0 | 225,000 | 222 | 2,220 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00016 seq 1 x_cm 225000 y_cm 222 speed_cms 2220 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000117 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00017::0000000001 | base::run_01_low_01::veh_00017::0000000001 | null | null | null | 10 | 10 | veh_00017 | veh_00017 | 1 | 231 | 225,350 | 2,315 | 20 | 18,000 | 1 | 231 | 225,350 | 2,315 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00017 seq 1 x_cm 231 y_cm 225350 speed_cms 2315 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000118 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00018::0000000001 | base::run_01_low_01::veh_00018::0000000001 | null | null | null | 10 | 10 | veh_00018 | veh_00018 | 1 | 0 | 241 | 2,410 | 20 | 9,000 | 0 | 0 | 241 | 2,410 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00018 seq 1 x_cm 0 y_cm 241 speed_cms 2410 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000119 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00019::0000000001 | base::run_01_low_01::veh_00019::0000000001 | null | null | null | 10 | 10 | veh_00019 | veh_00019 | 1 | 250 | 350 | 2,505 | 20 | 0 | 1 | 250 | 350 | 2,505 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00019 seq 1 x_cm 250 y_cm 350 speed_cms 2505 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000120 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00020::0000000001 | base::run_01_low_01::veh_00020::0000000001 | null | null | null | 10 | 10 | veh_00020 | veh_00020 | 1 | 25,000 | 260 | 2,600 | 20 | 9,000 | 0 | 25,000 | 260 | 2,600 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00020 seq 1 x_cm 25000 y_cm 260 speed_cms 2600 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000121 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00021::0000000001 | base::run_01_low_01::veh_00021::0000000001 | null | null | null | 10 | 10 | veh_00021 | veh_00021 | 1 | 269 | 25,350 | 2,695 | 20 | 18,000 | 1 | 269 | 25,350 | 2,695 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00021 seq 1 x_cm 269 y_cm 25350 speed_cms 2695 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000122 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00022::0000000001 | base::run_01_low_01::veh_00022::0000000001 | null | null | null | 10 | 10 | veh_00022 | veh_00022 | 1 | 50,000 | 279 | 2,790 | 20 | 27,000 | 0 | 50,000 | 279 | 2,790 | 20 | 27,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00022 seq 1 x_cm 50000 y_cm 279 speed_cms 2790 accel_cms2 20 heading_cdeg 27000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000123 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00023::0000000001 | base::run_01_low_01::veh_00023::0000000001 | null | null | null | 10 | 10 | veh_00023 | veh_00023 | 1 | 288 | 50,350 | 2,885 | 20 | 18,000 | 1 | 288 | 50,350 | 2,885 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00023 seq 1 x_cm 288 y_cm 50350 speed_cms 2885 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000125 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00025::0000000001 | base::run_01_low_01::veh_00025::0000000001 | null | null | null | 10 | 10 | veh_00025 | veh_00025 | 1 | 70 | 75,350 | 700 | 20 | 0 | 1 | 70 | 75,350 | 700 | 20 | 0 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00025 seq 1 x_cm 70 y_cm 75350 speed_cms 700 accel_cms2 20 heading_cdeg 0 lane 1 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000126 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00026::0000000001 | base::run_01_low_01::veh_00026::0000000001 | null | null | null | 10 | 10 | veh_00026 | veh_00026 | 1 | 100,000 | 79 | 795 | 20 | 9,000 | 0 | 100,000 | 79 | 795 | 20 | 9,000 | 0 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00026 seq 1 x_cm 100000 y_cm 79 speed_cms 795 accel_cms2 20 heading_cdeg 9000 lane 0 event 0 |
VANET-IDS26 | run_01_low_01::benign::000000000127 | benign_base | simulations/vanet_ids26/benign_messages/run_01_low_01/messages.csv | run_01_low_01 | 0 | 0 | base::run_01_low_01::veh_00027::0000000001 | base::run_01_low_01::veh_00027::0000000001 | null | null | null | 10 | 10 | veh_00027 | veh_00027 | 1 | 89 | 100,350 | 890 | 20 | 18,000 | 1 | 89 | 100,350 | 890 | 20 | 18,000 | 1 | 0 | null | 0 | null | 0 | null | null | 0 | null | 0 | 0 | benign | 0 | 0 | 0 | 0 | run run_01_low_01 density 0 ratio 0 time_cs 10 sender veh_00027 seq 1 x_cm 89 y_cm 100350 speed_cms 890 accel_cms2 20 heading_cdeg 18000 lane 1 event 0 |
End of preview.
VANET-IDS26 Dataset Generation Pipeline
VANET-IDS26 is a simulation-based vehicular ad hoc network intrusion-detection dataset generated entirely from repo-local simulation artifacts. This repository contains the generation pipeline, the generated full CSV release, train / validation / test CSVs, audit manifests, and federated partition manifests.
