Upload dataset - Session upload_1768802949

README.md

@@ -2,6 +2,7 @@
 language:
 - en
 task_categories:
+- tabular-classification
 - other
 task_ids:
 - tabular-multi-class-classification
@@ -15,44 +16,63 @@ license: bsd-3-clause
 tags:
 - cybersecurity
 - honeypot
-- threat-intelligence
+- threat-detection
+- network-security
+- intrusion-detection
+- tabular
+- security
+- anomaly-detection
+- classification
 multilinguality:
 - monolingual
 annotations_creators:
 - machine-generated
+paperswithcode_id: null
 dataset_info:
   features:
-  - name: honeypot_hostname
+  - name: in_iface
     dtype: string
-  - name: honeypot_ip_int
+  - name: dest_port
+    dtype: int64
+  - name: geoip
     dtype: string
-  - name: '@version'
+  - name: ip_rep
+    dtype: string
+  - name: geoip_ext
+    dtype: string
+  - name: timestamp
+    dtype: string
+  - name: honeypot_ip_int
     dtype: string
   - name: type
     dtype: string
-  - name: '@timestamp'
+  - name: tcp
     dtype: string
-  - name: src_ip
+  - name: "@timestamp"
     dtype: string
-  - name: timestamp
+  - name: flow_id
     dtype: string
-  - name: honeypot_ip_ext
+  - name: proto
     dtype: string
-  - name: protocol
+  - name: flow
     dtype: string
-  - name: host
+  - name: src_ip
     dtype: string
-  - name: geoip
+  - name: metadata
     dtype: string
-  - name: src_port
+  - name: "@version"
     dtype: string
-  - name: action
+  - name: honeypot_ip_ext
+    dtype: string
+  - name: event_type
+    dtype: string
+  - name: src_port
     dtype: string
   - name: dest_ip
     dtype: string
-  - name: dest_port
-    dtype: int64
-  - name: geoip_ext
+  - name: host
+    dtype: string
+  - name: honeypot_hostname
     dtype: string
   - name: mitre_techniques
     dtype: string
@@ -70,127 +90,121 @@ dataset_info:
     dtype: string
   - name: primary_label
     dtype: string
-  - name: flow
+  - name: payload_printable
     dtype: string
-  - name: alert
+  - name: stream
     dtype: string
-  - name: rdp
+  - name: alert
     dtype: string
   - name: pkt_src
     dtype: string
-  - name: tags
-    dtype: string
-  - name: proto
-    dtype: string
-  - name: tx_id
-    dtype: string
-  - name: tx_guessed
-    dtype: string
-  - name: stream
-    dtype: string
   - name: direction
     dtype: string
-  - name: flow_id
+  - name: payload
     dtype: string
   - name: app_proto
     dtype: string
-  - name: payload_printable
+  - name: tags
     dtype: string
-  - name: payload
+  - name: response
     dtype: string
-  - name: in_iface
+  - name: data_type
     dtype: string
-  - name: event_type
+  - name: sensorid
     dtype: string
-  - name: mod
+  - name: id
     dtype: string
-  - name: link
+  - name: request
     dtype: string
-  - name: ip_rep
+  - name: public_ip
     dtype: string
   - name: raw_mtu
     dtype: string
+  - name: mod
+    dtype: string
   - name: subject
     dtype: string
-  - name: dist
+  - name: link
+    dtype: string
+  - name: raw_sig
     dtype: string
   - name: params
     dtype: string
   - name: os
     dtype: string
-  - name: raw_sig
+  - name: dist
     dtype: string
-  - name: metadata
+  - name: raw_freq
     dtype: string
-  - name: tcp
+  - name: uptime
     dtype: string
-  - name: status
+  - name: raw_hits
     dtype: string
-  - name: session
+  - name: reason
     dtype: string
-  - name: level
+  - name: fatt_tls
     dtype: string
-  - name: input
+  - name: protocol
     dtype: string
-  - name: service
+  - name: action
     dtype: string
-  - name: environ
+  - name: rdp
     dtype: string
-  - name: message
+  - name: fatt_rdp
     dtype: string
-  - name: msg
+  - name: fatt_ssh
     dtype: string
-  - name: output
+  - name: ip_v
     dtype: string
-  - name: username
+  - name: tx_id
     dtype: string
-  - name: client_version
+  - name: tx_guessed
     dtype: string
   - name: mstshash
     dtype: string
   - name: data
     dtype: string
-  - name: uptime
-    dtype: string
-  - name: raw_freq
+  - name: environ
     dtype: string
-  - name: fatt_rdp
+  - name: output
     dtype: string
-  - name: raw_hits
+  - name: service
     dtype: string
-  - name: reason
+  - name: input
     dtype: string
-  - name: fatt_ssh
+  - name: msg
     dtype: string
-  - name: session_duration
-    dtype: float64
-  - name: fatt_tls
+  - name: level
     dtype: string
-  - name: ssh
+  - name: status
     dtype: string
-  - name: tls
+  - name: message
     dtype: string
-  - name: password
+  - name: username
     dtype: string
-  - name: client
+  - name: session
     dtype: string
-  - name: http
+  - name: session_duration
+    dtype: float64
+  - name: tls
     dtype: string
   - name: fileinfo
     dtype: string
-  - name: anomaly
+  - name: http
     dtype: string
-  - name: proxy_connection
+  - name: ssh
     dtype: string
-  - name: download_tries
+  - name: anomaly
     dtype: string
-  - name: attack_connection
+  - name: files
     dtype: string
   - name: operation_mode
     dtype: string
+  - name: download_tries
+    dtype: string
   - name: is_virtual
     dtype: string
-  - name: end_time
+  - name: attack_connection
     dtype: string
   - name: download_count
     dtype: string
