Description
Baghdad VANET BSM-BasedAttack Dataset (F2MD Scenarios) โ Raw CSVs (File-level by Attack ID)๐๐ ฝ๐ ธ๐ ๐ ด๐๐๐ ธ๐๐ย ย ย ๐ พ๐ ตย ย ๐ บ๐๐ ต๐ ฐสส Mแดสแดแดแดแดแด Aสสแดs Sสแดสแดแดา ย & Dส.Fแดสแดแด Gสแดสษชส## OverviewThis package groups the original raw CSV files by attack type at the file level. No content changes were made to the CSVsโfiles are copied as-is into family folders.## Dataset SummaryTotal files: 17Total records (all files): 35830975Attack records (label=1): 2359250Benign records (label=0): 33471725Other/unknown labels: 0## Attack Families- ConstPos โ Frozen constant position- ConstPosOffset โ Constant offset to coordinates- RandomPos โ Random fake positions- RandomPosOffset โ Random offset to the true position- ConstSpeedOffset โ Constant speed bias- RandomSpeed โ Random implausible speeds- EventualStop โ Gradual or sudden stop spoofing- Disruptive โ Protocol fields/values deliberately disruptive- DataReplay โ Replay of past data- StaleMessages โ Old or delayed messages- DoS โ High-rate flooding- DoSRandom โ Randomly fluctuating flooding- DoSDisruptive โ Intermittent aggressive flooding- GridSybil โ Coordinated fake identities (Sybil)- DoSRandomSybil โ Random DoS with Sybil identities- DoSDisruptiveSybil โ Aggressive DoS with Sybil identities- Unknown โ Files not mapped to a specific family## Per-family Totals| Family | Files | Records | Attack (label=1) | Benign (label=0) | Other ||:--|--:|--:|--:|--:|--:|| ConstPos | 1 | 1327217 | 63504 | 1263713 | 0 || ConstPosOffset | 1 | 1305206 | 62749 | 1242457 | 0 || ConstSpeedOffset | 1 | 2150356 | 102707 | 2047649 | 0 || DataReplay | 1 | 922481 | 43916 | 878565 | 0 || Disruptive | 1 | 1063416 | 52038 | 1011378 | 0 || DoS | 1 | 1241649 | 167490 | 1074159 | 0 || DoSDisruptive | 1 | 705817 | 97649 | 608168 | 0 || DoSDisruptiveSybil | 1 | 2113005 | 24365 | 2088640 | 0 || DoSRandom | 1 | 6440583 | 867983 | 5572600 | 0 || DoSRandomSybil | 1 | 2499578 | 30382 | 2469196 | 0 || EventualStop | 1 | 2124546 | 101617 | 2022929 | 0 || GridSybil | 1 | 622012 | 108728 | 513284 | 0 || RandomPos | 1 | 1087145 | 53253 | 1033892 | 0 || RandomPosOffset | 1 | 3258131 | 158686 | 3099445 | 0 || RandomSpeed | 1 | 3676823 | 176305 | 3500518 | 0 || StaleMessages | 1 | 770026 | 36645 | 733381 | 0 || Unknown | 1 | 4522984 | 211233 | 4311751 | 0 |## Per-file Details| Family | File | Records | Attack (1) | Benign (0) | Other | Label column present ||:--|:--|--:|--:|--:|--:|:--:|| ConstPos | 1.csv | 1327217 | 63504 | 1263713 | 0 | yes || ConstPosOffset | 2.csv | 1305206 | 62749 | 1242457 | 0 | yes || ConstSpeedOffset | 6.csv | 2150356 | 102707 | 2047649 | 0 | yes || DataReplay | 11.csv | 922481 | 43916 | 878565 | 0 | yes || Disruptive | 10.csv | 1063416 | 52038 | 1011378 | 0 | yes || DoS | 13.csv | 1241649 | 167490 | 1074159 | 0 | yes || DoSDisruptive | 15.csv | 705817 | 97649 | 608168 | 0 | yes || DoSDisruptiveSybil | 19.csv | 2113005 | 24365 | 2088640 | 0 | yes || DoSRandom | 14.csv | 6440583 | 867983 | 5572600 | 0 | yes || DoSRandomSybil | 18.csv | 2499578 | 30382 | 2469196 | 0 | yes || EventualStop | 9.csv | 2124546 | 101617 | 2022929 | 0 | yes || GridSybil | 16.csv | 622012 | 108728 | 513284 | 0 | yes || RandomPos | 3.csv | 1087145 | 53253 | 1033892 | 0 | yes || RandomPosOffset | 4.csv | 3258131 | 158686 | 3099445 | 0 | yes || RandomSpeed | 7.csv | 3676823 | 176305 | 3500518 | 0 | yes || StaleMessages | 12.csv | 770026 | 36645 | 733381 | 0 | yes || Unknown | 5.csv | 4522984 | 211233 | 4311751 | 0 | yes |## How to Load (Python)Use pandas to read any CSV under data//Example: data/Disruptive/10.csv
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Publication Details
Subfield
Artificial Intelligence
Field
Computer Science
Domain
Physical Sciences
Confidence Score
42%
Source
Open Alex