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Upload dataset - Session upload_1761989119

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Files changed (6) hide show
  1. README.md +214 -182
  2. metadata.json +483 -447
  3. train.csv +2 -2
  4. train.jsonl +2 -2
  5. train.parquet +2 -2
  6. upload_manifest.json +3 -3
README.md CHANGED
@@ -2,6 +2,7 @@
2
  language:
3
  - en
4
  task_categories:
 
5
  - other
6
  task_ids:
7
  - tabular-multi-class-classification
@@ -15,50 +16,69 @@ license: bsd-3-clause
15
  tags:
16
  - cybersecurity
17
  - honeypot
18
- - threat-intelligence
 
 
 
 
 
 
19
  multilinguality:
20
  - monolingual
21
  annotations_creators:
22
  - machine-generated
 
23
  dataset_info:
24
  features:
25
- - name: dest_port
26
- dtype: int64
27
- - name: subject
28
  dtype: string
29
- - name: type
 
 
 
 
 
 
30
  dtype: string
31
  - name: dest_ip
32
  dtype: string
33
- - name: honeypot_ip_ext
34
  dtype: string
35
  - name: src_port
36
  dtype: string
37
- - name: os
38
- dtype: string
39
- - name: '@timestamp'
40
  dtype: string
41
- - name: dist
42
  dtype: string
43
- - name: host
44
  dtype: string
45
  - name: src_ip
46
  dtype: string
47
- - name: honeypot_ip_int
48
  dtype: string
49
- - name: mod
50
  dtype: string
51
- - name: '@version'
52
  dtype: string
53
- - name: honeypot_hostname
54
  dtype: string
55
- - name: geoip_ext
56
  dtype: string
57
- - name: params
58
  dtype: string
59
- - name: raw_sig
60
  dtype: string
61
- - name: geoip
 
 
 
 
 
 
 
 
 
 
62
  dtype: string
63
  - name: mitre_techniques
64
  dtype: string
@@ -76,179 +96,163 @@ dataset_info:
76
  dtype: string
77
  - name: primary_label
78
  dtype: string
79
- - name: flow_id
80
  dtype: string
81
- - name: metadata
82
  dtype: string
83
- - name: pkt_src
84
  dtype: string
85
- - name: rdp
86
  dtype: string
87
- - name: proto
88
  dtype: string
89
- - name: tags
90
  dtype: string
91
- - name: in_iface
92
  dtype: string
93
- - name: event_type
94
  dtype: string
95
- - name: timestamp
96
  dtype: string
97
- - name: alert
 
 
98
  dtype: string
99
  - name: app_proto
100
  dtype: string
101
- - name: flow
102
  dtype: string
103
- - name: direction
104
  dtype: string
105
  - name: payload
106
  dtype: string
107
- - name: stream
108
  dtype: string
109
  - name: tx_guessed
110
  dtype: string
111
  - name: tx_id
112
  dtype: string
113
- - name: payload_printable
114
- dtype: string
115
- - name: fatt_ssh
116
  dtype: string
117
- - name: protocol
118
  dtype: string
119
- - name: link
120
  dtype: string
121
  - name: raw_mtu
122
  dtype: string
123
- - name: ssh
124
  dtype: string
125
- - name: app_proto_tc
126
  dtype: string
127
- - name: proxy_connection
128
  dtype: string
129
  - name: download_count
130
  dtype: string
131
- - name: is_virtual
132
  dtype: string
133
- - name: download_tries
134
  dtype: string
135
- - name: operation_mode
136
  dtype: string
137
  - name: attack_connection
138
  dtype: string
139
- - name: ip_rep
140
  dtype: string
141
  - name: start_time
142
  dtype: string
143
  - name: end_time
144
  dtype: string
145
- - name: downloads
146
- dtype: string
147
- - name: tcp
148
- dtype: string
149
- - name: uptime
150
- dtype: string
151
- - name: raw_freq
152
  dtype: string
153
- - name: mstshash
154
  dtype: string
155
- - name: action
156
  dtype: string
157
- - name: data
158
  dtype: string
159
  - name: anomaly
160
  dtype: string
161
- - name: lang
162
  dtype: string
163
- - name: app
164
  dtype: string
165
- - name: smb
166
  dtype: string
167
- - name: fatt_tls
168
  dtype: string
169
- - name: message
170
  dtype: string
171
- - name: fatt_rdp
172
- dtype: string
173
- - name: tls
174
  dtype: string
175
- - name: reason
176
  dtype: string
177
- - name: raw_hits
178
  dtype: string
179
- - name: level
180
  dtype: string
181
- - name: service
182
  dtype: string
183
- - name: status
184
  dtype: string
185
- - name: output
186
  dtype: string
187
- - name: input
188
  dtype: string
189
- - name: username
190
  dtype: string
191
- - name: environ
192
  dtype: string
193
  - name: session
194
  dtype: string
195
- - name: msg
196
- dtype: string
197
- - name: session_duration
198
- dtype: float64
199
- - name: client_version
200
  dtype: string
201
- - name: password
202
- dtype: string
203
- - name: client
204
  dtype: string
205
- - name: http
206
  dtype: string
207
- - name: smtp
208
  dtype: string
209
- - name: fileinfo
210
  dtype: string
211
  - name: sensorName
212
  dtype: string
213
- - name: response.headers.Server
214
- dtype: string
215
- - name: request.bodySha256
216
- dtype: string
217
- - name: response.metadata.model
218
  dtype: string
219
  - name: response.metadata.generationSource
220
  dtype: string
221
- - name: request.headers.Accept-Encoding
222
  dtype: string
223
- - name: request.headers.sorted
224
  dtype: string
225
- - name: request.userAgent
226
  dtype: string
227
- - name: response.body
228
  dtype: string
229
- - name: request.body
230
  dtype: string
231
- - name: request.requestURI
232
  dtype: string
233
- - name: hostname
234
  dtype: string
235
- - name: response.metadata.temperature
236
  dtype: string
237
- - name: response.headers.Content-Type
 
 
238
  dtype: string
239
- - name: request.headers.Accept
240
  dtype: string
241
- - name: request.method
242
  dtype: string
243
- - name: request.headers.User-Agent
244
  dtype: string
245
- - name: request.protocol
246
  dtype: string
247
- - name: request.headers.sortedSha256
248
  dtype: string
249
- - name: response.metadata.provider
250
  dtype: string
251
- - name: fatt_http
252
  dtype: string
253
  - name: eventid
254
  dtype: string
@@ -256,138 +260,166 @@ dataset_info:
256
  dtype: string
257
  - name: files
258
  dtype: string
259
- - name: shasum
260
  dtype: string
261
- - name: outfile
262
  dtype: string
263
- - name: filename
264
  dtype: string
265
- - name: src_url
266
  dtype: string
267
  - name: ftp
268
  dtype: string
269
- - name: icmp_type
270
  dtype: string
271
- - name: icmp_code
272
  dtype: string
273
- - name: mqtt
274
  dtype: string
275
- - name: pgsql
276
  dtype: string
277
- - name: request.headers.Connection
278
  dtype: string
279
- - name: duration
280
  dtype: string
281
- - name: response.headers.Connection
282
  dtype: string
283
- - name: request.headers.X-Support-Http-Auth
284
  dtype: string
285
- - name: request.headers.X-Transcend-Version
286
  dtype: string
287
- - name: request.headers.Content-Type
288
  dtype: string
289
- - name: request.headers.Accept-Language
290
  dtype: string
291
- - name: request.headers.X-Requested-With
292
  dtype: string
293
- - name: dcerpc
294
  dtype: string
295
- - name: app_proto_ts
296
  dtype: string
297
- - name: request.headers.Content-Length
298
  dtype: string
299
- - name: response.headers.X-Powered-By
300
  dtype: string
301
- - name: request.headers.Accept-Charset
302
  dtype: string
303
- - name: public_ip
304
  dtype: string
305
- - name: response
306
  dtype: string
307
- - name: request
308
  dtype: string
309
- - name: data_type
310
  dtype: string
311
- - name: sensorid
312
  dtype: string
313
- - name: id
 