@@ -198,124 +212,164 @@ dataset_info:
     dtype: string
   - name: downloads
     dtype: string
-  - name: smb
+  - name: end_time
     dtype: string
-  - name: files
+  - name: proxy_connection
     dtype: string
   - name: app
     dtype: string
   - name: lang
     dtype: string
-  - name: app_proto_tc
+  - name: smb
     dtype: string
-  - name: smtp
+  - name: client
+    dtype: string
+  - name: password
+    dtype: string
+  - name: client_version
+    dtype: string
+  - name: tc_progress
+    dtype: string
+  - name: ts_progress
+    dtype: string
+  - name: app_proto_tc
     dtype: string
   - name: fatt_http
     dtype: string
-  - name: request.body
+  - name: hostname
     dtype: string
-  - name: response.headers.Content-Type
+  - name: request_uri
     dtype: string
-  - name: request.headers.sorted
+  - name: trapped
     dtype: string
-  - name: sensorName
+  - name: "user-agent"
     dtype: string
-  - name: request.headers.Connection
+  - name: header_connection
     dtype: string
-  - name: response.headers.Server
+  - name: request_method
     dtype: string
-  - name: response.metadata.model
+  - name: "user-agent_browser"
     dtype: string
-  - name: response.metadata.generationSource
+  - name: "user-agent_os_version"
     dtype: string
-  - name: hostname
+  - name: "user-agent_os"
     dtype: string
-  - name: request.headers.Accept-Encoding
+  - name: "header_user-agent"
     dtype: string
-  - name: response.metadata.provider
+  - name: "user-agent_browser_version"
     dtype: string
-  - name: request.userAgent
+  - name: sensor
     dtype: string
-  - name: request.headers.User-Agent
+  - name: eventid
     dtype: string
-  - name: request.headers.sortedSha256
+  - name: "response.headers.Content-Type"
+    dtype: string
+  - name: "request.headers.Accept-Encoding"
+    dtype: string
+  - name: request.headers.Pragma
+    dtype: string
+  - name: request.requestURI
+    dtype: string
+  - name: response.body
+    dtype: string
+  - name: sensorName
+    dtype: string
+  - name: request.headers.sorted
+    dtype: string
+  - name: "request.headers.Upgrade-Insecure-Requests"
     dtype: string
   - name: request.headers.Accept
     dtype: string
   - name: request.method
     dtype: string
-  - name: request.protocol
+  - name: response.metadata.generationSource
     dtype: string
-  - name: response.body
+  - name: "request.headers.Cache-Control"
     dtype: string
-  - name: request.requestURI
+  - name: request.userAgent
+    dtype: string
+  - name: "request.headers.User-Agent"
+    dtype: string
+  - name: request.headers.sortedSha256
+    dtype: string
+  - name: response.metadata.model
+    dtype: string
+  - name: response.headers.Server
+    dtype: string
+  - name: request.body
+    dtype: string
+  - name: response.metadata.provider
+    dtype: string
+  - name: "request.headers.Accept-Language"
     dtype: string
   - name: response.metadata.temperature
     dtype: string
   - name: request.bodySha256
     dtype: string
-  - name: icmp_type
+  - name: request.headers.Connection
     dtype: string
-  - name: icmp_code
+  - name: request.protocol
     dtype: string
-  - name: sensor
+  - name: app_proto_ts
     dtype: string
-  - name: duration
+  - name: ftp
     dtype: string
-  - name: eventid
+  - name: icmp_code
     dtype: string
-  - name: app_proto_ts
+  - name: icmp_type
     dtype: string
-  - name: shasum
+  - name: "request.headers.Content-Type"
     dtype: string
-  - name: filename
+  - name: request.headers.Authorization
     dtype: string
-  - name: outfile
+  - name: "request.headers.Content-Length"
     dtype: string
-  - name: src_url
+  - name: duration
     dtype: string
-  - name: request.headers.Accept-Charset
+  - name: request.headers.Cookie
     dtype: string
-  - name: request.headers.Accept-Language
+  - name: smtp
     dtype: string
-  - name: request
+  - name: header_accept
     dtype: string
-  - name: response
+  - name: src_url
     dtype: string
-  - name: sensorid
+  - name: outfile
     dtype: string
-  - name: data_type
+  - name: shasum
     dtype: string
-  - name: id
+  - name: filename
     dtype: string
-  - name: public_ip
+  - name: os_version
     dtype: string
-  - name: headers
+  - name: phase
     dtype: string
-  - name: pgsql
+  - name: device_brand
     dtype: string
-  - name: request.headers.Content-Type
+  - name: browser_version
     dtype: string
-  - name: request.headers.X-Nextjs-Html-Request-Id
+  - name: qs
     dtype: string
-  - name: request.headers.X-Nextjs-Request-Id
+  - name: user_agent
     dtype: string
-  - name: request.headers.Next-Action
+  - name: device
     dtype: string
-  - name: request.headers.Content-Length
+  - name: caller
     dtype: string
-  - name: mqtt
+  - name: browser
     dtype: string
-  - name: ftp
+  - name: method
+    dtype: string
+  - name: request.headers.Referer
     dtype: string
   - name: commands
     dtype: string
   splits:
   - name: train
-    num_bytes: 802873682
-    num_examples: 85496
-  download_size: 802873682
-  dataset_size: 802873682
+    num_bytes: 903801030
+    num_examples: 84526
+  download_size: 903801030
+  dataset_size: 903801030
 config_name: default
 ---
 
