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Release corrected V3 Dataset with fixes

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  1. .gitattributes +79 -0
  2. README.md +85 -0
  3. consent_policy.md +8 -0
  4. metadata/beacon_croissant.jsonld +700 -0
  5. metadata/public_participant_session_manifest.csv +80 -0
  6. metadata/public_release_manifest.csv +603 -0
  7. metadata/sha256_checksums.csv +394 -0
  8. participant_P001/session_S001/captured_packets_P001_S001.pcap +3 -0
  9. participant_P001/session_S001/hardware_info_P001_S001.json +81 -0
  10. participant_P001/session_S001/keyboard_P001_S001.csv +0 -0
  11. participant_P001/session_S001/mouse_P001_S001.csv +3 -0
  12. participant_P001/session_S001/screen_record_P001_S001.mp4 +3 -0
  13. participant_P002/session_S001/captured_packets_P002_S001.pcap +3 -0
  14. participant_P002/session_S001/hardware_info_P002_S001.json +158 -0
  15. participant_P002/session_S001/keyboard_P002_S001.csv +1033 -0
  16. participant_P002/session_S001/mouse_P002_S001.csv +3 -0
  17. participant_P002/session_S001/screen_record_P002_S001.mp4 +3 -0
  18. participant_P002/session_S001/screen_record_P002_S001_part02.mp4 +3 -0
  19. participant_P002/session_S002/captured_packets_P002_S002.pcap +3 -0
  20. participant_P002/session_S002/hardware_info_P002_S002.json +81 -0
  21. participant_P002/session_S002/keyboard_P002_S002.csv +0 -0
  22. participant_P002/session_S002/mouse_P002_S002.csv +3 -0
  23. participant_P002/session_S002/screen_record_P002_S002.mp4 +3 -0
  24. participant_P003/session_S001/captured_packets_P003_S001.pcap +3 -0
  25. participant_P003/session_S001/hardware_info_P003_S001.json +93 -0
  26. participant_P003/session_S001/keyboard_P003_S001.csv +286 -0
  27. participant_P003/session_S001/mouse_P003_S001.csv +3 -0
  28. participant_P003/session_S001/screen_record_P003_S001.mp4 +3 -0
  29. participant_P003/session_S002/captured_packets_P003_S002.pcap +3 -0
  30. participant_P003/session_S002/hardware_info_P003_S002.json +109 -0
  31. participant_P003/session_S002/keyboard_P003_S002.csv +0 -0
  32. participant_P003/session_S002/mouse_P003_S002.csv +3 -0
  33. participant_P003/session_S002/screen_record_P003_S002.mp4 +3 -0
  34. participant_P003/session_S003/captured_packets_P003_S003.pcap +3 -0
  35. participant_P003/session_S003/hardware_info_P003_S003.json +109 -0
  36. participant_P003/session_S003/keyboard_P003_S003.csv +0 -0
  37. participant_P003/session_S003/mouse_P003_S003.csv +3 -0
  38. participant_P003/session_S003/screen_record_P003_S003.mp4 +3 -0
  39. participant_P003/session_S004/captured_packets_P003_S004.pcap +3 -0
  40. participant_P003/session_S004/hardware_info_P003_S004.json +93 -0
  41. participant_P003/session_S004/keyboard_P003_S004.csv +0 -0
  42. participant_P003/session_S004/mouse_P003_S004.csv +3 -0
  43. participant_P003/session_S004/screen_record_P003_S004.mp4 +3 -0
  44. participant_P003/session_S005/captured_packets_P003_S005.pcap +3 -0
  45. participant_P003/session_S005/hardware_info_P003_S005.json +97 -0
  46. participant_P003/session_S005/keyboard_P003_S005.csv +0 -0
  47. participant_P003/session_S005/mouse_P003_S005.csv +3 -0
  48. participant_P003/session_S005/screen_record_P003_S005.mp4 +3 -0
  49. participant_P003/session_S006/captured_packets_P003_S006.pcap +3 -0
  50. participant_P003/session_S006/hardware_info_P003_S006.json +109 -0
.gitattributes ADDED
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+ *.pcap filter=lfs diff=lfs merge=lfs -text
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+ *.mp4 filter=lfs diff=lfs merge=lfs -text
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+ *.xlsx filter=lfs diff=lfs merge=lfs -text
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+ *.csv text
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+ *.json text
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+ *.jsonld text
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+ *.md text
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+ participant_P012/session_S002/mouse_P012_S002.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P012/session_S001/mouse_P012_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P024/session_S001/mouse_P024_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P017/session_S001/mouse_P017_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S018/mouse_P003_S018.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S016/mouse_P003_S016.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S010/mouse_P003_S010.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S009/mouse_P003_S009.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S001/mouse_P003_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S003/mouse_P003_S003.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S012/mouse_P003_S012.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S017/mouse_P003_S017.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S011/mouse_P003_S011.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S019/mouse_P003_S019.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S008/mouse_P003_S008.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S002/mouse_P003_S002.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S013/mouse_P003_S013.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S004/mouse_P003_S004.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S005/mouse_P003_S005.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S007/mouse_P003_S007.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P003/session_S006/mouse_P003_S006.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P027/session_S001/mouse_P027_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P008/session_S001/mouse_P008_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P008/session_S002/mouse_P008_S002.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P013/session_S001/mouse_P013_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P005/session_S001/mouse_P005_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P015/session_S001/mouse_P015_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P015/session_S002/mouse_P015_S002.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P025/session_S001/mouse_P025_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P026/session_S010/mouse_P026_S010.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P026/session_S009/mouse_P026_S009.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P026/session_S012/mouse_P026_S012.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P026/session_S011/mouse_P026_S011.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P026/session_S008/mouse_P026_S008.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P026/session_S007/mouse_P026_S007.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P026/session_S006/mouse_P026_S006.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P006/session_S001/mouse_P006_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P006/session_S003/mouse_P006_S003.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P006/session_S002/mouse_P006_S002.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P006/session_S004/mouse_P006_S004.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P006/session_S005/mouse_P006_S005.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P006/session_S006/mouse_P006_S006.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P020/session_S001/mouse_P020_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P021/session_S001/mouse_P021_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P014/session_S001/mouse_P014_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P002/session_S001/mouse_P002_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P002/session_S002/mouse_P002_S002.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P022/session_S001/mouse_P022_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P022/session_S002/mouse_P022_S002.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S022/mouse_P028_S022.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S018/mouse_P028_S018.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S016/mouse_P028_S016.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S020/mouse_P028_S020.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S025/mouse_P028_S025.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S017/mouse_P028_S017.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S021/mouse_P028_S021.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S019/mouse_P028_S019.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S015/mouse_P028_S015.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S013/mouse_P028_S013.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S014/mouse_P028_S014.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S024/mouse_P028_S024.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S023/mouse_P028_S023.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P010/session_S001/mouse_P010_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P010/session_S002/mouse_P010_S002.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P010/session_S004/mouse_P010_S004.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P023/session_S001/mouse_P023_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P009/session_S001/mouse_P009_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P009/session_S002/mouse_P009_S002.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P016/session_S001/mouse_P016_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P011/session_S001/mouse_P011_S001.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S013/keyboard_P028_S013.csv filter=lfs diff=lfs merge=lfs -text
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+ participant_P028/session_S016/keyboard_P028_S016.csv filter=lfs diff=lfs merge=lfs -text
README.md ADDED
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1
+ # BEACON: Behavioral Engine for Authentication and Continuous Monitoring
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+
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+ An anonymized multi-modal behavioral biometric dataset collected during VALORANT gameplay,
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+ designed for continuous user authentication research.