 
 
 
 
 
 
 
 
 
 
 
314
  dtype: string
315
  - name: request.headers.Origin
316
  dtype: string
317
- - name: request.headers.Upgrade-Insecure-Requests
318
  dtype: string
319
- - name: app_name
320
  dtype: string
321
- - name: transport_type
322
  dtype: string
323
- - name: sip_user_agent
324
  dtype: string
325
- - name: sip_method
326
  dtype: string
327
- - name: created_by_node_id
328
  dtype: string
329
- - name: called_number
330
  dtype: string
331
- - name: app_version
332
  dtype: string
333
- - name: sip_message
334
  dtype: string
335
- - name: event_uuid
336
  dtype: string
337
- - name: collected_method
338
  dtype: string
339
- - name: fileinfo.state
340
  dtype: string
341
- - name: http.http_method
342
  dtype: string
343
- - name: fileinfo.filename
344
  dtype: string
345
- - name: user-agent_browser
346
  dtype: string
347
- - name: trapped
348
  dtype: string
349
- - name: user-agent
350
  dtype: string
351
- - name: request_method
352
  dtype: string
353
- - name: request_uri
354
  dtype: string
355
- - name: header_connection
356
  dtype: string
357
- - name: user-agent_os
358
  dtype: string
359
- - name: request.headers.Cache-Control
360
  dtype: string
361
- - name: request.headers.Pragma
362
  dtype: string
363
- - name: user-agent_browser_version
364
  dtype: string
365
- - name: header_user-agent
366
  dtype: string
367
- - name: header_accept-encoding
368
  dtype: string
369
- - name: header_accept
370
  dtype: string
371
- - name: header_content-type
372
  dtype: string
373
- - name: user-agent_device_model
374
  dtype: string
375
- - name: user-agent_device_brand
376
  dtype: string
377
- - name: user-agent_os_version
378
  dtype: string
379
- - name: request.headers.Keep-Alive
380
  dtype: string
381
- - name: trapped_for
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
382
  dtype: string
383
  - name: commands
384
  dtype: string
385
  splits:
386
  - name: train
387
- num_bytes: 2595980618
388
- num_examples: 228598
389
- download_size: 2595980618
390
- dataset_size: 2595980618
391
  config_name: default
392
  ---
393
 
@@ -464,50 +496,50 @@ print(f"Malicious events: {malicious_count}/{len(train_data)} ({malicious_count/
464
 
465
  ## Data Fields
466
 
467
- The dataset contains 180 features across several categories:
468
 
469
  ### Network Features
470
- - `dest_port`: Network-related information
 
 
471
  - `dest_ip`: Network-related information
472
- - `honeypot_ip_ext`: Network-related information
473
  - `src_port`: Network-related information
474
- - `src_ip`: Network-related information
475
- - ... and 14 more network features
476
 
477
  ### Behavioral Features
478
- - `username`: Behavioral analysis data
 
479
  - `session`: Behavioral analysis data
 
480
  - `session_duration`: Behavioral analysis data
481
- - `request.userAgent`: Behavioral analysis data
482
- - `request.headers.User-Agent`: Behavioral analysis data
483
- - ... and 11 more behavioral features
484
 
485
  ### Temporal Features
486
  - `@timestamp`: Time-based information
487
  - `timestamp`: Time-based information
 
488
  - `start_time`: Time-based information
489
  - `end_time`: Time-based information
490
- - `uptime`: Time-based information
491
- - ... and 2 more temporal features
492
 
493
  ### Security Features
 
494
  - `mitre_techniques`: Security and threat intelligence
495
  - `attack_vectors`: Security and threat intelligence
496
  - `mitre_tactic`: Security and threat intelligence
497
  - `mitre_technique`: Security and threat intelligence
498
- - `is_malicious`: Security and threat intelligence
499
  - ... and 2 more security features
500
 
501
  ## Data Splits
502
 
503
  | Split | Examples |
504
  |-------|----------|
505
- | train | 228,598 |
506
 
507
  ## Dataset Statistics
508
 
509
- - **Total size**: ~2475.7 MB
510
- - **Average record size**: ~11356 bytes
511
  - **Feature completeness**: 100.0%
512
 
513
  ## Ethical Considerations
 
2
  language:
3
  - en
4
  task_categories:
5
+ - tabular-classification
6
  - other
7
  task_ids:
8
  - tabular-multi-class-classification
 
16
  tags:
17
  - cybersecurity
18
  - honeypot
19
+ - threat-detection
20
+ - network-security
21
+ - intrusion-detection
22
+ - tabular
23
+ - security
24
+ - anomaly-detection
25
+ - classification
26
  multilinguality:
27
  - monolingual
28
  annotations_creators:
29
  - machine-generated
30
+ paperswithcode_id: null
31
  dataset_info:
32
  features:
33
+ - name: honeypot_ip_int
 
 
34
  dtype: string
35
+ - name: flow
36
+ dtype: string
37
+ - name: payload_printable
38
+ dtype: string
39
+ - name: pkt_src
40
+ dtype: string
41
+ - name: geoip_ext
42
  dtype: string
43
  - name: dest_ip
44
  dtype: string
45
+ - name: "@timestamp"
46
  dtype: string
47
  - name: src_port
48
  dtype: string
49
+ - name: direction
 
 
50
  dtype: string
51
+ - name: alert
52
  dtype: string
53
+ - name: type
54
  dtype: string
55
  - name: src_ip
56
  dtype: string
57
+ - name: geoip
58
  dtype: string
59
+ - name: proto
60
  dtype: string
61
+ - name: "@version"
62
  dtype: string
63
+ - name: ip_rep
64
  dtype: string
65
+ - name: timestamp
66
  dtype: string
67
+ - name: in_iface
68
  dtype: string
69
+ - name: host
70
  dtype: string
71
+ - name: honeypot_ip_ext
72
+ dtype: string
73
+ - name: event_type
74
+ dtype: string
75
+ - name: honeypot_hostname
76
+ dtype: string
77
+ - name: dest_port
78
+ dtype: int64
79
+ - name: stream
80
+ dtype: string
81
+ - name: flow_id
82
  dtype: string
83
  - name: mitre_techniques
84
  dtype: string
 
96
  dtype: string
97
  - name: primary_label
98
  dtype: string
99
+ - name: data
100
  dtype: string
101
+ - name: action
102
  dtype: string
103
+ - name: protocol
104
  dtype: string
105
+ - name: mstshash
106
  dtype: string
107
+ - name: mod
108
  dtype: string
109
+ - name: os
110
  dtype: string
111
+ - name: dist
112
  dtype: string
113
+ - name: subject
114
  dtype: string
115
+ - name: raw_sig
116
  dtype: string
117
+ - name: params
118
+ dtype: string
119
+ - name: metadata
120
  dtype: string
121
  - name: app_proto
122
  dtype: string
123
+ - name: tags
124
  dtype: string
125
+ - name: tcp
126
  dtype: string
127
  - name: payload
128
  dtype: string
129
+ - name: rdp
130
  dtype: string
131
  - name: tx_guessed
132
  dtype: string
133
  - name: tx_id
134
  dtype: string
135
+ - name: fatt_rdp
 