@@ -392,30 +446,30 @@ print(f"Malicious events: {malicious_count}/{len(train_data)} ({malicious_count/
 
 ## Data Fields
 
-The dataset contains 144 features across several categories:
+The dataset contains 167 features across several categories:
 
 ### Network Features
-- `honeypot_ip_int`: Network-related information
-- `src_ip`: Network-related information
-- `honeypot_ip_ext`: Network-related information
-- `protocol`: Network-related information
+- `dest_port`: Network-related information
 - `geoip`: Network-related information
-- ... and 9 more network features
+- `ip_rep`: Network-related information
+- `geoip_ext`: Network-related information
+- `honeypot_ip_int`: Network-related information
+- ... and 10 more network features
 
 ### Behavioral Features
-- `session`: Behavioral analysis data
 - `username`: Behavioral analysis data
+- `session`: Behavioral analysis data
 - `session_duration`: Behavioral analysis data
-- `request.userAgent`: Behavioral analysis data
-- `request.headers.User-Agent`: Behavioral analysis data
-- ... and 1 more behavioral features
+- `user-agent`: Behavioral analysis data
+- `user-agent_browser`: Behavioral analysis data
+- ... and 9 more behavioral features
 
 ### Temporal Features
-- `@timestamp`: Time-based information
 - `timestamp`: Time-based information
+- `@timestamp`: Time-based information
 - `uptime`: Time-based information
 - `session_duration`: Time-based information
-- `end_time`: Time-based information
+- `start_time`: Time-based information
 - ... and 2 more temporal features
 
 ### Security Features
@@ -430,12 +484,12 @@ The dataset contains 144 features across several categories:
 
 | Split | Examples |
 |-------|----------|
-| train | 85,496 |
+| train | 84,526 |
 
 ## Dataset Statistics
 
-- **Total size**: ~765.7 MB
-- **Average record size**: ~9391 bytes
+- **Total size**: ~861.9 MB
+- **Average record size**: ~10693 bytes
 - **Feature completeness**: 100.0%
 