No external dataset folder, external repository, model training code, Flower runtime, CUDA, GPU, or simulator installation is required to consume the published CSV release.
Published Release
This release contains:
data/raw/vanet_ids26_master.csv 117,288,201 rows
data/vanet_ids26_train.csv 82,332,980 rows
data/vanet_ids26_validation.csv 18,396,096 rows
data/vanet_ids26_test.csv 16,559,125 rows
The release also includes:
data/partitions/generated_dataset_manifest.json
data/partitions/source_identity.json
data/partitions/dataset_audit_summary.json
data/partitions/primary_split_manifest.json
data/partitions/natural_partition_manifest.json
data/partitions/run_client_partition_manifest.json
data/partitions/heterogeneity_report.json
data/partitions/run_client_heterogeneity_report.json
data/partitions/class_weights.json
data/partitions/split_csv_manifest.json
data/partitions/dataset_generation_preflight.json
Source-generation artifacts are stored under:
simulations/vanet_ids26/sumo_fcd/
simulations/vanet_ids26/benign_messages/
simulations/vanet_ids26/attack_overlays/
The generated source inventory is complete for this release:
SUMO-style FCD traces: 20 / 20
benign message files: 20 / 20
attack overlay files: 2,080 / 2,080
source files total: 2,100
Evaluation Protocol
The canonical evaluation path is split-first and training-only for fitted
artifacts. data/partitions/primary_split_manifest.json defines the frozen
vehicle-disjoint train / validation / test assignment before any federated
client construction. The split CSV manifest records exact row counts, byte
sizes, and SHA-256 hashes for the materialized train, validation, and test CSVs.
Federated clients are derived only from training vehicles. Both the natural vehicle-client manifest and the 20 run-client manifest preserve validation and test vehicles as held-out data, so local client holdouts are not used as the canonical test set. Vocabulary, preprocessing statistics, and class weights must be fit on the training split only. Validation is used for checkpoint selection and hyperparameter tuning; the test split is reserved for the final centralized and federated evaluations.
Dataset Design
The generated dataset follows this VANET-IDS26 design:
- 10 x 10 grid road network.
- 250 m road segments.
- Two lanes per road.
- 0.1 s simulation step length.
- Four density settings: low=100, medium=300, high=750, very_high=1500 target vehicles.
- Five independent runs per density, 20 benign simulation runs total.
- 26 attack classes.
- Four attacker ratios: 5%, 10%, 20%, and 30%.
- Attack start time: 120 s.
- 2,080 attack overlays: 20 runs x 26 attacks x 4 ratios.
- 27 multiclass labels: benign label 0 plus attack labels 1-26.
Compact numeric fields are stored as scaled integers: centisecond timestamps, centimeter positions, speed in centimeters per second, acceleration in centimeters per second squared, heading in centidegrees, integer lane IDs, density IDs, event IDs, object IDs, attacker flags, synthetic-message flags, and class labels.
Labels
| ID | Class |
|---|---|
| 0 | benign |
| 1 | constant_position |
| 2 | position_offset |
| 3 | random_position |
| 4 | speed_manipulation |
| 5 | acceleration_manipulation |
| 6 | heading_manipulation |
| 7 | lane_spoofing |
| 8 | impossible_kinematics |
| 9 | eventual_stop |
| 10 | false_brake_event |
| 11 | false_emergency_vehicle |
| 12 | false_hazard_event |
| 13 | replay |
| 14 | delayed_message |
| 15 | timestamp_shift |
| 16 | stale_message_replay |
| 17 | sybil |
| 18 | impersonation |
| 19 | pseudonym_abuse |
| 20 | flooding_ddos |
| 21 | beacon_rate_abuse |
| 22 | gnss_spoofing |
| 23 | map_location_spoofing |
| 24 | ghost_vehicle |
| 25 | false_object_injection |
| 26 | object_position_shift |
The primary prediction target is multiclass_label. The secondary binary target
is binary_label, where 0 is benign and 1 is attack.
Schema
The master and split CSVs share the same 46-column schema:
dataset_name, record_id, source_type, source_file, base_run_id, density,
attack_ratio, message_id, base_message_id, overlay_message_id,
original_message_id, attack_dataset_id, time, claimed_time,
physical_sender_id, claimed_sender_id, sequence_number, true_x, true_y,
true_speed, true_acceleration, true_heading, true_lane, claimed_x, claimed_y,
claimed_speed, claimed_acceleration, claimed_heading, claimed_lane,
malicious_delay_ms, sybil_group_id, event_type, false_object_id, object_type,
object_x, object_y, attack_start_time, attack_notes, is_attacker,
is_synthetic_message, attack_type, attack_label, message_label, binary_label,
multiclass_label, text_input
The text_input field serializes selected VANET message fields for
text-classification experiments. It excludes direct labels to avoid label
leakage.