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+
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+ **28 participants · 79 sessions · 445 GB**
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+
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+ Participants are represented by opaque IDs (`P001`–`P028`) and sessions by sequential
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+ IDs (`S001`, `S002`, ...). Raw participant names, consent files, hostnames, MAC
10
+ addresses, and direct device IDs are not included in this release.
11
+
12
+ ## Modalities
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+
14
+ | Modality | Files | Description |
15
+ |----------|-------|-------------|
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+ | `mouse_*.csv` | 80 | Mouse telemetry — position, speed, clicks, scroll; Unix epoch timestamps |
17
+ | `keyboard_*.csv` | 80 | Keyboard HID dynamics — key identity, press/release times, duration; Unix epoch timestamps |
18
+ | `captured_packets_*.pcap` | 80 | Network traffic — IP/MAC addresses anonymized, local-network discovery traffic removed, encrypted game payload preserved |
19
+ | `screen_record_*.mp4` | 74 | Screen recordings of gameplay sessions |
20
+ | `hardware_info_*.json` | 79 | Scrubbed hardware metadata (hostname, MAC, IP, serial removed) |
21
+
22
+ Sessions with multiple recording parts are named `screen_record_P###_S###_part02.mp4` etc.
23
+
24
+ ## File Layout
25
+
26
+ ```
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+ participant_P001/
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+ session_S001/
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+ mouse_P001_S001.csv
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+ keyboard_P001_S001.csv
31
+ captured_packets_P001_S001.pcap
32
+ screen_record_P001_S001.mp4
33
+ hardware_info_P001_S001.json
34
+ ```
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+
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+ ## Metadata
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+
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+ | File | Description |
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+ |------|-------------|
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+ | `metadata/public_participant_session_manifest.csv` | Participant and session ID index |
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+ | `metadata/public_release_manifest.csv` | Per-file modality, status, and size |
42
+ | `metadata/sha256_checksums.csv` | SHA-256 checksums for all included files |
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+ | `metadata/beacon_croissant.jsonld` | Croissant ML metadata record |
44
+
45
+ ## Anonymization
46
+
47
+ - Participant and session folders use opaque sequential IDs
48
+ - CSV timestamps are raw Unix epoch values (not session-relative)
49
+ - PCAP: Ethernet/IP src and dst addresses replaced with deterministic pseudonyms
50
+ in `10.0.0.0/8`; local-network broadcast/discovery UDP (mDNS, LLMNR, NBNS,
51
+ SSDP, DHCP, WSD) dropped to prevent hostname leakage; encrypted game payload
52
+ and regular DNS preserved intact
53
+ - Hardware JSON: hostname, username, MAC, IP, HID, serial, UUID fields removed
54
+ - Raw consent files retained privately; see `consent_policy.md`
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+
56
+ ## Citation
57
+
58
+ If you use this dataset, please cite it:
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+
60
+ Singh, I., Kaur, G., Atwal, U. P. S., Singh, G., Singh, G., & Singh, M. (2026).
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+ BEACON: A Multimodal Dataset for Learning Behavioral Fingerprints from Gameplay Data
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+ [Data set]. Zenodo. https://doi.org/10.5281/zenodo.20034625
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+ [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.20034625.svg)](https://doi.org/10.5281/zenodo.20034625)
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+
65
+ Singh, I., Singh, G., Kaur, G., Atwal, U. P. S., Singh, G., & Singh, M. (2026).
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+ BEACON-Logger: A Behavioral Authentication and Network Traffic Logger for Game Environments.
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+ Zenodo. https://doi.org/10.5281/zenodo.20062628
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+ [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.20144661.svg)](https://doi.org/10.5281/zenodo.20144661)
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+
70
+ Please cite the following paper also:
71
+ ```bibtex
72
+ @misc{singh2026beaconmultimodaldatasetlearning,
73
+ title={BEACON: A Multimodal Dataset for Learning Behavioral Fingerprints from Gameplay Data},
74
+ author={Ishpuneet Singh and Gursmeep Kaur and Uday Pratap Singh Atwal and Guramrit Singh and Gurjot Singh and Maninder Singh},
75
+ year={2026},
76
+ eprint={2605.10867},
77
+ archivePrefix={arXiv},
78
+ primaryClass={cs.CR},
79
+ url={https://arxiv.org/abs/2605.10867},
80
+ }
81
+ ```
82
+
83
+ ## License
84
+
85
+ Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)
consent_policy.md ADDED
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+ # BEACON Consent Policy
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+
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+ All participants provided informed consent before data collection. Raw consent
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+ text files are retained privately by the research institution and are not part
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+ of this public release because they may contain direct identifiers.
6
+
7
+ The public release uses opaque participant/session IDs and removes or redacts
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+ direct identifiers from filenames, paths, hardware metadata, PCAPs, and videos.
metadata/beacon_croissant.jsonld ADDED
@@ -0,0 +1,700 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "@context": {
3
+ "@language": "en",
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+ "@vocab": "https://schema.org/",
5
+ "sc": "https://schema.org/",
6
+ "cr": "http://mlcommons.org/croissant/",
7
+ "rai": "http://mlcommons.org/croissant/RAI/",
8
+ "prov": "http://www.w3.org/ns/prov#",
9
+ "dct": "http://purl.org/dc/terms/",
10
+ "conformsTo": "dct:conformsTo",
11
+ "citeAs": "cr:citeAs",
12
+ "dataType": {
13
+ "@id": "cr:dataType",
14
+ "@type": "@vocab"
15
+ },
16
+ "extract": "cr:extract",
17
+ "field": "cr:field",
18
+ "fileSet": "cr:fileSet",
19
+ "includes": "cr:includes",
20
+ "excludes": "cr:excludes",
21
+ "recordSet": "cr:recordSet",
22
+ "source": "cr:source",
23
+ "column": "cr:column",
24
+ "key": "cr:key"
25
+ },
26
+ "@type": "sc:Dataset",
27
+ "name": "BEACON: Behavioral Engine for Authentication and Continuous Monitoring",
28
+ "description": "A synchronized multi-modal behavioral biometric dataset collected during VALORANT gameplay, including mouse telemetry, keyboard HID dynamics, anonymized network packet captures, screen recordings, and hardware metadata for continuous user authentication research. This release contains 28 participants across 79 sessions. Modality inventory: 74 screen recording MP4 files (409.2 GB), 80 anonymized PCAP files (24.4 GB), 80 mouse telemetry CSV files (11.4 GB; Unix epoch timestamps), 80 keyboard HID CSV files (49 MB; Unix epoch timestamps), and 79 hardware JSON files. IP/MAC addresses are pseudonymized; local-network discovery traffic is removed; encrypted game payload is preserved. This Croissant file describes the anonymized standardized Hugging Face release layout.",
29
+ "url": "https://huggingface.co/datasets/beacon-gui/BEACON-Dataset",
30
+ "version": "2.0.0",
31
+ "license": "https://creativecommons.org/licenses/by-nc/4.0/",
32
+ "creator": {
33
+ "@type": "sc:Organization",
34
+ "name": "Thapar Institute of Engineering and Technology"
35
+ },
36
+ "datePublished": "2026-05-12",
37
+ "conformsTo": "http://mlcommons.org/croissant/1.1",
38
+ "keywords": [
39
+ "behavioral biometrics",
40
+ "continuous authentication",
41
+ "VALORANT",
42
+ "mouse dynamics",
43
+ "keystroke dynamics",
44
+ "network traffic analysis",
45
+ "multimodal dataset"
46
+ ],
47
+ "measurementTechnique": [
48
+ "pynput keyboard logging",
49
+ "pynput mouse logging",
50
+ "Npcap/Scapy packet capture",
51
+ "FFmpeg screen recording",
52
+ "Windows hardware profiling"
53
+ ],
54
+ "privacyPolicy": "The public release uses opaque participant/session identifiers, Unix epoch timestamps, scrubbed hardware metadata, and anonymized PCAP IP/MAC addresses with local-network discovery traffic removed. Encrypted game payload and regular DNS are preserved. Raw consent files are retained by the research institution and are not distributed. Videos are included as-is; a separate visual redaction pass is planned before any controlled-access release.",