 ## Ethical Considerations

metadata.json

@@ -3,40 +3,46 @@
     "name": "attacks-weekly",
     "version": "1.0.0",
     "description": "Cybersecurity dataset from honeypot infrastructure",
-    "total_samples": 85496,
-    "features": 144,
-    "creation_timestamp": "2026-01-12T06:07:08.802790+00:00",
+    "total_samples": 84526,
+    "features": 167,
+    "creation_timestamp": "2026-01-19T06:08:45.478457+00:00",
     "data_source": "Honeypot Infrastructure",
     "honeypot_types": {},
     "time_range": {
       "start": "",
-      "end": "2026-01-12T05:41:16.985426+00:00"
+      "end": "2026-01-19T05:52:41.746011+00:00"
     }
   },
   "statistics": {
     "total_events": 100000,
     "successful_extractions": 100000,
-    "feature_extraction_time": 82.797638,
+    "feature_extraction_time": 93.096119,
     "dataset_creation_time": 0,
     "quality_score": 0.0
   },
   "feature_schema": {
-    "honeypot_hostname": "object",
+    "in_iface": "object",
+    "dest_port": "int64",
+    "geoip": "object",
+    "ip_rep": "object",
+    "geoip_ext": "object",
+    "timestamp": "object",
     "honeypot_ip_int": "object",
-    "@version": "object",
     "type": "object",
+    "tcp": "object",
     "@timestamp": "object",
+    "flow_id": "object",
+    "proto": "object",
+    "flow": "object",
     "src_ip": "object",
-    "timestamp": "object",
+    "metadata": "object",
+    "@version": "object",
     "honeypot_ip_ext": "object",
-    "protocol": "object",
-    "host": "object",
-    "geoip": "object",
+    "event_type": "object",
     "src_port": "object",
-    "action": "object",
     "dest_ip": "object",
-    "dest_port": "int64",
-    "geoip_ext": "object",
+    "host": "object",
+    "honeypot_hostname": "object",
     "mitre_techniques": "object",
     "attack_vectors": "object",
     "mitre_tactic": "object",
@@ -45,145 +51,168 @@
     "is_malicious": "bool",
     "severity": "object",
     "primary_label": "object",
-    "flow": "object",
+    "payload_printable": "object",
+    "stream": "object",
     "alert": "object",
-    "rdp": "object",
     "pkt_src": "object",
-    "tags": "object",
-    "proto": "object",
-    "tx_id": "object",
-    "tx_guessed": "object",
-    "stream": "object",
     "direction": "object",
-    "flow_id": "object",
-    "app_proto": "object",
-    "payload_printable": "object",
     "payload": "object",
-    "in_iface": "object",
-    "event_type": "object",
-    "mod": "object",
-    "link": "object",
-    "ip_rep": "object",
+    "app_proto": "object",
+    "tags": "object",
+    "response": "object",
+    "data_type": "object",
+    "sensorid": "object",
+    "id": "object",
+    "request": "object",
+    "public_ip": "object",
     "raw_mtu": "object",
+    "mod": "object",
     "subject": "object",
-    "dist": "object",
+    "link": "object",
+    "raw_sig": "object",
     "params": "object",
     "os": "object",
-    "raw_sig": "object",
-    "metadata": "object",
-    "tcp": "object",
-    "status": "object",
-    "session": "object",
-    "level": "object",
-    "input": "object",
-    "service": "object",
-    "environ": "object",
-    "message": "object",
-    "msg": "object",
-    "output": "object",
-    "username": "object",
-    "client_version": "object",
-    "mstshash": "object",
-    "data": "object",
-    "uptime": "object",
+    "dist": "object",
     "raw_freq": "object",
-    "fatt_rdp": "object",
+    "uptime": "object",
     "raw_hits": "object",
     "reason": "object",
+    "fatt_tls": "object",
+    "protocol": "object",
+    "action": "object",
+    "rdp": "object",
+    "fatt_rdp": "object",
     "fatt_ssh": "object",
+    "ip_v": "object",
+    "tx_id": "object",
+    "tx_guessed": "object",
+    "mstshash": "object",
+    "data": "object",
+    "environ": "object",
+    "output": "object",
+    "service": "object",
+    "input": "object",
+    "msg": "object",
+    "level": "object",
+    "status": "object",
+    "message": "object",
+    "username": "object",
+    "session": "object",
     "session_duration": "float64",
-    "fatt_tls": "object",
-    "ssh": "object",
     "tls": "object",
-    "password": "object",
-    "client": "object",
-    "http": "object",
     "fileinfo": "object",
+    "http": "object",
+    "ssh": "object",
     "anomaly": "object",
-    "proxy_connection": "object",
-    "download_tries": "object",
-    "attack_connection": "object",
+    "files": "object",
     "operation_mode": "object",
+    "download_tries": "object",