 
136
  dtype: string
137
+ - name: raw_freq
138
  dtype: string
139
+ - name: uptime
140
  dtype: string
141
  - name: raw_mtu
142
  dtype: string
143
+ - name: link
144
  dtype: string
145
+ - name: fatt_ssh
146
  dtype: string
147
+ - name: app_proto_tc
148
  dtype: string
149
  - name: download_count
150
  dtype: string
151
+ - name: proxy_connection
152
  dtype: string
153
+ - name: downloads
154
  dtype: string
155
+ - name: is_virtual
156
  dtype: string
157
  - name: attack_connection
158
  dtype: string
159
+ - name: operation_mode
160
  dtype: string
161
  - name: start_time
162
  dtype: string
163
  - name: end_time
164
  dtype: string
165
+ - name: download_tries
 
 
 
 
 
 
166
  dtype: string
167
+ - name: reason
168
  dtype: string
169
+ - name: raw_hits
170
  dtype: string
171
+ - name: tls
172
  dtype: string
173
  - name: anomaly
174
  dtype: string
175
+ - name: ssh
176
  dtype: string
177
+ - name: response.headers.Server
178
  dtype: string
179
+ - name: request.protocol
180
  dtype: string
181
+ - name: level
182
  dtype: string
183
+ - name: "request.headers.X-Csrftoken"
184
  dtype: string
185
+ - name: request.headers.Connection
 
 
186
  dtype: string
187
+ - name: response.metadata.temperature
188
  dtype: string
189
+ - name: request.headers.sortedSha256
190
  dtype: string
191
+ - name: "request.headers.User-Agent"
192
  dtype: string
193
+ - name: request.bodySha256
194
  dtype: string
195
+ - name: request.userAgent
196
  dtype: string
197
+ - name: request.method
198
  dtype: string
199
+ - name: request.headers.sorted
200
  dtype: string
201
+ - name: response.metadata.model
202
  dtype: string
203
+ - name: request.body
204
  dtype: string
205
  - name: session
206
  dtype: string
207
+ - name: "response.headers.Content-Type"
 
 
 
 
208
  dtype: string
209
+ - name: msg
 
 
210
  dtype: string
211
+ - name: request.headers.Accept
212
  dtype: string
213
+ - name: request.requestURI
214
  dtype: string
215
+ - name: response.metadata.provider
216
  dtype: string
217
  - name: sensorName
218
  dtype: string
219
+ - name: hostname
 
 
 
 
220
  dtype: string
221
  - name: response.metadata.generationSource
222
  dtype: string
223
+ - name: response.body
224
  dtype: string
225
+ - name: input
226
  dtype: string
227
+ - name: message
228
  dtype: string
229
+ - name: output
230
  dtype: string
231
+ - name: service
232
  dtype: string
233
+ - name: username
234
  dtype: string
235
+ - name: status
236
  dtype: string
237
+ - name: environ
238
  dtype: string
239
+ - name: session_duration
240
+ dtype: float64
241
+ - name: fatt_tls
242
  dtype: string
243
+ - name: http
244
  dtype: string
245
+ - name: password
246
  dtype: string
247
+ - name: client
248
  dtype: string
249
+ - name: app
250
  dtype: string
251
+ - name: lang
252
  dtype: string
253
+ - name: fileinfo
254
  dtype: string
255
+ - name: client_version
256
  dtype: string
257
  - name: eventid
258
  dtype: string
 
260
  dtype: string
261
  - name: files
262
  dtype: string
263
+ - name: "request.headers.Content-Disposition"
264
  dtype: string
265
+ - name: "request.headers.Upgrade-Insecure-Requests"
266
  dtype: string
267
+ - name: "request.headers.X-Csrf-Token"
268
  dtype: string
269
+ - name: fatt_http
270
  dtype: string
271
  - name: ftp
272
  dtype: string
273
+ - name: smtp
274
  dtype: string
275
+ - name: smb
276
  dtype: string
277
+ - name: request
278
  dtype: string
279
+ - name: response
280
  dtype: string
281
+ - name: public_ip
282
  dtype: string
283
+ - name: data_type
284
  dtype: string
285
+ - name: id
286
  dtype: string
287
+ - name: sensorid
288
  dtype: string
289
+ - name: "request.headers.Accept-Encoding"
290
  dtype: string
291
+ - name: request.headers.Ip
292
  dtype: string
293
+ - name: request.headers.Hostname
294
  dtype: string
295
+ - name: mqtt
296
  dtype: string
297
+ - name: icmp_code
298
  dtype: string
299
+ - name: icmp_type
300
  dtype: string
301
+ - name: "request.headers.Content-Type"
302
  dtype: string
303
+ - name: "request.headers.X-Requested-With"
304
  dtype: string
305
+ - name: "request.headers.Accept-Language"
306
  dtype: string
307
+ - name: request.headers.Referer
308
  dtype: string
309
+ - name: "request.headers.X-Forwarded-For"
310
  dtype: string
311
+ - name: request.headers.Authorization
312
  dtype: string
313
+ - name: request.headers.Cookie
314
  dtype: string
315
+ - name: request.headers.Ipaddress
316
  dtype: string
317
+ - name: request.headers.Forwarded
318
+ dtype: string
319
+ - name: outfile
320
+ dtype: string
321
+ - name: filename
322
+ dtype: string
323
+ - name: src_url
324
+ dtype: string
325
+ - name: shasum
326
+ dtype: string
327
+ - name: request.headers.From
328
+ dtype: string
329
+ - name: duration
330
  dtype: string
331
  - name: request.headers.Origin
332
  dtype: string
333
+ - name: "request.headers.Max-Forwards"
334
  dtype: string
335
+ - name: request.headers.Pragma
336
  dtype: string
337
+ - name: "request.headers.X-Amz-Date"
338
  dtype: string
339
+ - name: "request.headers.Proxy-Authorization"
340
  dtype: string
341
+ - name: "request.headers.Content-Encoding"
342
  dtype: string
343
+ - name: request.headers.Range
344
  dtype: string
345
+ - name: "request.headers.X-Amz-Target"
346
  dtype: string
347
+ - name: request.headers.Username
348
  dtype: string
349
+ - name: "request.headers.Accept-Charset"
350
  dtype: string
351
+ - name: "request.headers.Qualys-Scan"
352
  dtype: string
353
+ - name: "request.headers.Accept-Datetime"
354
  dtype: string
355
+ - name: "request.headers.Content-Length"
356
  dtype: string
357
+ - name: request.headers.Date
358
  dtype: string
359
+ - name: "request.headers.X-Api-Version"
360
  dtype: string
361
+ - name: "request.headers.Access-Control-Request-Headers"
362
  dtype: string
363
+ - name: "request.headers.X-Xsrf-Token"
364
  dtype: string
365
+ - name: request.headers.Warning
366
  dtype: string
367
+ - name: "request.headers.X-Proxyuser-Ip"
368
  dtype: string
369
+ - name: request.headers.Te
370
  dtype: string
371
+ - name: request.headers.Dnt
372
  dtype: string
373
+ - name: app_proto_ts
374
  dtype: string
375
+ - name: "request.headers.Access-Control-Request-Method"
376
  dtype: string
377
+ - name: request.headers.Location
378
  dtype: string
379
+ - name: "request.headers.X-Druid-Comment"
380
  dtype: string
381
+ - name: request.headers.Authentication
382
  dtype: string
383
+ - name: "request.headers.X-Origin"
384
  dtype: string
385
+ - name: "response.headers.Strict-Transport-Security"
386
  dtype: string
387
+ - name: "response.headers.X-Frame-Options"
388
  dtype: string
389
+ - name: "request.headers.X-Support-Http-Auth"
390
  dtype: string
391
+ - name: "response.headers.X-Content-Type-Options"
392
  dtype: string
393
+ - name: "request.headers.X-Transcend-Version"
394
  dtype: string
395
+ - name: called_number
396
  dtype: string
397
+ - name: sip_user_agent
398
+ dtype: string
399
+ - name: app_version
400
+ dtype: string
401
+ - name: created_by_node_id
402
+ dtype: string
403
+ - name: sip_method
404
+ dtype: string
405
+ - name: sip_message
406
+ dtype: string
407
+ - name: collected_method
408
+ dtype: string
409
+ - name: app_name
410
+ dtype: string
411
+ - name: transport_type
412
+ dtype: string
413
+ - name: event_uuid
414
  dtype: string
415
  - name: commands
416
  dtype: string
417
  splits:
418
  - name: train
419
+ num_bytes: 2797862562
420
+ num_examples: 232040
421
+ download_size: 2797862562
422
+ dataset_size: 2797862562
423
  config_name: default
424
  ---
425
 