55
+ "rai:dataLimitations": "BEACON contains behavioral telemetry from 28 VALORANT players and is limited to esports gameplay under the recorded hardware, operating-system, network, and game-context conditions. It is not a general-purpose human-computer interaction dataset and should not be assumed to generalize to office work, mobile input, non-FPS games, non-Windows platforms, or populations not represented in the participant pool. Some sessions lack video, and mouse/keyboard match-split CSVs are excluded from the canonical session-level analysis unless explicitly requested.",
56
+ "rai:dataBiases": "Participants were recruited from a constrained player population and may over-represent similar age ranges, geography, gaming experience, device classes, network conditions, and VALORANT skill profiles. Hardware differences such as mouse DPI, monitor refresh rate, resolution, and peripheral model may influence telemetry and should be controlled for in authentication studies. Longitudinal coverage is uneven across players, with some participants contributing substantially more sessions.",
57
+ "rai:personalSensitiveInformation": "The raw dataset includes behavioral biometric telemetry and may include direct or indirect personal information in filenames, folder names, hardware metadata, PCAP network identifiers, screen videos, and consent files. The anonymized release replaces participant names with opaque IDs, preserves Unix epoch timestamps (recording dates are not considered identifying), removes raw consent files, scrubs hardware identifiers (hostname, MAC, IP, serial, UUID), anonymizes PCAP IP/MAC headers with deterministic pseudonyms, and removes local-network discovery traffic that leaks machine hostnames. Encrypted game payload is preserved intact. Videos may contain visible usernames or contextual identifiers and should be reviewed before unrestricted distribution.",
58
+ "rai:dataUseCases": "The dataset is intended for evaluating continuous authentication, behavioral fingerprinting, multimodal biometric robustness, session-level behavioral drift, and encrypted game-traffic timing analysis. Construct validity is supported by synchronized HID, network, hardware, and optional video modalities, plus EDA showing participant-level differences in mouse, keyboard, and network features. It is not validated for identifying protected attributes, clinical inference, employee monitoring, law-enforcement attribution, or high-stakes identity decisions without additional consent, fairness analysis, and deployment-specific validation.",
59
+ "rai:dataSocialImpact": "Positive impacts include reproducible research on adaptive authentication, security of online games, and multimodal behavioral biometrics. Risks include misuse for covert surveillance, deanonymization, overly broad player profiling, and unfair treatment of users whose behavior differs because of hardware, accessibility needs, fatigue, or network conditions. Mitigations include opaque IDs, timestamp normalization, removal/scrubbing of direct identifiers, controlled access for sensitive modalities, and documentation of limitations and non-recommended uses.",
60
+ "rai:hasSyntheticData": false,
61
+ "prov:wasDerivedFrom": [],
62
+ "prov:wasGeneratedBy": [
63
+ {
64
+ "@type": "prov:Activity",
65
+ "name": "Data collection",
66
+ "description": "Telemetry was collected during voluntary VALORANT gameplay sessions using a custom Windows logger with pynput mouse/keyboard collectors, Npcap/Scapy packet capture, FFmpeg screen recording, hardware profiling, and game configuration copying after informed consent."
67
+ },
68
+ {
69
+ "@type": "prov:Activity",
70
+ "name": "Anonymization and standardization",
71
+ "description": "Release preparation maps raw participants to P001\u2013P028, maps sessions to S001... IDs, skips raw consent files, preserves Unix epoch timestamps in mouse/keyboard CSVs, scrubs hardware identifiers, anonymizes PCAP IP/MAC headers with deterministic pseudonyms, drops local-network discovery traffic, preserves encrypted payload and regular DNS, and emits manifests/checksums. Videos are copied unchanged pending a separate visual redaction pass."
72
+ },
73
+ {
74
+ "@type": "prov:Activity",
75
+ "name": "Analysis preprocessing",
76
+ "description": "Dataset statistics and paper figures are computed from canonical whole-session mouse and keyboard CSVs by default; files named with Match1/Match2 style suffixes are excluded unless the analysis scripts are explicitly run with match-level CSV scope."
77
+ }
78
+ ],
79
+ "rai:RAIManifest": {
80
+ "rai:dataCollection": "Informed consent was collected from all participants before gameplay telemetry capture.",
81
+ "rai:dataLimitations": "See top-level rai:dataLimitations.",
82
+ "rai:dataBiases": "See top-level rai:dataBiases.",
83
+ "rai:personalSensitiveInformation": "See top-level rai:personalSensitiveInformation.",
84
+ "rai:dataUseCases": "See top-level rai:dataUseCases.",
85
+ "rai:dataSocialImpact": "See top-level rai:dataSocialImpact.",
86
+ "rai:hasSyntheticData": false
87
+ },
88
+ "distribution": [
89
+ {
90
+ "@type": "cr:FileSet",
91
+ "@id": "screen_recording_files",
92
+ "name": "Screen recordings",
93
+ "description": "Screen recording MP4 files. Inventory: 74 files, 381.1 GB, N/A recorded events/rows (video context). Videos are copied unchanged only for controlled-access release pending separate visual redaction.",
94
+ "encodingFormat": "video/mp4",
95
+ "includes": [
96
+ "participant_P*/session_S*/screen_record_P*_S*.mp4"
97
+ ],
98
+ "excludes": [
99
+ ".venv/**",
100
+ "analysis_outputs/**",
101
+ "scripts/**",
102
+ "metadata/private/**",
103
+ "anonymized_hf_release*/**"
104
+ ],
105
+ "contentSize": "381.1 GB",
106
+ "additionalProperty": [
107
+ {
108
+ "@type": "sc:PropertyValue",
109
+ "name": "modality",
110
+ "value": "Screen Recordings"
111
+ },
112
+ {
113
+ "@type": "sc:PropertyValue",
114
+ "name": "file_type",
115
+ "value": "screen_record_mp4"
116
+ },
117
+ {
118
+ "@type": "sc:PropertyValue",
119
+ "name": "total_files",
120
+ "value": 74
121
+ },
122
+ {
123
+ "@type": "sc:PropertyValue",
124
+ "name": "data_size",
125
+ "value": "381.1 GB"
126
+ },
127
+ {
128
+ "@type": "sc:PropertyValue",
129
+ "name": "recorded_events_or_rows",
130
+ "value": "N/A (Video Context)"
131
+ }
132
+ ]
133
+ },
134
+ {
135
+ "@type": "cr:FileSet",
136
+ "@id": "network_pcap_files",
137
+ "name": "Network packet captures",
138
+ "description": "Gameplay packet captures with IP/MAC pseudonymization and local-network discovery traffic removal; encrypted payload and regular DNS preserved in the anonymized release. Inventory: 80 files, 38.68 GB, 114,898,144 packets.",
139
+ "encodingFormat": "application/vnd.tcpdump.pcap",
140
+ "includes": [
141
+ "participant_P*/session_S*/captured_packets_P*_S*.pcap"
142
+ ],
143
+ "excludes": [
144
+ ".venv/**",
145
+ "analysis_outputs/**",
146
+ "scripts/**",
147
+ "metadata/private/**",
148
+ "anonymized_hf_release*/**"
149
+ ],
150
+ "contentSize": "38.68 GB",
151
+ "additionalProperty": [
152
+ {
153
+ "@type": "sc:PropertyValue",
154
+ "name": "modality",
155
+ "value": "Network Telemetry"
156
+ },
157
+ {
158
+ "@type": "sc:PropertyValue",
159
+ "name": "file_type",
160
+ "value": "captured_packets_pcap"
161
+ },
162
+ {
163
+ "@type": "sc:PropertyValue",
164
+ "name": "total_files",
165
+ "value": 80
166
+ },
167
+ {
168
+ "@type": "sc:PropertyValue",
169
+ "name": "data_size",
170
+ "value": "38.68 GB"
171
+ },
172
+ {
173
+ "@type": "sc:PropertyValue",
174
+ "name": "recorded_events_or_rows",
175
+ "value": "114,898,144 packets"
176
+ }
177
+ ]
178
+ },
179
+ {
180
+ "@type": "cr:FileSet",
181
+ "@id": "mouse_csv_files",
182
+ "name": "Mouse telemetry CSV files",
183
+ "description": "Canonical whole-session event-driven mouse movement, click, scroll, speed, distance, and acceleration telemetry. Inventory: 80 files, 9.74 GB, 90,172,347 events.",
184
+ "encodingFormat": "text/csv",
185
+ "includes": [
186
+ "participant_P*/session_S*/mouse_P*_S*.csv"
187
+ ],
188
+ "excludes": [
189
+ "**/*Match*.csv",
190
+ ".venv/**",
191
+ "analysis_outputs/**",
192
+ "scripts/**",
193
+ "metadata/private/**",
194
+ "anonymized_hf_release*/**"
195
+ ],
196
+ "contentSize": "9.74 GB",
197
+ "additionalProperty": [
198
+ {
199
+ "@type": "sc:PropertyValue",
200
+ "name": "modality",
201
+ "value": "Mouse Dynamics"
202
+ },
203
+ {
204
+ "@type": "sc:PropertyValue",
205
+ "name": "file_type",
206
+ "value": "mouse_csv"
207
+ },
208
+ {
209
+ "@type": "sc:PropertyValue",
210
+ "name": "total_files",
211
+ "value": 80