     "is_virtual": "object",
-    "end_time": "object",
+    "attack_connection": "object",
     "download_count": "object",
     "start_time": "object",
     "downloads": "object",
-    "smb": "object",
-    "files": "object",
+    "end_time": "object",
+    "proxy_connection": "object",
     "app": "object",
     "lang": "object",
+    "smb": "object",
+    "client": "object",
+    "password": "object",
+    "client_version": "object",
+    "tc_progress": "object",
+    "ts_progress": "object",
     "app_proto_tc": "object",
-    "smtp": "object",
     "fatt_http": "object",
-    "request.body": "object",
+    "hostname": "object",
+    "request_uri": "object",
+    "trapped": "object",
+    "user-agent": "object",
+    "header_connection": "object",
+    "request_method": "object",
+    "user-agent_browser": "object",
+    "user-agent_os_version": "object",
+    "user-agent_os": "object",
+    "header_user-agent": "object",
+    "user-agent_browser_version": "object",
+    "sensor": "object",
+    "eventid": "object",
     "response.headers.Content-Type": "object",
-    "request.headers.sorted": "object",
+    "request.headers.Accept-Encoding": "object",
+    "request.headers.Pragma": "object",
+    "request.requestURI": "object",
+    "response.body": "object",
     "sensorName": "object",
-    "request.headers.Connection": "object",
-    "response.headers.Server": "object",
-    "response.metadata.model": "object",
+    "request.headers.sorted": "object",
+    "request.headers.Upgrade-Insecure-Requests": "object",
+    "request.headers.Accept": "object",
+    "request.method": "object",
     "response.metadata.generationSource": "object",
-    "hostname": "object",
-    "request.headers.Accept-Encoding": "object",
-    "response.metadata.provider": "object",
+    "request.headers.Cache-Control": "object",
     "request.userAgent": "object",
     "request.headers.User-Agent": "object",
     "request.headers.sortedSha256": "object",
-    "request.headers.Accept": "object",
-    "request.method": "object",
-    "request.protocol": "object",
-    "response.body": "object",
-    "request.requestURI": "object",
+    "response.metadata.model": "object",
+    "response.headers.Server": "object",
+    "request.body": "object",
+    "response.metadata.provider": "object",
+    "request.headers.Accept-Language": "object",
     "response.metadata.temperature": "object",
     "request.bodySha256": "object",
-    "icmp_type": "object",
+    "request.headers.Connection": "object",
+    "request.protocol": "object",
+    "app_proto_ts": "object",
+    "ftp": "object",
     "icmp_code": "object",
-    "sensor": "object",
+    "icmp_type": "object",
+    "request.headers.Content-Type": "object",
+    "request.headers.Authorization": "object",
+    "request.headers.Content-Length": "object",
     "duration": "object",
-    "eventid": "object",
-    "app_proto_ts": "object",
+    "request.headers.Cookie": "object",
+    "smtp": "object",
+    "header_accept": "object",
+    "src_url": "object",
+    "outfile": "object",
     "shasum": "object",
     "filename": "object",
-    "outfile": "object",
-    "src_url": "object",
-    "request.headers.Accept-Charset": "object",
-    "request.headers.Accept-Language": "object",
-    "request": "object",
-    "response": "object",
-    "sensorid": "object",
-    "data_type": "object",
-    "id": "object",
-    "public_ip": "object",
-    "headers": "object",
-    "pgsql": "object",
-    "request.headers.Content-Type": "object",
-    "request.headers.X-Nextjs-Html-Request-Id": "object",
-    "request.headers.X-Nextjs-Request-Id": "object",
-    "request.headers.Next-Action": "object",
-    "request.headers.Content-Length": "object",
-    "mqtt": "object",
-    "ftp": "object",
+    "os_version": "object",
+    "phase": "object",
+    "device_brand": "object",
+    "browser_version": "object",
+    "qs": "object",
+    "user_agent": "object",
+    "device": "object",
+    "caller": "object",
+    "browser": "object",
+    "method": "object",
+    "request.headers.Referer": "object",
     "commands": "object"
   },
   "quality_metrics": {
     "completeness": {
-      "honeypot_hostname": 1.0,
+      "in_iface": 1.0,
+      "dest_port": 1.0,
+      "geoip": 1.0,
+      "ip_rep": 1.0,
+      "geoip_ext": 1.0,
+      "timestamp": 1.0,
       "honeypot_ip_int": 1.0,
-      "@version": 1.0,
       "type": 1.0,
+      "tcp": 1.0,
       "@timestamp": 1.0,
+      "flow_id": 1.0,
+      "proto": 1.0,