 
496
 
497
  ## Data Fields
498
 
499
+ The dataset contains 192 features across several categories:
500
 
501
  ### Network Features
502
+ - `honeypot_ip_int`: Network-related information
503
+ - `flow`: Network-related information
504
+ - `geoip_ext`: Network-related information
505
  - `dest_ip`: Network-related information
 
506
  - `src_port`: Network-related information
507
+ - ... and 18 more network features
 
508
 
509
  ### Behavioral Features
510
+ - `request.headers.User-Agent`: Behavioral analysis data
511
+ - `request.userAgent`: Behavioral analysis data
512
  - `session`: Behavioral analysis data
513
+ - `username`: Behavioral analysis data
514
  - `session_duration`: Behavioral analysis data
515
+ - ... and 8 more behavioral features
 
 
516
 
517
  ### Temporal Features
518
  - `@timestamp`: Time-based information
519
  - `timestamp`: Time-based information
520
+ - `uptime`: Time-based information
521
  - `start_time`: Time-based information
522
  - `end_time`: Time-based information
523
+ - ... and 5 more temporal features
 
524
 
525
  ### Security Features
526
+ - `alert`: Security and threat intelligence
527
  - `mitre_techniques`: Security and threat intelligence
528
  - `attack_vectors`: Security and threat intelligence
529
  - `mitre_tactic`: Security and threat intelligence
530
  - `mitre_technique`: Security and threat intelligence
 
531
  - ... and 2 more security features
532
 
533
  ## Data Splits
534
 
535
  | Split | Examples |
536
  |-------|----------|
537
+ | train | 232,040 |
538
 
539
  ## Dataset Statistics
540
 
541
+ - **Total size**: ~2668.2 MB
542
+ - **Average record size**: ~12058 bytes
543
  - **Feature completeness**: 100.0%
544
 
545
  ## Ethical Considerations
metadata.json CHANGED
@@ -3,43 +3,49 @@
3
  "name": "attacks-monthly",
4
  "version": "1.0.0",
5
  "description": "Cybersecurity dataset from honeypot infrastructure",
6
- "total_samples": 228598,
7
- "features": 180,
8
- "creation_timestamp": "2025-10-01T08:20:40.898829+00:00",
9
  "data_source": "Honeypot Infrastructure",
10
  "honeypot_types": {},
11
  "time_range": {
12
  "start": "",
13
- "end": "2025-09-30T23:59:59.704061+00:00"
14
  }
15
  },
16
  "statistics": {
17
  "total_events": 300000,
18
  "successful_extractions": 300000,
19
- "feature_extraction_time": 242.319197,
20
  "dataset_creation_time": 0,
21
  "quality_score": 0.0
22
  },
23
  "feature_schema": {
24
- "dest_port": "int64",
25
- "subject": "object",
26
- "type": "object",
 
 
27
  "dest_ip": "object",
28
- "honeypot_ip_ext": "object",
29
- "src_port": "object",
30
- "os": "object",
31
  "@timestamp": "object",
32
- "dist": "object",
33
- "host": "object",
 
 
34
  "src_ip": "object",
35
- "honeypot_ip_int": "object",
36
- "mod": "object",
37
  "@version": "object",
 
 
 
 
 
 
38
  "honeypot_hostname": "object",
39
- "geoip_ext": "object",
40
- "params": "object",
41
- "raw_sig": "object",
42
- "geoip": "object",
43
  "mitre_techniques": "object",
44
  "attack_vectors": "object",
45
  "mitre_tactic": "object",
@@ -48,181 +54,193 @@
48
  "is_malicious": "bool",
49
  "severity": "object",
50
  "primary_label": "object",
51
- "flow_id": "object",
 
 
 
 
 
 
 
 
 
52
  "metadata": "object",
53
- "pkt_src": "object",
54
- "rdp": "object",
55
- "proto": "object",
56
- "tags": "object",
57
- "in_iface": "object",
58
- "event_type": "object",
59
- "timestamp": "object",
60
- "alert": "object",
61
  "app_proto": "object",
62
- "flow": "object",
63
- "direction": "object",
64
  "payload": "object",
65
- "stream": "object",
66
  "tx_guessed": "object",
67
  "tx_id": "object",
68
- "payload_printable": "object",
69
- "fatt_ssh": "object",
70
- "protocol": "object",
71
- "link": "object",
72
  "raw_mtu": "object",
73
- "ssh": "object",
 
74
  "app_proto_tc": "object",
75
- "proxy_connection": "object",
76
  "download_count": "object",
 
 
77
  "is_virtual": "object",
78
- "download_tries": "object",
79
- "operation_mode": "object",
80
  "attack_connection": "object",
81
- "ip_rep": "object",
82
  "start_time": "object",
83
  "end_time": "object",
84
- "downloads": "object",
85
- "tcp": "object",
86
- "uptime": "object",
87
- "raw_freq": "object",
88
- "mstshash": "object",
89
- "action": "object",
90
- "data": "object",
91
- "anomaly": "object",
92
- "lang": "object",
93
- "app": "object",
94
- "smb": "object",
95
- "fatt_tls": "object",
96
- "message": "object",
97
- "fatt_rdp": "object",
98
- "tls": "object",
99
  "reason": "object",
100
  "raw_hits": "object",
 
 
 
 
 
101
  "level": "object",
102
- "service": "object",
103
- "status": "object",
104
- "output": "object",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
105
  "input": "object",
 
 
 
106
  "username": "object",
 
107
  "environ": "object",
108
- "session": "object",
109
- "msg": "object",
110
  "session_duration": "float64",
111
- "client_version": "object",
 