Repository Layout
configs/data/ Dataset contract and dataset-only configs
data/raw/ Generated master CSV
data/partitions/ Generated audit, split, partition, and weight manifests
docs/ Dataset-generation documentation
logs/ Generation logs for this local release candidate
scripts/ Dataset-generation entrypoints and helpers
simulations/ Repo-local generated simulation source artifacts
src/flbert_v2/data/ Dataset audit, split, source, and sharding library code
Download
Using the Hugging Face CLI:
huggingface-cli download mail2sia/FL-BERT-IDS-2026-flower-v2 \
--repo-type dataset \
--local-dir FL-BERT-IDS-2026-flower-v2
Using Python:
from huggingface_hub import snapshot_download
snapshot_download(
repo_id="mail2sia/FL-BERT-IDS-2026-flower-v2",
repo_type="dataset",
local_dir="FL-BERT-IDS-2026-flower-v2",
)
The CSV files are large. For most experiments, download only the split CSVs or manifests you need rather than the full snapshot.
Regenerate The Dataset
Run the full production build:
cd FL-BERT-IDS-2026-flower-v2
export PYTHONPATH="$PWD/src"
python scripts/reset_dataset_generation_outputs.py --apply
mkdir -p logs
FORCE_GENERATE=1 bash scripts/run_dataset_generation_pipeline.sh \
2>&1 | tee logs/dataset_generation_full.log
The current release was generated with:
MASTER_ROWS=117288201
SIMULATION_ROOT=simulations/vanet_ids26
Smoke Test
Use a tiny build to verify the pipeline without creating the full dataset:
cd FL-BERT-IDS-2026-flower-v2
export PYTHONPATH="$PWD/src"
python scripts/reset_dataset_generation_outputs.py --apply
MASTER_ROWS=2700 FORCE_GENERATE=1 bash scripts/run_dataset_generation_pipeline.sh
For smoke runs, the strict production row-count verifier is skipped intentionally. The dataset-generation preflight still checks required artifacts and class availability.
Clean smoke outputs afterward:
python scripts/reset_dataset_generation_outputs.py --apply
Optional Parquet Shards
To also create Parquet shards after CSV generation:
RUN_SHARDS=1 FORCE_GENERATE=1 bash scripts/run_dataset_generation_pipeline.sh
Shard config:
configs/data/sharding.yaml
Shard output:
data/shards/full_corpus_publication/
Verification
Check source counts:
find simulations/vanet_ids26/sumo_fcd -name 'fcd_trace.csv' | wc -l
find simulations/vanet_ids26/benign_messages -name 'messages.csv' | wc -l
find simulations/vanet_ids26/attack_overlays -name 'overlay.csv' | wc -l
Expected counts:
20
20
2080
Check generated CSVs:
ls -lh \
data/raw/vanet_ids26_master.csv \
data/vanet_ids26_train.csv \
data/vanet_ids26_validation.csv \
data/vanet_ids26_test.csv
Inspect manifest summary:
python - <<'PY'
import json
from pathlib import Path
manifest = json.loads(Path("data/partitions/generated_dataset_manifest.json").read_text())
audit = json.loads(Path("data/partitions/dataset_audit_summary.json").read_text())
split = json.loads(Path("data/partitions/primary_split_manifest.json").read_text())
run_clients = json.loads(Path("data/partitions/run_client_partition_manifest.json").read_text())
print("manifest_rows", manifest["rows"])
print("source_file_count", manifest["source_file_count"])
print("overlay_file_count", manifest["attack_overlay_design"]["overlay_file_count"])
print("audit_rows", audit["row_count"])
print("split_record_counts", split["record_counts"])
print("run_clients", run_clients["client_count"])
PY
Main Scripts
scripts/run_dataset_generation_pipeline.sh Main end-to-end pipeline
scripts/generate_vanet_ids26_dataset.py Simulation traces, benign records, overlays, master CSV
scripts/audit_dataset.py Source identity report
scripts/full_audit_dataset_polars.py Full dataset audit
scripts/create_splits.py Primary train/validation/test split manifest
scripts/create_partitions.py Vehicle-client partition manifest
scripts/create_run_partitions.py 20 simulation-run client manifest
scripts/materialize_split_csvs.py Train/validation/test CSV materialization
scripts/compute_class_weights.py Class-weight manifest
scripts/clean_current_dataset_pipeline.py Dataset-only readiness check
scripts/reset_dataset_generation_outputs.py Clean generated outputs
Citation
If you use VANET-IDS26, cite this repository version and the accompanying
publication metadata in CITATION.cff.
License
Apache License Version 2.0, January 2004.
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