+      "flow": 1.0,
       "src_ip": 1.0,
-      "timestamp": 1.0,
+      "metadata": 1.0,
+      "@version": 1.0,
       "honeypot_ip_ext": 1.0,
-      "protocol": 1.0,
-      "host": 1.0,
-      "geoip": 1.0,
+      "event_type": 1.0,
       "src_port": 1.0,
-      "action": 1.0,
       "dest_ip": 1.0,
-      "dest_port": 1.0,
-      "geoip_ext": 1.0,
+      "host": 1.0,
+      "honeypot_hostname": 1.0,
       "mitre_techniques": 1.0,
       "attack_vectors": 1.0,
       "mitre_tactic": 1.0,
@@ -192,272 +221,312 @@
       "is_malicious": 1.0,
       "severity": 1.0,
       "primary_label": 1.0,
-      "flow": 1.0,
+      "payload_printable": 1.0,
+      "stream": 1.0,
       "alert": 1.0,
-      "rdp": 1.0,
       "pkt_src": 1.0,
-      "tags": 1.0,
-      "proto": 1.0,
-      "tx_id": 1.0,
-      "tx_guessed": 1.0,
-      "stream": 1.0,
       "direction": 1.0,
-      "flow_id": 1.0,
-      "app_proto": 1.0,
-      "payload_printable": 1.0,
       "payload": 1.0,
-      "in_iface": 1.0,
-      "event_type": 1.0,
-      "mod": 1.0,
-      "link": 1.0,
-      "ip_rep": 1.0,
+      "app_proto": 1.0,
+      "tags": 1.0,
+      "response": 1.0,
+      "data_type": 1.0,
+      "sensorid": 1.0,
+      "id": 1.0,
+      "request": 1.0,
+      "public_ip": 1.0,
       "raw_mtu": 1.0,
+      "mod": 1.0,
       "subject": 1.0,
-      "dist": 1.0,
+      "link": 1.0,
+      "raw_sig": 1.0,
       "params": 1.0,
       "os": 1.0,
-      "raw_sig": 1.0,
-      "metadata": 1.0,
-      "tcp": 1.0,
-      "status": 1.0,
-      "session": 1.0,
-      "level": 1.0,
-      "input": 1.0,
-      "service": 1.0,
-      "environ": 1.0,
-      "message": 1.0,
-      "msg": 1.0,
-      "output": 1.0,
-      "username": 1.0,
-      "client_version": 1.0,
-      "mstshash": 1.0,
-      "data": 1.0,
-      "uptime": 1.0,
+      "dist": 1.0,
       "raw_freq": 1.0,
-      "fatt_rdp": 1.0,
+      "uptime": 1.0,
       "raw_hits": 1.0,
       "reason": 1.0,
+      "fatt_tls": 1.0,
+      "protocol": 1.0,
+      "action": 1.0,
+      "rdp": 1.0,
+      "fatt_rdp": 1.0,
       "fatt_ssh": 1.0,
+      "ip_v": 1.0,
+      "tx_id": 1.0,
+      "tx_guessed": 1.0,
+      "mstshash": 1.0,
+      "data": 1.0,
+      "environ": 1.0,
+      "output": 1.0,
+      "service": 1.0,
+      "input": 1.0,
+      "msg": 1.0,
+      "level": 1.0,
+      "status": 1.0,
+      "message": 1.0,
+      "username": 1.0,
+      "session": 1.0,
       "session_duration": 1.0,
-      "fatt_tls": 1.0,
-      "ssh": 1.0,
       "tls": 1.0,
-      "password": 1.0,
-      "client": 1.0,
-      "http": 1.0,
       "fileinfo": 1.0,
+      "http": 1.0,
+      "ssh": 1.0,
       "anomaly": 1.0,
-      "proxy_connection": 1.0,
-      "download_tries": 1.0,
-      "attack_connection": 1.0,
+      "files": 1.0,
       "operation_mode": 1.0,
+      "download_tries": 1.0,
       "is_virtual": 1.0,
-      "end_time": 1.0,
+      "attack_connection": 1.0,
       "download_count": 1.0,
       "start_time": 1.0,
       "downloads": 1.0,
-      "smb": 1.0,
-      "files": 1.0,
+      "end_time": 1.0,
+      "proxy_connection": 1.0,
       "app": 1.0,
       "lang": 1.0,
+      "smb": 1.0,
+      "client": 1.0,
+      "password": 1.0,
+      "client_version": 1.0,
+      "tc_progress": 1.0,
+      "ts_progress": 1.0,
       "app_proto_tc": 1.0,
-      "smtp": 1.0,
       "fatt_http": 1.0,
-      "request.body": 1.0,
+      "hostname": 1.0,
+      "request_uri": 1.0,
+      "trapped": 1.0,
+      "user-agent": 1.0,
+      "header_connection": 1.0,
+      "request_method": 1.0,
+      "user-agent_browser": 1.0,
+      "user-agent_os_version": 1.0,
+      "user-agent_os": 1.0,
+      "header_user-agent": 1.0,
+      "user-agent_browser_version": 1.0,
+      "sensor": 1.0,
+      "eventid": 1.0,
       "response.headers.Content-Type": 1.0,
-      "request.headers.sorted": 1.0,
+      "request.headers.Accept-Encoding": 1.0,
+      "request.headers.Pragma": 1.0,
+      "request.requestURI": 1.0,
+      "response.body": 1.0,
       "sensorName": 1.0,
-      "request.headers.Connection": 1.0,
-      "response.headers.Server": 1.0,
-      "response.metadata.model": 1.0,
+      "request.headers.sorted": 1.0,
+      "request.headers.Upgrade-Insecure-Requests": 1.0,
+      "request.headers.Accept": 1.0,
+      "request.method": 1.0,
       "response.metadata.generationSource": 1.0,
-      "hostname": 1.0,
-      "request.headers.Accept-Encoding": 1.0,
-      "response.metadata.provider": 1.0,