112
  "password": "object",
113
  "client": "object",
114
- "http": "object",
115
- "smtp": "object",
116
  "fileinfo": "object",
117
- "sensorName": "object",
118
- "response.headers.Server": "object",
119
- "request.bodySha256": "object",
120
- "response.metadata.model": "object",
121
- "response.metadata.generationSource": "object",
122
- "request.headers.Accept-Encoding": "object",
123
- "request.headers.sorted": "object",
124
- "request.userAgent": "object",
125
- "response.body": "object",
126
- "request.body": "object",
127
- "request.requestURI": "object",
128
- "hostname": "object",
129
- "response.metadata.temperature": "object",
130
- "response.headers.Content-Type": "object",
131
- "request.headers.Accept": "object",
132
- "request.method": "object",
133
- "request.headers.User-Agent": "object",
134
- "request.protocol": "object",
135
- "request.headers.sortedSha256": "object",
136
- "response.metadata.provider": "object",
137
- "fatt_http": "object",
138
  "eventid": "object",
139
  "sensor": "object",
140
  "files": "object",
141
- "shasum": "object",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
142
  "outfile": "object",
143
  "filename": "object",
144
  "src_url": "object",
145
- "ftp": "object",
146
- "icmp_type": "object",
147
- "icmp_code": "object",
148
- "mqtt": "object",
149
- "pgsql": "object",
150
- "request.headers.Connection": "object",
151
  "duration": "object",
152
- "response.headers.Connection": "object",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
153
  "request.headers.X-Support-Http-Auth": "object",
 
154
  "request.headers.X-Transcend-Version": "object",
155
- "request.headers.Content-Type": "object",
156
- "request.headers.Accept-Language": "object",
157
- "request.headers.X-Requested-With": "object",
158
- "dcerpc": "object",
159
- "app_proto_ts": "object",
160
- "request.headers.Content-Length": "object",
161
- "response.headers.X-Powered-By": "object",
162
- "request.headers.Accept-Charset": "object",
163
- "public_ip": "object",
164
- "response": "object",
165
- "request": "object",
166
- "data_type": "object",
167
- "sensorid": "object",
168
- "id": "object",
169
- "request.headers.Origin": "object",
170
- "request.headers.Upgrade-Insecure-Requests": "object",
171
- "app_name": "object",
172
- "transport_type": "object",
173
- "sip_user_agent": "object",
174
- "sip_method": "object",
175
- "created_by_node_id": "object",
176
  "called_number": "object",
 
177
  "app_version": "object",
 
 
178
  "sip_message": "object",
179
- "event_uuid": "object",
180
  "collected_method": "object",
181
- "fileinfo.state": "object",
182
- "http.http_method": "object",
183
- "fileinfo.filename": "object",
184
- "user-agent_browser": "object",
185
- "trapped": "object",
186
- "user-agent": "object",
187
- "request_method": "object",
188
- "request_uri": "object",
189
- "header_connection": "object",
190
- "user-agent_os": "object",
191
- "request.headers.Cache-Control": "object",
192
- "request.headers.Pragma": "object",
193
- "user-agent_browser_version": "object",
194
- "header_user-agent": "object",
195
- "header_accept-encoding": "object",
196
- "header_accept": "object",
197
- "header_content-type": "object",
198
- "user-agent_device_model": "object",
199
- "user-agent_device_brand": "object",
200
- "user-agent_os_version": "object",
201
- "request.headers.Keep-Alive": "object",
202
- "trapped_for": "object",
203
  "commands": "object"
204
  },
205
  "quality_metrics": {
206
  "completeness": {
207
- "dest_port": 1.0,
208
- "subject": 1.0,
209
- "type": 1.0,
 
 
210
  "dest_ip": 1.0,
211
- "honeypot_ip_ext": 1.0,
212
- "src_port": 1.0,
213
- "os": 1.0,
214
  "@timestamp": 1.0,
215
- "dist": 1.0,
216
- "host": 1.0,
 
 
217
  "src_ip": 1.0,
218
- "honeypot_ip_int": 1.0,
219
- "mod": 1.0,
220
  "@version": 1.0,
 
 
 
 
 
 
221
  "honeypot_hostname": 1.0,
222
- "geoip_ext": 1.0,
223
- "params": 1.0,
224
- "raw_sig": 1.0,
225
- "geoip": 1.0,
226
  "mitre_techniques": 1.0,
227
  "attack_vectors": 1.0,
228
  "mitre_tactic": 1.0,
@@ -231,341 +249,359 @@
231
  "is_malicious": 1.0,
232
  "severity": 1.0,
233
  "primary_label": 1.0,
234
- "flow_id": 1.0,
 
 
 
 
 
 
 
 
 
235
  "metadata": 1.0,
236
- "pkt_src": 1.0,
237
- "rdp": 1.0,
238
- "proto": 1.0,
239
- "tags": 1.0,
240
- "in_iface": 1.0,
241
- "event_type": 1.0,
242
- "timestamp": 1.0,
243
- "alert": 1.0,
244
  "app_proto": 1.0,
245
- "flow": 1.0,
246
- "direction": 1.0,
247
  "payload": 1.0,
248
- "stream": 1.0,
249
  "tx_guessed": 1.0,
250
  "tx_id": 1.0,
251
- "payload_printable": 1.0,
252
- "fatt_ssh": 1.0,
253
- "protocol": 1.0,
254
- "link": 1.0,
255
  "raw_mtu": 1.0,
256
- "ssh": 1.0,
 
257
  "app_proto_tc": 1.0,
258
- "proxy_connection": 1.0,
259
  "download_count": 1.0,
 
 
260
  "is_virtual": 1.0,
261
- "download_tries": 1.0,
262
- "operation_mode": 1.0,
263
  "attack_connection": 1.0,
264
- "ip_rep": 1.0,
265
  "start_time": 1.0,
266
  "end_time": 1.0,
267
- "downloads": 1.0,
268
- "tcp": 1.0,
269
- "uptime": 1.0,
270
- "raw_freq": 1.0,
271
- "mstshash": 1.0,
272
- "action": 1.0,
273
- "data": 1.0,
274
- "anomaly": 1.0,
275
- "lang": 1.0,
276
- "app": 1.0,
277
- "smb": 1.0,
278
- "fatt_tls": 1.0,
279
- "message": 1.0,
280
- "fatt_rdp": 1.0,
281
- "tls": 1.0,
282
  "reason": 1.0,
283
  "raw_hits": 1.0,
 
 
 
 
 
284
  "level": 1.0,
285
- "service": 1.0,
286
- "status": 1.0,
287
- "output": 1.0,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
288
  "input": 1.0,
 
 
 
289
  "username": 1.0,
 
290
  "environ": 1.0,
291
- "session": 1.0,
292
- "msg": 1.0,
293
  "session_duration": 1.0,
294
- "client_version": 1.0,
 
295
  "password": 1.0,
296
  "client": 1.0,
297
- "http": 1.0,
298
- "smtp": 1.0,
299
  "fileinfo": 1.0,
300
- "sensorName": 1.0,
301
- "response.headers.Server": 1.0,
302
- "request.bodySha256": 1.0,
303
- "response.metadata.model": 1.0,
304
- "response.metadata.generationSource": 1.0,
305
- "request.headers.Accept-Encoding": 1.0,
306
- "request.headers.sorted": 1.0,
307
- "request.userAgent": 1.0,
308
- "response.body": 1.0,
309
- "request.body": 1.0,
310
- "request.requestURI": 1.0,
311
- "hostname": 1.0,
312
- "response.metadata.temperature": 1.0,
313
- "response.headers.Content-Type": 1.0,
314
- "request.headers.Accept": 1.0,
315
- "request.method": 1.0,
316
- "request.headers.User-Agent": 1.0,
317
- "request.protocol": 1.0,
318
- "request.headers.sortedSha256": 1.0,
319
- "response.metadata.provider": 1.0,
320
- "fatt_http": 1.0,
321
  "eventid": 1.0,
322
  "sensor": 1.0,
323
  "files": 1.0,
324
- "shasum": 1.0,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
325
  "outfile": 1.0,
326
  "filename": 1.0,
327
  "src_url": 1.0,
328
- "ftp": 1.0,
329
- "icmp_type": 1.0,
330
- "icmp_code": 1.0,
331
- "mqtt": 1.0,
332
- "pgsql": 1.0,
333
- "request.headers.Connection": 1.0,
334
  "duration": 1.0,
335
- "response.headers.Connection": 1.0,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
336
  "request.headers.X-Support-Http-Auth": 1.0,
 
