utmobilenet21¶
Below we report all schemas for all datasets. The section expanded suggest the datasets to be used, while highlighted rows suggest which fields are more useful for modeling.
tcbench datasets schema --name utmobilenet21 --type unfiltered
┏━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Field ┃ Dtype ┃ Description ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ row_id │ int │ Unique flow id │
│ src_ip │ str │ Source ip of the flow │
│ src_port │ int │ Source port of the flow │
│ dst_ip │ str │ Destination ip of the flow │
│ dst_port │ int │ Destination port of the flow │
│ ip_proto │ int │ Protocol of the flow (TCP or UDP) │
│ first │ float │ Timestamp of the first packet │
│ last │ float │ Timestamp of the last packet │
│ duration │ float │ Duration of the flow │
│ packets │ int │ Number of packets in the flow │
│ bytes │ int │ Number of bytes in the flow │
│ partition │ str │ From which folder the flow was originally stored │
│ location │ str │ Label originally provided by the dataset (see the related paper for details) │
│ fname │ str │ Original filename where the packets of the flow come from │
│ app │ category │ Final label of the flow, encoded as pandas category │
│ pkts_size │ np.array │ Packet size time series │
│ pkts_dir │ np.array │ Packet diretion time series │
│ timetofirst │ np.array │ Delta between the each packet timestamp the first packet of the flow │
└─────────────┴──────────┴──────────────────────────────────────────────────────────────────────────────┘
tcbench datasets schema --name utmobilenet21 --type filtered
┏━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Field ┃ Dtype ┃ Description ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ row_id │ int │ Unique flow id │
│ src_ip │ str │ Source ip of the flow │
│ src_port │ int │ Source port of the flow │
│ dst_ip │ str │ Destination ip of the flow │
│ dst_port │ int │ Destination port of the flow │
│ ip_proto │ int │ Protocol of the flow (TCP or UDP) │
│ first │ float │ Timestamp of the first packet │
│ last │ float │ Timestamp of the last packet │
│ duration │ float │ Duration of the flow │
│ packets │ int │ Number of packets in the flow │
│ bytes │ int │ Number of bytes in the flow │
│ partition │ str │ From which folder the flow was originally stored │
│ location │ str │ Label originally provided by the dataset (see the related paper for details) │
│ fname │ str │ Original filename where the packets of the flow come from │
│ app │ category │ Final label of the flow, encoded as pandas category │
│ pkts_size │ np.array │ Packet size time series │
│ pkts_dir │ np.array │ Packet diretion time series │
│ timetofirst │ np.array │ Delta between the each packet timestamp the first packet of the flow │
└─────────────┴──────────┴──────────────────────────────────────────────────────────────────────────────┘
tcbench datasets schema --name utmobilenet21 --type splits
┏━━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Field ┃ Dtype ┃ Description ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ train_indexes │ np.array │ row_id of training samples │
│ val_indexes │ np.array │ row_id of validation samples │
│ test_indexes │ np.array │ row_id of test samples │
│ split_index │ int │ Split id │
└───────────────┴──────────┴──────────────────────────────┘