212
+ },
213
+ {
214
+ "@type": "sc:PropertyValue",
215
+ "name": "data_size",
216
+ "value": "9.74 GB"
217
+ },
218
+ {
219
+ "@type": "sc:PropertyValue",
220
+ "name": "recorded_events_or_rows",
221
+ "value": "90,172,347 events"
222
+ }
223
+ ]
224
+ },
225
+ {
226
+ "@type": "cr:FileSet",
227
+ "@id": "keyboard_csv_files",
228
+ "name": "Keyboard HID CSV files",
229
+ "description": "Canonical whole-session keystroke press/release timing, dwell time, polling interval, and active key combinations. Inventory: 80 files, 40.57 MB, 498,801 events.",
230
+ "encodingFormat": "text/csv",
231
+ "includes": [
232
+ "participant_P*/session_S*/keyboard_P*_S*.csv"
233
+ ],
234
+ "excludes": [
235
+ "**/*Match*.csv",
236
+ ".venv/**",
237
+ "analysis_outputs/**",
238
+ "scripts/**",
239
+ "metadata/private/**",
240
+ "anonymized_hf_release*/**"
241
+ ],
242
+ "contentSize": "40.57 MB",
243
+ "additionalProperty": [
244
+ {
245
+ "@type": "sc:PropertyValue",
246
+ "name": "modality",
247
+ "value": "Keystroke Dynamics"
248
+ },
249
+ {
250
+ "@type": "sc:PropertyValue",
251
+ "name": "file_type",
252
+ "value": "keyboard_csv"
253
+ },
254
+ {
255
+ "@type": "sc:PropertyValue",
256
+ "name": "total_files",
257
+ "value": 80
258
+ },
259
+ {
260
+ "@type": "sc:PropertyValue",
261
+ "name": "data_size",
262
+ "value": "40.57 MB"
263
+ },
264
+ {
265
+ "@type": "sc:PropertyValue",
266
+ "name": "recorded_events_or_rows",
267
+ "value": "498,801 events"
268
+ }
269
+ ]
270
+ },
271
+ {
272
+ "@type": "cr:FileSet",
273
+ "@id": "hardware_json_files",
274
+ "name": "Hardware profile JSON files",
275
+ "description": "Session-level OS, CPU, RAM, display, and HID-device metadata after removing hostnames, MAC addresses, serials, and direct device IDs. Inventory: 79 files, < 1 MB, 79 JSON records.",
276
+ "encodingFormat": "application/json",
277
+ "includes": [
278
+ "participant_P*/session_S*/hardware_info_P*_S*.json"
279
+ ],
280
+ "excludes": [
281
+ ".venv/**",
282
+ "analysis_outputs/**",
283
+ "scripts/**",
284
+ "metadata/private/**",
285
+ "anonymized_hf_release*/**"
286
+ ],
287
+ "contentSize": "< 1 MB",
288
+ "additionalProperty": [
289
+ {
290
+ "@type": "sc:PropertyValue",
291
+ "name": "modality",
292
+ "value": "Hardware Context"
293
+ },
294
+ {
295
+ "@type": "sc:PropertyValue",
296
+ "name": "file_type",
297
+ "value": "hardware_info_json"
298
+ },
299
+ {
300
+ "@type": "sc:PropertyValue",
301
+ "name": "total_files",
302
+ "value": 79
303
+ },
304
+ {
305
+ "@type": "sc:PropertyValue",
306
+ "name": "data_size",
307
+ "value": "< 1 MB"
308
+ },
309
+ {
310
+ "@type": "sc:PropertyValue",
311
+ "name": "recorded_events_or_rows",
312
+ "value": "79 JSON records"
313
+ }
314
+ ]
315
+ }
316
+ ],
317
+ "recordSet": [
318
+ {
319
+ "@type": "cr:RecordSet",
320
+ "@id": "mouse_records",
321
+ "name": "mouse_records",
322
+ "description": "One record per mouse telemetry row.",
323
+ "field": [
324
+ {
325
+ "@type": "cr:Field",
326
+ "@id": "mouse_records/timestamp",
327
+ "name": "timestamp",
328
+ "description": "Unix timestamp of mouse event.",
329
+ "dataType": "sc:Float",
330
+ "source": {
331
+ "fileSet": {
332
+ "@id": "mouse_csv_files"
333
+ },
334
+ "extract": {
335
+ "column": "Timestamp"
336
+ }
337
+ }
338
+ },
339
+ {
340
+ "@type": "cr:Field",
341
+ "@id": "mouse_records/x",
342
+ "name": "x",
343
+ "description": "Absolute cursor X coordinate.",
344
+ "dataType": "sc:Float",
345
+ "source": {
346
+ "fileSet": {
347
+ "@id": "mouse_csv_files"
348
+ },
349
+ "extract": {
350
+ "column": "X"
351
+ }
352
+ }
353
+ },
354
+ {
355
+ "@type": "cr:Field",
356
+ "@id": "mouse_records/y",
357
+ "name": "y",
358
+ "description": "Absolute cursor Y coordinate.",
359
+ "dataType": "sc:Float",
360
+ "source": {
361
+ "fileSet": {
362
+ "@id": "mouse_csv_files"
363
+ },
364
+ "extract": {
365
+ "column": "Y"
366
+ }
367
+ }
368
+ },
369
+ {
370
+ "@type": "cr:Field",
371
+ "@id": "mouse_records/event",
372
+ "name": "event",
373
+ "description": "Mouse event type such as Move, click, or scroll.",
374
+ "dataType": "sc:Text",
375
+ "source": {
376
+ "fileSet": {
377
+ "@id": "mouse_csv_files"
378
+ },
379
+ "extract": {
380
+ "column": "Event"
381
+ }
382
+ }
383
+ },
384
+ {
385
+ "@type": "cr:Field",
386
+ "@id": "mouse_records/click_count",
387
+ "name": "click_count",
388
+ "description": "Cumulative or event-local click count.",
389
+ "dataType": "sc:Integer",
390
+ "source": {
391
+ "fileSet": {
392
+ "@id": "mouse_csv_files"
393
+ },
394
+ "extract": {
395
+ "column": "Click Count"
396
+ }
397
+ }
398
+ },
399
+ {
400
+ "@type": "cr:Field",
401
+ "@id": "mouse_records/double_click_count",
402
+ "name": "double_click_count",
403
+ "description": "Double-click count.",
404
+ "dataType": "sc:Integer",
405
+ "source": {
406
+ "fileSet": {
407
+ "@id": "mouse_csv_files"
408
+ },
409
+ "extract": {
410
+ "column": "Double Click Count"
411
+ }
412
+ }
413
+ },
414
+ {
415
+ "@type": "cr:Field",
416
+ "@id": "mouse_records/scroll_count",
417
+ "name": "scroll_count",
418
+ "description": "Scroll count.",
419
+ "dataType": "sc:Integer",
420
+ "source": {
421
+ "fileSet": {
422
+ "@id": "mouse_csv_files"
423
+ },
424
+ "extract": {
425
+ "column": "Scroll Count"
426
+ }
427
+ }
428
+ },
429
+ {
430
+ "@type": "cr:Field",
431
+ "@id": "mouse_records/speed",
432
+ "name": "speed",
433
+ "description": "Instantaneous cursor speed in pixels per second.",
434
+ "dataType": "sc:Float",
435
+ "source": {
436
+ "fileSet": {
437
+ "@id": "mouse_csv_files"
438
+ },
439
+ "extract": {
440
+ "column": "Speed"
441
+ }
442
+ }
443
+ },
444
+ {
445
+ "@type": "cr:Field",
446
+ "@id": "mouse_records/movement_distance",
447
+ "name": "movement_distance",
448
+ "description": "Distance moved since prior event.",
449
+ "dataType": "sc:Float",
450
+ "source": {
451
+ "fileSet": {
452
+ "@id": "mouse_csv_files"
453
+ },
454
+ "extract": {
455
+ "column": "Movement Distance"
456
+ }
457
+ }
458
+ },
459
+ {
460
+ "@type": "cr:Field",
461
+ "@id": "mouse_records/movement_time",
462
+ "name": "movement_time",
463
+ "description": "Elapsed movement interval since prior event.",
464
+ "dataType": "sc:Float",
465
+ "source": {
466
+ "fileSet": {
467
+ "@id": "mouse_csv_files"
468
+ },
469
+ "extract": {
470
+ "column": "Movement Time"
471
+ }
472
+ }
473
+ },
474
+ {
475
+ "@type": "cr:Field",
476
+ "@id": "mouse_records/acceleration",
477
+ "name": "acceleration",
478
+ "description": "Estimated cursor acceleration.",
479
+ "dataType": "sc:Float",
480
+ "source": {
481
+ "fileSet": {
482
+ "@id": "mouse_csv_files"
483
+ },
484
+ "extract": {
485
+ "column": "Acceleration"
486
+ }
487
+ }
488
+ },
489
+ {
490
+ "@type": "cr:Field",
491
+ "@id": "mouse_records/elapsed_time",
492
+ "name": "elapsed_time",
493
+ "description": "Elapsed time from logger start (seconds).",
494
+ "dataType": "sc:Float",
495
+ "source": {
496
+ "fileSet": {
497
+ "@id": "mouse_csv_files"
498
+ },
499
+ "extract": {
500
+ "column": "Elapsed Time"
501
+ }
502
+ }
503
+ }
504
+ ]
505
+ },
506
+ {
507
+ "@type": "cr:RecordSet",
508
+ "@id": "keyboard_records",
509
+ "name": "keyboard_records",
510
+ "description": "One record per key press/release pair.",
511
+ "field": [
512
+ {
513
+ "@type": "cr:Field",
514
+ "@id": "keyboard_records/start_time",
515
+ "name": "start_time",
516
+ "description": "Unix timestamp of key press.",
517
+ "dataType": "sc:Float",
518
+ "source": {
519
+ "fileSet": {
520
+ "@id": "keyboard_csv_files"
521
+ },
522
+ "extract": {
523
+ "column": "Start Time"
524
+ }
525
+ }
526
+ },
527
+ {
528
+ "@type": "cr:Field",
529
+ "@id": "keyboard_records/release_time",
530
+ "name": "release_time",
531
+ "description": "Unix timestamp of key release.",
532
+ "dataType": "sc:Float",
533
+ "source": {
534
+ "fileSet": {
535
+ "@id": "keyboard_csv_files"
536
+ },
537
+ "extract": {
538
+ "column": "Release Time"
539
+ }
540
+ }
541
+ },
542
+ {
543
+ "@type": "cr:Field",
544
+ "@id": "keyboard_records/key",
545
+ "name": "key",
546
+ "description": "Key identifier.",
547
+ "dataType": "sc:Text",
548
+ "source": {
549
+ "fileSet": {
550
+ "@id": "keyboard_csv_files"
551
+ },
552
+ "extract": {
553
+ "column": "Key"
554
+ }
555
+ }
556
+ },
557
+ {
558
+ "@type": "cr:Field",
559
+ "@id": "keyboard_records/elapsed_start_time",
560
+ "name": "elapsed_start_time",
561
+ "description": "Unix epoch timestamp of key press.",
562
+ "dataType": "sc:Float",
563
+ "source": {
564
+ "fileSet": {
565
+ "@id": "keyboard_csv_files"
566
+ },
567
+ "extract": {
568
+ "column": "Elapsed Start Time"
569
+ }
570
+ }
571
+ },
572
+ {
573
+ "@type": "cr:Field",
574
+ "@id": "keyboard_records/elapsed_release_time",
575
+ "name": "elapsed_release_time",
576
+ "description": "Unix epoch timestamp of key release.",
577