337
  "request.headers.X-Transcend-Version": 1.0,
338
- "request.headers.Content-Type": 1.0,
339
- "request.headers.Accept-Language": 1.0,
340
- "request.headers.X-Requested-With": 1.0,
341
- "dcerpc": 1.0,
342
- "app_proto_ts": 1.0,
343
- "request.headers.Content-Length": 1.0,
344
- "response.headers.X-Powered-By": 1.0,
345
- "request.headers.Accept-Charset": 1.0,
346
- "public_ip": 1.0,
347
- "response": 1.0,
348
- "request": 1.0,
349
- "data_type": 1.0,
350
- "sensorid": 1.0,
351
- "id": 1.0,
352
- "request.headers.Origin": 1.0,
353
- "request.headers.Upgrade-Insecure-Requests": 1.0,
354
- "app_name": 1.0,
355
- "transport_type": 1.0,
356
- "sip_user_agent": 1.0,
357
- "sip_method": 1.0,
358
- "created_by_node_id": 1.0,
359
  "called_number": 1.0,
 
360
  "app_version": 1.0,
 
 
361
  "sip_message": 1.0,
362
- "event_uuid": 1.0,
363
  "collected_method": 1.0,
364
- "fileinfo.state": 1.0,
365
- "http.http_method": 1.0,
366
- "fileinfo.filename": 1.0,
367
- "user-agent_browser": 1.0,
368
- "trapped": 1.0,
369
- "user-agent": 1.0,
370
- "request_method": 1.0,
371
- "request_uri": 1.0,
372
- "header_connection": 1.0,
373
- "user-agent_os": 1.0,
374
- "request.headers.Cache-Control": 1.0,
375
- "request.headers.Pragma": 1.0,
376
- "user-agent_browser_version": 1.0,
377
- "header_user-agent": 1.0,
378
- "header_accept-encoding": 1.0,
379
- "header_accept": 1.0,
380
- "header_content-type": 1.0,
381
- "user-agent_device_model": 1.0,
382
- "user-agent_device_brand": 1.0,
383
- "user-agent_os_version": 1.0,
384
- "request.headers.Keep-Alive": 1.0,
385
- "trapped_for": 1.0,
386
  "commands": 1.0
387
  },
388
  "uniqueness": {
389
- "dest_port": 0.027891757583180955,
390
- "subject": 1.3123474396101454e-05,
391
- "type": 5.6868389049772966e-05,
392
- "dest_ip": 5.6868389049772966e-05,
393
- "honeypot_ip_ext": 4.374491465367151e-06,
394
- "src_port": 0.07675045275986667,
395
- "os": 6.999186344587441e-05,
396
- "@timestamp": 0.38170937628500684,
397
- "dist": 0.00013560923542638167,
398
- "host": 0.001307972948144778,
399
- "src_ip": 0.009663251646996036,
400
- "honeypot_ip_int": 0.27418875055774766,
401
- "mod": 3.9370423188304357e-05,
402
- "@version": 4.374491465367151e-06,
403
- "honeypot_hostname": 0.001307972948144778,
404
- "geoip_ext": 0.00012686025249564737,
405
- "params": 3.4995931722937206e-05,
406
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407
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420
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431
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432
- "tx_id": 2.1872457326835754e-05,
433
- "payload_printable": 0.007064803716567949,
434
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435
- "protocol": 7.436635491124156e-05,
436
- "link": 4.374491465367151e-05,
437
- "raw_mtu": 0.00012686025249564737,
438
- "ssh": 0.0004943175355864881,
439
- "app_proto_tc": 3.0621440257570055e-05,
440
- "proxy_connection": 0.00012248576103028022,
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- "download_count": 8.748982930734301e-06,
442
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443
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444
- "operation_mode": 8.748982930734301e-06,
445
- "attack_connection": 0.005315007130421089,
446
- "ip_rep": 2.6246948792202908e-05,
447
- "start_time": 0.009991338506898572,
448
- "end_time": 0.010017585455690776,
449
- "downloads": 8.748982930734301e-06,
450
- "tcp": 0.0034908441893629866,
451
- "uptime": 0.010791870445060761,
452
- "raw_freq": 0.005249389758440581,
453
- "mstshash": 8.748982930734301e-06,
454
- "action": 2.1872457326835754e-05,
455
- "data": 0.00014435821835711597,
456
- "anomaly": 0.0001793541500800532,
457
- "lang": 2.1872457326835754e-05,
458
- "app": 3.0621440257570055e-05,
459
- "smb": 0.0007786594808353529,
460
- "fatt_tls": 0.000520564484378691,
461
- "message": 0.011627398314945888,
462
- "fatt_rdp": 1.7497965861468603e-05,
463
- "tls": 0.0009886350711729762,
464
- "reason": 0.00012686025249564737,
465
- "raw_hits": 0.0005730583819630968,
466
- "level": 1.3123474396101454e-05,
467
- "service": 8.748982930734301e-06,
468
- "status": 8.748982930734301e-06,
469
- "output": 0.0010455034602227492,
470
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471
- "username": 0.0007392890576470486,
472
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473
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474
- "msg": 3.0621440257570055e-05,
475
- "session_duration": 4.374491465367151e-06,
476
- "client_version": 1.7497965861468603e-05,
477
- "password": 0.0026859377597354306,
478
- "client": 5.2493897584405816e-05,
479
- "http": 0.002139126326564537,
480
- "smtp": 1.3123474396101454e-05,
481
- "fileinfo": 0.00014873270982248312,
482
- "sensorName": 0.00010061330370344448,
483
- "response.headers.Server": 5.2493897584405816e-05,
484
- "request.bodySha256": 1.3123474396101454e-05,
485
- "response.metadata.model": 8.748982930734301e-06,
486
- "response.metadata.generationSource": 1.3123474396101454e-05,
487
- "request.headers.Accept-Encoding": 3.0621440257570055e-05,
488
- "request.headers.sorted": 8.311533784197586e-05,
489
- "request.userAgent": 0.00011811126956491308,
490
- "response.body": 5.6868389049772966e-05,
491
- "request.body": 8.748982930734301e-06,
492
- "request.requestURI": 2.1872457326835754e-05,
493
- "hostname": 9.186432077271018e-05,
494
- "response.metadata.temperature": 8.748982930734301e-06,
495
- "response.headers.Content-Type": 1.7497965861468603e-05,
496
- "request.headers.Accept": 3.0621440257570055e-05,
497
- "request.method": 1.7497965861468603e-05,
498
- "request.headers.User-Agent": 0.00011811126956491308,
499
- "request.protocol": 1.3123474396101454e-05,
500
- "request.headers.sortedSha256": 8.748982930734301e-05,
501
- "response.metadata.provider": 8.748982930734301e-06,
502
- "fatt_http": 0.00026246948792202904,
503
- "eventid": 2.6246948792202908e-05,
504
- "sensor": 8.748982930734301e-06,
505
- "files": 2.1872457326835754e-05,
506
- "shasum": 4.8119406119038665e-05,
507
- "outfile": 4.8119406119038665e-05,
508
- "filename": 2.1872457326835754e-05,
509
- "src_url": 3.0621440257570055e-05,
510
- "ftp": 0.00011811126956491308,
511
- "icmp_type": 8.748982930734301e-06,
512
- "icmp_code": 2.1872457326835754e-05,
513
- "mqtt": 1.7497965861468603e-05,
514
- "pgsql": 1.7497965861468603e-05,
515
- "request.headers.Connection": 1.7497965861468603e-05,
516
- "duration": 3.9370423188304357e-05,
517
- "response.headers.Connection": 8.748982930734301e-06,
518
- "request.headers.X-Support-Http-Auth": 8.748982930734301e-06,
519
- "request.headers.X-Transcend-Version": 8.748982930734301e-06,
520
- "request.headers.Content-Type": 1.3123474396101454e-05,
521
- "request.headers.Accept-Language": 3.9370423188304357e-05,
522
- "request.headers.X-Requested-With": 8.748982930734301e-06,
523
- "dcerpc": 8.748982930734301e-06,
524
- "app_proto_ts": 8.748982930734301e-06,
525
- "request.headers.Content-Length": 1.3123474396101454e-05,
526
- "response.headers.X-Powered-By": 1.3123474396101454e-05,
527
- "request.headers.Accept-Charset": 1.7497965861468603e-05,
528
- "public_ip": 8.748982930734301e-06,
529
- "response": 4.374491465367151e-06,
530
- "request": 4.374491465367151e-06,
531
- "data_type": 1.3123474396101454e-05,
532
- "sensorid": 8.748982930734301e-06,
533
- "id": 2.1872457326835754e-05,
534
- "request.headers.Origin": 1.3123474396101454e-05,
535
- "request.headers.Upgrade-Insecure-Requests": 8.748982930734301e-06,
536
- "app_name": 8.748982930734301e-06,
537
- "transport_type": 8.748982930734301e-06,
538
- "sip_user_agent": 8.748982930734301e-06,
539
- "sip_method": 8.748982930734301e-06,
540
- "created_by_node_id": 8.748982930734301e-06,
541
- "called_number": 8.748982930734301e-06,
542
- "app_version": 8.748982930734301e-06,
543
- "sip_message": 8.748982930734301e-06,
544
- "event_uuid": 8.748982930734301e-06,
545
- "collected_method": 8.748982930734301e-06,
546
- "fileinfo.state": 8.748982930734301e-06,
547
- "http.http_method": 8.748982930734301e-06,
548
- "fileinfo.filename": 1.3123474396101454e-05,
549
- "user-agent_browser": 1.7497965861468603e-05,
550
- "trapped": 1.3123474396101454e-05,
551
- "user-agent": 2.1872457326835754e-05,
552
- "request_method": 8.748982930734301e-06,
553
- "request_uri": 9.623881223807733e-05,
554
- "header_connection": 8.748982930734301e-06,
555
- "user-agent_os": 1.3123474396101454e-05,
556
- "request.headers.Cache-Control": 8.748982930734301e-06,
557
- "request.headers.Pragma": 8.748982930734301e-06,
558
- "user-agent_browser_version": 1.3123474396101454e-05,
559
- "header_user-agent": 2.1872457326835754e-05,
560
- "header_accept-encoding": 8.748982930734301e-06,
561
- "header_accept": 1.3123474396101454e-05,
562
- "header_content-type": 8.748982930734301e-06,
563
- "user-agent_device_model": 8.748982930734301e-06,
564
- "user-agent_device_brand": 8.748982930734301e-06,
565
- "user-agent_os_version": 8.748982930734301e-06,
566
- "request.headers.Keep-Alive": 8.748982930734301e-06,
567
- "trapped_for": 1.3123474396101454e-05,
568
- "commands": 4.374491465367151e-06
 