+      "request.headers.Cache-Control": 1.0,
       "request.userAgent": 1.0,
       "request.headers.User-Agent": 1.0,
       "request.headers.sortedSha256": 1.0,
-      "request.headers.Accept": 1.0,
-      "request.method": 1.0,
-      "request.protocol": 1.0,
-      "response.body": 1.0,
-      "request.requestURI": 1.0,
+      "response.metadata.model": 1.0,
+      "response.headers.Server": 1.0,
+      "request.body": 1.0,
+      "response.metadata.provider": 1.0,
+      "request.headers.Accept-Language": 1.0,
       "response.metadata.temperature": 1.0,
       "request.bodySha256": 1.0,
-      "icmp_type": 1.0,
+      "request.headers.Connection": 1.0,
+      "request.protocol": 1.0,
+      "app_proto_ts": 1.0,
+      "ftp": 1.0,
       "icmp_code": 1.0,
-      "sensor": 1.0,
+      "icmp_type": 1.0,
+      "request.headers.Content-Type": 1.0,
+      "request.headers.Authorization": 1.0,
+      "request.headers.Content-Length": 1.0,
       "duration": 1.0,
-      "eventid": 1.0,
-      "app_proto_ts": 1.0,
+      "request.headers.Cookie": 1.0,
+      "smtp": 1.0,
+      "header_accept": 1.0,
+      "src_url": 1.0,
+      "outfile": 1.0,
       "shasum": 1.0,
       "filename": 1.0,
-      "outfile": 1.0,
-      "src_url": 1.0,
-      "request.headers.Accept-Charset": 1.0,
-      "request.headers.Accept-Language": 1.0,
-      "request": 1.0,
-      "response": 1.0,
-      "sensorid": 1.0,
-      "data_type": 1.0,
-      "id": 1.0,
-      "public_ip": 1.0,
-      "headers": 1.0,
-      "pgsql": 1.0,
-      "request.headers.Content-Type": 1.0,
-      "request.headers.X-Nextjs-Html-Request-Id": 1.0,
-      "request.headers.X-Nextjs-Request-Id": 1.0,
-      "request.headers.Next-Action": 1.0,
-      "request.headers.Content-Length": 1.0,
-      "mqtt": 1.0,
-      "ftp": 1.0,
+      "os_version": 1.0,
+      "phase": 1.0,
+      "device_brand": 1.0,
+      "browser_version": 1.0,
+      "qs": 1.0,
+      "user_agent": 1.0,
+      "device": 1.0,
+      "caller": 1.0,
+      "browser": 1.0,
+      "method": 1.0,
+      "request.headers.Referer": 1.0,
       "commands": 1.0
     },
     "uniqueness": {
-      "honeypot_hostname": 0.003497239636942079,
-      "honeypot_ip_int": 0.5541428838776083,
-      "@version": 1.169645363525779e-05,
-      "type": 0.0001286609899878357,
-      "@timestamp": 0.3002947506316085,
-      "src_ip": 0.043089735192289695,
-      "timestamp": 0.29304294937774866,
-      "honeypot_ip_ext": 1.169645363525779e-05,
-      "protocol": 0.00019883971179938243,
-      "host": 0.003497239636942079,
-      "geoip": 0.06172218583325536,
-      "src_port": 0.10223870122578835,
-      "action": 7.017872181154674e-05,
-      "dest_ip": 9.357162908206232e-05,
-      "dest_port": 0.04304294937774867,
-      "geoip_ext": 9.357162908206232e-05,
-      "mitre_techniques": 1.169645363525779e-05,
-      "attack_vectors": 1.169645363525779e-05,
-      "mitre_tactic": 1.169645363525779e-05,
-      "mitre_technique": 1.169645363525779e-05,
-      "confidence_score": 1.169645363525779e-05,
-      "is_malicious": 1.169645363525779e-05,
-      "severity": 1.169645363525779e-05,
-      "primary_label": 3.508936090577337e-05,
-      "flow": 0.18414896603349865,
-      "alert": 0.005579208384017965,
-      "rdp": 0.00017544680452886684,
-      "pkt_src": 4.678581454103116e-05,
-      "tags": 2.339290727051558e-05,
-      "proto": 3.508936090577337e-05,
-      "tx_id": 5.848226817628895e-05,
-      "tx_guessed": 2.339290727051558e-05,
-      "stream": 3.508936090577337e-05,
-      "direction": 3.508936090577337e-05,
-      "flow_id": 0.14021708617947037,
-      "app_proto": 0.00015205389725835128,
-      "payload_printable": 0.008281089173762515,
-      "payload": 0.008257696266492,
-      "in_iface": 2.339290727051558e-05,
-      "event_type": 0.00017544680452886684,
-      "mod": 0.0001052680827173201,
-      "link": 0.0001052680827173201,
-      "ip_rep": 5.848226817628895e-05,
-      "raw_mtu": 0.00026901843361092916,
-      "subject": 3.508936090577337e-05,
-      "dist": 0.0003275007017872181,
-      "params": 8.187517544680453e-05,
-      "os": 0.00017544680452886684,
-      "raw_sig": 0.0049826892486198185,
-      "metadata": 0.0006199120426686629,
-      "tcp": 0.0025147375315804246,
-      "status": 4.678581454103116e-05,
-      "session": 0.01084261251988397,
-      "level": 3.508936090577337e-05,
-      "input": 0.00030410779451670256,
-      "service": 2.339290727051558e-05,