+ "dataType": "sc:Float",
578
+ "source": {
579
+ "fileSet": {
580
+ "@id": "keyboard_csv_files"
581
+ },
582
+ "extract": {
583
+ "column": "Elapsed Release Time"
584
+ }
585
+ }
586
+ },
587
+ {
588
+ "@type": "cr:Field",
589
+ "@id": "keyboard_records/duration",
590
+ "name": "duration",
591
+ "description": "Key dwell/hold duration in seconds.",
592
+ "dataType": "sc:Float",
593
+ "source": {
594
+ "fileSet": {
595
+ "@id": "keyboard_csv_files"
596
+ },
597
+ "extract": {
598
+ "column": "Duration"
599
+ }
600
+ }
601
+ },
602
+ {
603
+ "@type": "cr:Field",
604
+ "@id": "keyboard_records/polling_rate",
605
+ "name": "polling_rate",
606
+ "description": "Interval or polling-derived timing value recorded by logger.",
607
+ "dataType": "sc:Float",
608
+ "source": {
609
+ "fileSet": {
610
+ "@id": "keyboard_csv_files"
611
+ },
612
+ "extract": {
613
+ "column": "Polling Rate"
614
+ }
615
+ }
616
+ },
617
+ {
618
+ "@type": "cr:Field",
619
+ "@id": "keyboard_records/consecutive_keys",
620
+ "name": "consecutive_keys",
621
+ "description": "Active or consecutive key combination context.",
622
+ "dataType": "sc:Text",
623
+ "source": {
624
+ "fileSet": {
625
+ "@id": "keyboard_csv_files"
626
+ },
627
+ "extract": {
628
+ "column": "Consecutive Keys"
629
+ }
630
+ }
631
+ }
632
+ ]
633
+ },
634
+ {
635
+ "@type": "cr:RecordSet",
636
+ "@id": "session_manifest_records",
637
+ "name": "session_manifest_records",
638
+ "description": "Derived metadata table produced by BEACON EDA scripts for session-level counts, duration, and modality availability.",
639
+ "data": {
640
+ "players": 28,
641
+ "sessions": 79,
642
+ "active_capture_hours": 102.55,
643
+ "indexed_size_gb": 461.41,
644
+ "mouse_rows": 90172347,
645
+ "keyboard_rows": 498801,
646
+ "pcap_packets_scanned": 57085106
647
+ }
648
+ },
649
+ {
650
+ "@type": "cr:RecordSet",
651
+ "@id": "modality_summary_records",
652
+ "name": "modality_summary_records",
653
+ "description": "Canonical release-level modality inventory matching the dataset summary table.",
654
+ "data": [
655
+ {
656
+ "modality": "Screen Recordings",
657
+ "file_type": "screen_record_mp4",
658
+ "file_set_id": "screen_recording_files",
659
+ "total_files": 74,
660
+ "data_size": "381.1 GB",
661
+ "recorded_events_or_rows": "N/A (Video Context)"
662
+ },
663
+ {
664
+ "modality": "Network Telemetry",
665
+ "file_type": "captured_packets_pcap",
666
+ "file_set_id": "network_pcap_files",
667
+ "total_files": 80,
668
+ "data_size": "38.68 GB",
669
+ "recorded_events_or_rows": "114,898,144 packets"
670
+ },
671
+ {
672
+ "modality": "Mouse Dynamics",
673
+ "file_type": "mouse_csv",
674
+ "file_set_id": "mouse_csv_files",
675
+ "total_files": 80,
676
+ "data_size": "9.74 GB",
677
+ "recorded_events_or_rows": "90,172,347 events"
678
+ },
679
+ {
680
+ "modality": "Keystroke Dynamics",
681
+ "file_type": "keyboard_csv",
682
+ "file_set_id": "keyboard_csv_files",
683
+ "total_files": 80,
684
+ "data_size": "40.57 MB",
685
+ "recorded_events_or_rows": "498,801 events"
686
+ },
687
+ {
688
+ "modality": "Hardware Context",
689
+ "file_type": "hardware_info_json",
690
+ "file_set_id": "hardware_json_files",
691
+ "total_files": 79,
692
+ "data_size": "< 1 MB",
693
+ "recorded_events_or_rows": "79 JSON records"
694
+ }
695
+ ]
696
+ }
697
+ ],
698
+ "isAccessibleForFree": false,
699
+ "conditionsOfAccess": "HID CSVs and derived metadata may be distributed directly after anonymization. PCAP and video files should be distributed through controlled access or git-lfs only after privacy review."
700
+ }
metadata/public_participant_session_manifest.csv ADDED
@@ -0,0 +1,80 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ P020,S001,participant_P020/session_S001
metadata/public_release_manifest.csv ADDED
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1
+ participant_id,session_id,release_path,modality,status,size_bytes,sha256
2
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25
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95
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96
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98
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99
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100
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101
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102
+ P003,S006,,mouse_csv,omitted_match_csv,0,
103
+ P003,S006,,mouse_csv,omitted_match_csv,0,
104
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115
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119
+ P003,S009,participant_P003/session_S009/mouse_P003_S009.csv,mouse_csv,written,166415100,6fca4713fcd74ada8bf08627bc6605b61456ade95e8b670220b7b270571d478c
120
+ P003,S009,participant_P003/session_S009/screen_record_P003_S009.mp4,video,copied_unredacted,5901385776,b8ca4be607113afaf4205be3a80648d0356cf08700c6a51f8a5546faabe8181c
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+ P003,S010,participant_P003/session_S010/hardware_info_P003_S010.json,hardware,written,2236,0c6a321d8ffef44c3ec46d4f5975571aab2f25b127b3bdd7bd47870167a2d428
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124
+ P003,S010,,keyboard_xlsx,omitted_xlsx,0,
125
+ P003,S010,participant_P003/session_S010/mouse_P003_S010.csv,mouse_csv,written,730561479,7c63c28351b5e7e9534dd960bb66253a80dc89dd8264da8cd920ad5dd3c4d583
126
+ P003,S010,participant_P003/session_S010/screen_record_P003_S010.mp4,video,copied_unredacted,30269065575,7e83064136723cdaa3582686c555c3dd27e6925677e707ce8df2825bc0713212
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+ P003,S011,participant_P003/session_S011/captured_packets_P003_S011.pcap,pcap,anonymized,994249538,5df2e9d4daca758ee9a52fff895d688091e92871d8f44042fb2a391e8a13d28d
128
+ P003,S011,participant_P003/session_S011/hardware_info_P003_S011.json,hardware,written,2236,0f43dceea590a24d5f1b10f226b4505da2b6292ec7bd23d496c8b85328f62e73
129
+ P003,S011,participant_P003/session_S011/keyboard_P003_S011.csv,keyboard_csv,written,1886003,659d5555d47dafa218c15c6dabbdbe388303a68c6cfd564ad6a6af53503cec0c
130
+ P003,S011,,keyboard_xlsx,omitted_xlsx,0,
131
+ P003,S011,participant_P003/session_S011/mouse_P003_S011.csv,mouse_csv,written,348655119,32abfd37f8c855104eb9ae204d9430833fd052597d06cbc1a7b297593c57d10d
132
+ P003,S011,participant_P003/session_S011/screen_record_P003_S011.mp4,video,copied_unredacted,14627251121,d37ead14b10cfe5442284652694adee41e66e9a73e0519bc46e980f3f8b5fd24
133
+ P003,S012,participant_P003/session_S012/captured_packets_P003_S012.pcap,pcap,anonymized,983956076,94a16be9b9fb34b59ed8c7a71449de48c7eb8dc0e542959d2ab003039f20ba53
134
+ P003,S012,participant_P003/session_S012/hardware_info_P003_S012.json,hardware,written,2236,abf2d815d2de4c9ce983341869616a473af06975055f4f05001c2a451896ecc9
135
+ P003,S012,participant_P003/session_S012/keyboard_P003_S012.csv,keyboard_csv,written,1952621,92a8c2fe508c56682d36f3d5989d911ca7f0ab669bba6075588f096223ea6669
136
+ P003,S012,participant_P003/session_S012/mouse_P003_S012.csv,mouse_csv,written,416218793,c59b9d1ff1f609f3da38a2c305118a7fc134d7875db3a413d3a17095f6755f01
137
+ P003,S012,participant_P003/session_S012/screen_record_P003_S012.mp4,video,copied_unredacted,15485175832,1023982f1333f75a78461811e02937ce84e5de1a3662ddc031a5edff4ece8e55
138
+ P003,S013,participant_P003/session_S013/captured_packets_P003_S013.pcap,pcap,anonymized,337800060,f4fbefe44823c58892a33ddf8d1d3cb77acf6725f1c586e5c5d73e30c2c014c2
139
+ P003,S013,participant_P003/session_S013/hardware_info_P003_S013.json,hardware,written,1920,f1965a5c4832fa6d389cb5dd1d6338cb7b3aa22e7c061407691105531fd7c1e5
140
+ P003,S013,participant_P003/session_S013/keyboard_P003_S013.csv,keyboard_csv,written,332974,9c5cd0b04e827fe383832d64a769ba244d1da6c862e76da8d6feda582398d77b
141
+ P003,S013,participant_P003/session_S013/mouse_P003_S013.csv,mouse_csv,written,76424250,273af3b1511b7a77d4b1fc23b232b7693056cb6821a6cdb98ce2827835a295d3
142
+ P003,S013,participant_P003/session_S013/screen_record_P003_S013.mp4,video,copied_unredacted,2635842492,04152bf0650702bb3addc51debc437f097d3e248fd18e8de44c1bd45294de63b
143
+ P003,S014,participant_P003/session_S014/captured_packets_P003_S014.pcap,pcap,anonymized,77939115,8d4da87aff45b8546641c64b57125e461d9e1060a83156192d74032bb11202b9
144
+ P003,S014,participant_P003/session_S014/hardware_info_P003_S014.json,hardware,written,2326,93409faf67d1772abf5828848be6c63a2a180937a555e03843c4460a310ad708
145
+ P003,S014,participant_P003/session_S014/keyboard_P003_S014.csv,keyboard_csv,written,1174,67bbf0fb99e787fdbae6a01c1b652b600f2c072ecf54363ac980cc92fb79eb34
146
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147
+ P003,S014,participant_P003/session_S014/screen_record_P003_S014.mp4,video,copied_unredacted,26347417,e7e599bf02ee39a0c694e072b15c4ee854cc9ccda5ed523cced3d25d7b8b87f2