 
 
 
 
 
 
 
 
 
 
 
569
  }
570
  }
571
  }
 
3
  "name": "attacks-monthly",
4
  "version": "1.0.0",
5
  "description": "Cybersecurity dataset from honeypot infrastructure",
6
+ "total_samples": 232040,
7
+ "features": 192,
8
+ "creation_timestamp": "2025-11-01T09:23:58.367036+00:00",
9
  "data_source": "Honeypot Infrastructure",
10
  "honeypot_types": {},
11
  "time_range": {
12
  "start": "",
13
+ "end": "2025-10-31T23:59:59.211682+00:00"
14
  }
15
  },
16
  "statistics": {
17
  "total_events": 300000,
18
  "successful_extractions": 300000,
19
+ "feature_extraction_time": 295.68349,
20
  "dataset_creation_time": 0,
21
  "quality_score": 0.0
22
  },
23
  "feature_schema": {
24
+ "honeypot_ip_int": "object",
25
+ "flow": "object",
26
+ "payload_printable": "object",
27
+ "pkt_src": "object",
28
+ "geoip_ext": "object",
29
  "dest_ip": "object",
 
 
 
30
  "@timestamp": "object",
31
+ "src_port": "object",
32
+ "direction": "object",
33
+ "alert": "object",
34
+ "type": "object",
35
  "src_ip": "object",
36
+ "geoip": "object",
37
+ "proto": "object",
38
  "@version": "object",
39
+ "ip_rep": "object",
40
+ "timestamp": "object",
41
+ "in_iface": "object",
42
+ "host": "object",
43
+ "honeypot_ip_ext": "object",
44
+ "event_type": "object",
45
  "honeypot_hostname": "object",
46
+ "dest_port": "int64",
47
+ "stream": "object",
48
+ "flow_id": "object",
 
49
  "mitre_techniques": "object",
50
  "attack_vectors": "object",
51
  "mitre_tactic": "object",
 
54
  "is_malicious": "bool",
55
  "severity": "object",
56
  "primary_label": "object",
57
+ "data": "object",
58
+ "action": "object",
59
+ "protocol": "object",
60
+ "mstshash": "object",
61
+ "mod": "object",
62
+ "os": "object",
63
+ "dist": "object",
64
+ "subject": "object",
65
+ "raw_sig": "object",
66
+ "params": "object",
67
  "metadata": "object",
 
 
 
 
 
 
 
 
68
  "app_proto": "object",
69
+ "tags": "object",
70
+ "tcp": "object",
71
  "payload": "object",
72
+ "rdp": "object",
73
  "tx_guessed": "object",
74
  "tx_id": "object",
75
+ "fatt_rdp": "object",
76
+ "raw_freq": "object",
77
+ "uptime": "object",
 
78
  "raw_mtu": "object",
79
+ "link": "object",
80
+ "fatt_ssh": "object",
81
  "app_proto_tc": "object",
 
82
  "download_count": "object",
83
+ "proxy_connection": "object",
84
+ "downloads": "object",
85
  "is_virtual": "object",
 