148
+ P003,S015,participant_P003/session_S015/captured_packets_P003_S015.pcap,pcap,anonymized,417046,951b3ba0a6d0cbcfdddac69ab4d026cb8342c36e331420d26e8099ba866612b4
149
+ P003,S015,participant_P003/session_S015/hardware_info_P003_S015.json,hardware,written,1571,031e59aed61f83989e827db758c784d012c074315b6e690f986ec89b257544aa
150
+ P003,S015,participant_P003/session_S015/keyboard_P003_S015.csv,keyboard_csv,written,210,f90a973c3fac5c756c66f2efdf41e5b4e3503b0f4a11842eb26099297ba8f730
151
+ P003,S015,participant_P003/session_S015/mouse_P003_S015.csv,mouse_csv,written,196313,3534da383a750f12371d19c115c087fc8a10516f8f07a8cc73c80f12b69f1a21
152
+ P003,S015,participant_P003/session_S015/screen_record_P003_S015.mp4,video,copied_unredacted,1510955,53f86d324e07180d3750bf10025f694c9f97ccf2a78a11d9d3fdb714eca42cce
153
+ P003,S016,participant_P003/session_S016/captured_packets_P003_S016.pcap,pcap,anonymized,719724100,73333b7494d5d465536fc7d458bf82751565e6ba96800fefbaf8790ec4e08ca9
154
+ P003,S016,participant_P003/session_S016/hardware_info_P003_S016.json,hardware,written,2236,e2b6896d24aed2f37ec3b0c423c82df7ef75db5f59bad3fb04abaad6d4ff80f5
155
+ P003,S016,participant_P003/session_S016/keyboard_P003_S016.csv,keyboard_csv,written,2342532,897194c1b1095b8426b7e405709dbb7fd5a43dc5cc2d9dca1746d5b5401048bb
156
+ P003,S016,participant_P003/session_S016/mouse_P003_S016.csv,mouse_csv,written,587950727,864e3f5893ab4a89d2e90b059d1d8ace49df780b9f0d8167795231ea3ff42123
157
+ P003,S016,participant_P003/session_S016/screen_record_P003_S016.mp4,video,copied_unredacted,19110277539,b662b2fcba3a0b6e7acd02d733cf27420c73175c3dc57c231961ae7b8e072d35
158
+ P003,S017,participant_P003/session_S017/captured_packets_P003_S017.pcap,pcap,anonymized,1133940895,15edfd3b59ae1823b31a7be6d31826c5a8ce96a915dbbf84fcf12ac4d1eff546
159
+ P003,S017,participant_P003/session_S017/hardware_info_P003_S017.json,hardware,written,2236,72cf2b202e8de25a71629400f80b5897abad452ad3eb19f287d49f5cf776153a
160
+ P003,S017,participant_P003/session_S017/keyboard_P003_S017.csv,keyboard_csv,written,3390317,239a2210ca1b6e1029bf2dfbeacac92477b8d838fb6791a7a9d720271004724f
161
+ P003,S017,participant_P003/session_S017/mouse_P003_S017.csv,mouse_csv,written,865259537,c6bd86c9bbe50e801c7ce2f26e1b55bf786df44feba2ad47a2d2fc368b99896f
162
+ P003,S018,participant_P003/session_S018/captured_packets_P003_S018.pcap,pcap,anonymized,2514044700,934ac0f7f73b464b91b2443e93c1c7f8f48f6aa7bdcc177f445c33d5534e9966
163
+ P003,S018,participant_P003/session_S018/hardware_info_P003_S018.json,hardware,written,2236,1c255111ab7891d35764b53f673ec6c0107a5e3ecddc17fda30062d817af2022
164
+ P003,S018,participant_P003/session_S018/keyboard_P003_S018.csv,keyboard_csv,written,5100672,5dd55f3d7826cb102c06c09388fd304b9fa1e8ac32143408844fcc2971cf0406
165
+ P003,S018,participant_P003/session_S018/mouse_P003_S018.csv,mouse_csv,written,1094608036,62f37ad0bfdbe79f898017f9332a1777cce0673ceb0a53b8228c4cd10c516db9
166
+ P003,S018,participant_P003/session_S018/screen_record_P003_S018.mp4,video,copied_unredacted,40669169029,a2a505f8886f6f2a490de9d1da9651088fa32b28518022de8371dbf77fa5349d
167
+ P003,S019,participant_P003/session_S019/captured_packets_P003_S019.pcap,pcap,anonymized,527237019,19c748a9d653e6de2a5754e753726773ae4727b0e3164779ab5110b46a3f391a
168
+ P003,S019,participant_P003/session_S019/hardware_info_P003_S019.json,hardware,written,2236,4e3b2cb883a05aac1651b9c05f243fb2545c39477e67405b93e17dfea4ae911d
169
+ P003,S019,participant_P003/session_S019/keyboard_P003_S019.csv,keyboard_csv,written,1908529,2e7320e9f4e20639049106674754fd64a20c85a8e47192e2fb79d71f98df42c9
170
+ P003,S019,participant_P003/session_S019/mouse_P003_S019.csv,mouse_csv,written,407622494,0b8e32291aa23acc82e21675ade0ed7c652fddc788266c78cd516b6e0750cee6
171
+ P003,S019,participant_P003/session_S019/screen_record_P003_S019.mp4,video,copied_unredacted,14284554647,f10cabbcd009aec909b5798d5e2d0c5347afc696a5155241b4cd1ee0a1cb110c
172
+ P004,S001,participant_P004/session_S001/captured_packets_P004_S001.pcap,pcap,anonymized,40066783,051572301cb011f2349ee0e21dbc54e588801dc74acb53e5639a019d409bbc1e
173
+ P004,S001,participant_P004/session_S001/hardware_info_P004_S001.json,hardware,written,1571,49726a171103aed7559788b7b2404d7ee9f71082374af59a7105db698f66d0f4
174
+ P004,S001,,keyboard_csv,omitted_match_csv,0,
175
+ P004,S001,participant_P004/session_S001/keyboard_P004_S001.csv,keyboard_csv,written,146983,4b0e2d726616525ec2aea75f0078575fc920cb93a0c5d5017a282a6e6dbbef6a
176
+ P004,S001,,mouse_csv,omitted_match_csv,0,
177
+ P004,S001,participant_P004/session_S001/mouse_P004_S001.csv,mouse_csv,written,42555496,6fef78074c06583f73c45caf7e6e166619b260a316d711326357460fa1fc11e4
178
+ P004,S001,participant_P004/session_S001/screen_record_P004_S001.mp4,video,copied_unredacted,2255690611,eb87557edf38e2a26682e922a94fb48b4d217555a91fda7be30816517688a40a
179
+ P005,S001,participant_P005/session_S001/captured_packets_P005_S001.pcap,pcap,anonymized,375706913,fdcd0aa5f044d114af2e6daf5de35e7cb5b1f1a57bf02aa4c1790640df480649
180
+ P005,S001,participant_P005/session_S001/hardware_info_P005_S001.json,hardware,written,2098,ec3ac8a17f585edfe7b493f9f3d987e3ae0fafaec3ff6a0d1ec13c08438474d1
181
+ P005,S001,,keyboard_csv,omitted_match_csv,0,
182
+ P005,S001,,keyboard_csv,omitted_match_csv,0,
183
+ P005,S001,,keyboard_csv,omitted_match_csv,0,
184
+ P005,S001,participant_P005/session_S001/keyboard_P005_S001.csv,keyboard_csv,written,578755,b3057e5c1807e4e95faa7affff8604f50e5797b3d91ceed58cce12de86e870c7
185
+ P005,S001,,mouse_csv,omitted_match_csv,0,
186
+ P005,S001,,mouse_csv,omitted_match_csv,0,
187
+ P005,S001,,mouse_csv,omitted_match_csv,0,
188
+ P005,S001,participant_P005/session_S001/mouse_P005_S001.csv,mouse_csv,written,174380870,46a63d00abb47d3606b11f76096067f518a86271f2cf58c993b66913d3be1403
189
+ P005,S001,participant_P005/session_S001/screen_record_P005_S001.mp4,video,copied_unredacted,7229702129,b5f7b359e0cbefa51c227c4bbc946e37e913cc498ce0fb44cd4aa25d4a691347
190
+ P006,S001,participant_P006/session_S001/captured_packets_P006_S001.pcap,pcap,anonymized,258477561,41791a248886ff472448cfc158ced561d08990d070db57ab72faa6da55a80c5e
191
+ P006,S001,participant_P006/session_S001/captured_packets_P006_S001_part02.pcap,pcap,anonymized,43838371,fb942d6797539ebd3d8acb5c8d55b0c94921ba073aacfdddc54e04cc71eab73e
192
+ P006,S001,participant_P006/session_S001/hardware_info_P006_S001.json,hardware,written,3830,d81d80b712494821b9714135ec9537551fb1b91dd5be83cd2869115b7c4b7e24
193
+ P006,S001,participant_P006/session_S001/keyboard_P006_S001.csv,keyboard_csv,written,556044,a99034b3acb9452a56087305b7c16178ad0179bee560192fdff545f29901b738
194
+ P006,S001,,keyboard_csv,omitted_match_csv,0,
195
+ P006,S001,participant_P006/session_S001/keyboard_P006_S001_part02.csv,keyboard_csv,written,87522,11d012f2c6c4ce4473dcfcf83768698ceead423ca55b5124e3c310d8e7a5bc0c
196
+ P006,S001,participant_P006/session_S001/mouse_P006_S001.csv,mouse_csv,written,33457366,754515326f123473b1163843576cc22eba3c721217fb764a9905bf62a0391b97
197
+ P006,S001,,mouse_csv,omitted_match_csv,0,
198
+ P006,S001,participant_P006/session_S001/mouse_P006_S001_part02.csv,mouse_csv,written,6390379,c78fe3efff8124cbebc183d38f634d39ef4b0d88a54ddcf63592ebfd0e549432
199
+ P006,S001,participant_P006/session_S001/screen_record_P006_S001.mp4,video,copied_unredacted,1373063046,350a294d158c8564090856120208cd23dd739c00a81142d3b21706c82e48a792
200
+ P006,S002,participant_P006/session_S002/captured_packets_P006_S002.pcap,pcap,anonymized,16432157,8834f2d9e1221ab5e3c21f43dd749c8060bb310bef0074a843bc14603ce94edd
201
+ P006,S002,participant_P006/session_S002/hardware_info_P006_S002.json,hardware,written,1671,8666c350a57f448fb4ef78e8e540d2d0b61da1444cb96d81bab8af820870a999
202
+ P006,S002,,keyboard_csv,omitted_match_csv,0,
203
+ P006,S002,participant_P006/session_S002/keyboard_P006_S002.csv,keyboard_csv,written,502070,54e9d609b3e6d274936834207c995121d1cb7dc178450a7f40858633488c0aae
204
+ P006,S002,,mouse_csv,omitted_match_csv,0,
205
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290
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294
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321
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322
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323
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324
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325
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329
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330
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331
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333
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382
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400