 
86
  "attack_connection": "object",
87
+ "operation_mode": "object",
88
  "start_time": "object",
89
  "end_time": "object",
90
+ "download_tries": "object",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
91
  "reason": "object",
92
  "raw_hits": "object",
93
+ "tls": "object",
94
+ "anomaly": "object",
95
+ "ssh": "object",
96
+ "response.headers.Server": "object",
97
+ "request.protocol": "object",
98
  "level": "object",
99
+ "request.headers.X-Csrftoken": "object",
100
+ "request.headers.Connection": "object",
101
+ "response.metadata.temperature": "object",
102
+ "request.headers.sortedSha256": "object",
103
+ "request.headers.User-Agent": "object",
104
+ "request.bodySha256": "object",
105
+ "request.userAgent": "object",
106
+ "request.method": "object",
107
+ "request.headers.sorted": "object",
108
+ "response.metadata.model": "object",
109
+ "request.body": "object",
110
+ "session": "object",
111
+ "response.headers.Content-Type": "object",
112
+ "msg": "object",
113
+ "request.headers.Accept": "object",
114
+ "request.requestURI": "object",
115
+ "response.metadata.provider": "object",
116
+ "sensorName": "object",
117
+ "hostname": "object",
118
+ "response.metadata.generationSource": "object",
119
+ "response.body": "object",
120
  "input": "object",
121
+ "message": "object",
122
+ "output": "object",
123
+ "service": "object",
124
  "username": "object",
125
+ "status": "object",
126
  "environ": "object",
 
 
127
  "session_duration": "float64",
128
+ "fatt_tls": "object",
129
+ "http": "object",
130
  "password": "object",
131
  "client": "object",
132
+ "app": "object",
133
+ "lang": "object",
134
  "fileinfo": "object",
135
+ "client_version": "object",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
136
  "eventid": "object",
137
  "sensor": "object",
138
  "files": "object",
139
+ "request.headers.Content-Disposition": "object",
140
+ "request.headers.Upgrade-Insecure-Requests": "object",
141
+ "request.headers.X-Csrf-Token": "object",
142
+ "fatt_http": "object",
143
+ "ftp": "object",
144
+ "smtp": "object",
145
+ "smb": "object",
146
+ "request": "object",
147
+ "response": "object",
148
+ "public_ip": "object",
149
+ "data_type": "object",
150
+ "id": "object",
151
+ "sensorid": "object",
152
+ "request.headers.Accept-Encoding": "object",
153
+ "request.headers.Ip": "object",
154
+ "request.headers.Hostname": "object",
155
+ "mqtt": "object",
156
+ "icmp_code": "object",
157
+ "icmp_type": "object",
158
+ "request.headers.Content-Type": "object",
159
+ "request.headers.X-Requested-With": "object",
160
+ "request.headers.Accept-Language": "object",
161
+ "request.headers.Referer": "object",
162
+ "request.headers.X-Forwarded-For": "object",
163
+ "request.headers.Authorization": "object",
164
+ "request.headers.Cookie": "object",
165
+ "request.headers.Ipaddress": "object",
166
+ "request.headers.Forwarded": "object",
167
  "outfile": "object",
168
  "filename": "object",
169
  "src_url": "object",
170
+ "shasum": "object",
171
+ "request.headers.From": "object",
 
 
 
 
172
  "duration": "object",
173
+ "request.headers.Origin": "object",
174
+ "request.headers.Max-Forwards": "object",
175
+ "request.headers.Pragma": "object",
176
+ "request.headers.X-Amz-Date": "object",
177
+ "request.headers.Proxy-Authorization": "object",
178
+ "request.headers.Content-Encoding": "object",
179
+ "request.headers.Range": "object",
180
+ "request.headers.X-Amz-Target": "object",
181
+ "request.headers.Username": "object",
182
+ "request.headers.Accept-Charset": "object",
183
+ "request.headers.Qualys-Scan": "object",
184
+ "request.headers.Accept-Datetime": "object",
185
+ "request.headers.Content-Length": "object",
186
+ "request.headers.Date": "object",
187
+ "request.headers.X-Api-Version": "object",
188
+ "request.headers.Access-Control-Request-Headers": "object",
189
+ "request.headers.X-Xsrf-Token": "object",
190
+ "request.headers.Warning": "object",
191
+ "request.headers.X-Proxyuser-Ip": "object",
192
+ "request.headers.Te": "object",
193
+ "request.headers.Dnt": "object",
194
+ "app_proto_ts": "object",
195
+ "request.headers.Access-Control-Request-Method": "object",
196
+ "request.headers.Location": "object",
197
+ "request.headers.X-Druid-Comment": "object",
198
+ "request.headers.Authentication": "object",
199
+ "request.headers.X-Origin": "object",
200
+ "response.headers.Strict-Transport-Security": "object",
201
+ "response.headers.X-Frame-Options": "object",
202
  "request.headers.X-Support-Http-Auth": "object",
203
+ "response.headers.X-Content-Type-Options": "object",
204
  "request.headers.X-Transcend-Version": "object",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
205
  "called_number": "object",
206
+ "sip_user_agent": "object",
207
  "app_version": "object",
208
+ "created_by_node_id": "object",
209
+ "sip_method": "object",
210
  "sip_message": "object",
 
211
  "collected_method": "object",
212
+ "app_name": "object",
213
+ "transport_type": "object",
214
+ "event_uuid": "object",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
215
  "commands": "object"
216
  },
217
  "quality_metrics": {
218
  "completeness": {
219
+ "honeypot_ip_int": 1.0,
220
+ "flow": 1.0,
221
+ "payload_printable": 1.0,
222
+ "pkt_src": 1.0,
223
+ "geoip_ext": 1.0,
224
  "dest_ip": 1.0,
 
 
 
225
  "@timestamp": 1.0,
226
+ "src_port": 1.0,
227
+ "direction": 1.0,
228
+ "alert": 1.0,
229
+ "type": 1.0,
230
  "src_ip": 1.0,
231
+ "geoip": 1.0,
232
+ "proto": 1.0,
233
  "@version": 1.0,
234
+ "ip_rep": 1.0,
235
+ "timestamp": 1.0,
236
+ "in_iface": 1.0,
237
+ "host": 1.0,
238
+ "honeypot_ip_ext": 1.0,
239
+ "event_type": 1.0,
240
  "honeypot_hostname": 1.0,
241
+ "dest_port": 1.0,
242
+ "stream": 1.0,
243
+ "flow_id": 1.0,
 
244
  "mitre_techniques": 1.0,
245
  "attack_vectors": 1.0,
246
  "mitre_tactic": 1.0,
 
249
  "is_malicious": 1.0,
250
  "severity": 1.0,
251
  "primary_label": 1.0,
252
+ "data": 1.0,
253
+ "action": 1.0,
254
+ "protocol": 1.0,
255
+ "mstshash": 1.0,
256
+ "mod": 1.0,
257
+ "os": 1.0,
258
+ "dist": 1.0,
259
+ "subject": 1.0,
260
+ "raw_sig": 1.0,
261
+ "params": 1.0,
262
  "metadata": 1.0,
 
 
 
 
 
 
 
 
263
  "app_proto": 1.0,
264
+ "tags": 1.0,
265
+ "tcp": 1.0,
266
  "payload": 1.0,
267
+ "rdp": 1.0,
268
  "tx_guessed": 1.0,
269
  "tx_id": 1.0,
270
+ "fatt_rdp": 1.0,
271
+ "raw_freq": 1.0,
272
+ "uptime": 1.0,
 
273
  "raw_mtu": 1.0,
274
+ "link": 1.0,
275
+ "fatt_ssh": 1.0,
276
  "app_proto_tc": 1.0,
 
277
  "download_count": 1.0,
278
+ "proxy_connection": 1.0,
279
+ "downloads": 1.0,
280
  "is_virtual": 1.0,
 
 
281
  "attack_connection": 1.0,
282
+ "operation_mode": 1.0,
283
  "start_time": 1.0,
284
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