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459
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557
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+ P028,S019,participant_P028/session_S019/captured_packets_P028_S019.pcap,pcap,anonymized,12555983,2337ce7e96d2e9a0fff5220cb4d9801f9e42c4f9cd0c5bd2a8d1c374dba3c290
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561
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+ P028,S020,participant_P028/session_S020/captured_packets_P028_S020.pcap,pcap,anonymized,24594128,c6a4c40151c78eb4f77ce9b1c8a3f87ea345348372edf3fe811693152a54e3a5
564
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+ P028,S020,participant_P028/session_S020/screen_record_P028_S020.mp4,video,copied_unredacted,2382597977,c028f41dd7a123e29df35a5216966953510fb8d7e603c3729f1fff30217f16bc
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+ P028,S021,participant_P028/session_S021/hardware_info_P028_S021.json,hardware,written,1661,bfbac49b33725d31f0395545f313b8ccc4a00b7d6aceaae291ccbaf2700a9abc
570
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571
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572
+ P028,S021,participant_P028/session_S021/keyboard_P028_S021.csv,keyboard_csv,written,110695,3baafa42274b2c0553b00f629f4f03ad9aee78524acd6e4de518b3bc3b9169a1
573
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575
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576
+ P028,S021,participant_P028/session_S021/screen_record_P028_S021.mp4,video,copied_unredacted,1074951424,8be8382cec3168099c4be1d9d51c32de1fcc17ba3a3c671934094d3c510fc0f8
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585
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586
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+ Start Time,Release Time,Key,Elapsed Start Time,Elapsed Release Time,Duration,Polling Rate,Consecutive Keys,participant_id,session_id
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723
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724
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725
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726
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727
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728
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729
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730
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731
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732
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733
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734
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735
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736
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737
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738
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739
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740
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741
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742
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743
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744
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745
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746
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747
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748
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749
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750
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751
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752
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753
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754
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755
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756
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757
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758
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759
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760
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761
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762
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763
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764
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765
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766
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767
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768
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769
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770
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771
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772
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773
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774
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775
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776
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777
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778
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779
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780
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781
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782
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783
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784
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785
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786
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787
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788
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789
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790
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791
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792
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793
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794
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795
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796
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797
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798
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799
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800
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801
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802
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804
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805
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810
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811
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812
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813
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814
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815
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816
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817
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818
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819
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820
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821
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822
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823
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824
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825
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826
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827
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828
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829
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830
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831
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832
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833
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834
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835
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836
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837
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838
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839
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840
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841
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842
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843
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844
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845
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846
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847
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848
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849
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850
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851
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852
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853
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854
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855
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856
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857
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858
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859
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860
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861
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862
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863
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864
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865
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866
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867
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868
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869
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870
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871
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872
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873
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874
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875
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876
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877
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878
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879
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880
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881
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882
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883
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884
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885
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886
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887
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888
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889
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890
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891
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892
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893
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894
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895
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896
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897
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898
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899
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900
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901
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902
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903
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904
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905
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906
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907
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908
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909
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910
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911
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912
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913
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914
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915
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916
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917
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918
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919
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920
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921
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922
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923
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924
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925
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926
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927
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928
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929
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930
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931
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932
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933
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934
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935
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936
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937
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938
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939
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940
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941
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942
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943
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944
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945
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946
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947
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948
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949
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950
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951
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952
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953
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954
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955
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956
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957
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958
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959
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960
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961
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962
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963
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964
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965
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966
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967
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968
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969
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970
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971
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972
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973
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974
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975
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976
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977
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978
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979
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980
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981
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982
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983
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984
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985
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986
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987
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988
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989
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990
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991
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992
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993
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994
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995
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996
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997
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998
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999
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1000
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1001
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1002
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