-      "environ": 1.169645363525779e-05,
-      "message": 0.002386076541592589,
-      "msg": 0.0001052680827173201,
-      "output": 0.0011345560026200057,
-      "username": 0.000994198558996912,
-      "client_version": 2.339290727051558e-05,
-      "mstshash": 2.339290727051558e-05,
-      "data": 0.0003742865163282493,
-      "uptime": 0.01301815289604192,
-      "raw_freq": 0.006093852343969308,
-      "fatt_rdp": 3.508936090577337e-05,
-      "raw_hits": 0.0011462524562552633,
-      "reason": 0.00022223261906989802,
-      "fatt_ssh": 0.0003275007017872181,
-      "session_duration": 1.169645363525779e-05,
-      "fatt_tls": 0.000502947506316085,
-      "ssh": 0.000502947506316085,
-      "tls": 0.0009357162908206232,
-      "password": 0.0024796481706746516,
-      "client": 3.508936090577337e-05,
-      "http": 0.0028773275942734163,
-      "fileinfo": 0.00031580424815196034,
-      "anomaly": 0.0001052680827173201,
-      "proxy_connection": 9.357162908206232e-05,
-      "download_tries": 2.339290727051558e-05,
-      "attack_connection": 0.005181528960419201,
-      "operation_mode": 2.339290727051558e-05,
-      "is_virtual": 2.339290727051558e-05,
-      "end_time": 0.007906802657434266,
-      "download_count": 2.339290727051558e-05,
-      "start_time": 0.007871713296528493,
-      "downloads": 2.339290727051558e-05,
-      "smb": 0.0005848226817628894,
-      "files": 2.339290727051558e-05,
-      "app": 4.678581454103116e-05,
-      "lang": 5.848226817628895e-05,
-      "app_proto_tc": 3.508936090577337e-05,
-      "smtp": 4.678581454103116e-05,
-      "fatt_http": 0.0010175914662674276,
-      "request.body": 2.339290727051558e-05,
-      "response.headers.Content-Type": 2.339290727051558e-05,
-      "request.headers.sorted": 8.187517544680453e-05,
-      "sensorName": 4.678581454103116e-05,
-      "request.headers.Connection": 3.508936090577337e-05,
-      "response.headers.Server": 2.339290727051558e-05,
-      "response.metadata.model": 2.339290727051558e-05,
-      "response.metadata.generationSource": 2.339290727051558e-05,
-      "hostname": 7.017872181154674e-05,
-      "request.headers.Accept-Encoding": 4.678581454103116e-05,
-      "response.metadata.provider": 2.339290727051558e-05,
-      "request.userAgent": 8.187517544680453e-05,
-      "request.headers.User-Agent": 8.187517544680453e-05,
-      "request.headers.sortedSha256": 9.357162908206232e-05,
-      "request.headers.Accept": 2.339290727051558e-05,
-      "request.method": 4.678581454103116e-05,
-      "request.protocol": 2.339290727051558e-05,
-      "response.body": 2.339290727051558e-05,
-      "request.requestURI": 2.339290727051558e-05,
-      "response.metadata.temperature": 2.339290727051558e-05,
-      "request.bodySha256": 3.508936090577337e-05,
-      "icmp_type": 2.339290727051558e-05,
-      "icmp_code": 2.339290727051558e-05,
-      "sensor": 2.339290727051558e-05,
-      "duration": 7.017872181154674e-05,
-      "eventid": 5.848226817628895e-05,
-      "app_proto_ts": 2.339290727051558e-05,
-      "shasum": 0.0002105361654346402,
-      "filename": 0.0002105361654346402,
-      "outfile": 0.0002105361654346402,
-      "src_url": 0.0002105361654346402,
-      "request.headers.Accept-Charset": 2.339290727051558e-05,
-      "request.headers.Accept-Language": 2.339290727051558e-05,
-      "request": 1.169645363525779e-05,
-      "response": 1.169645363525779e-05,
-      "sensorid": 2.339290727051558e-05,
-      "data_type": 2.339290727051558e-05,
-      "id": 3.508936090577337e-05,
-      "public_ip": 2.339290727051558e-05,
-      "headers": 2.339290727051558e-05,
-      "pgsql": 5.848226817628895e-05,
-      "request.headers.Content-Type": 2.339290727051558e-05,
-      "request.headers.X-Nextjs-Html-Request-Id": 2.339290727051558e-05,
-      "request.headers.X-Nextjs-Request-Id": 2.339290727051558e-05,
-      "request.headers.Next-Action": 2.339290727051558e-05,
-      "request.headers.Content-Length": 2.339290727051558e-05,
-      "mqtt": 2.339290727051558e-05,
-      "ftp": 2.339290727051558e-05,
-      "commands": 1.169645363525779e-05
+      "in_iface": 2.3661358635212835e-05,
+      "dest_port": 0.047571161536095405,
+      "geoip": 0.07126801220926106,
+      "ip_rep": 7.09840759056385e-05,
+      "geoip_ext": 9.464543454085134e-05,
+      "timestamp": 0.3180441520952133,
+      "honeypot_ip_int": 0.5570002129522277,
+      "type": 0.000141968151811277,
+      "tcp": 0.002721056243049476,
+      "@timestamp": 0.33566003359912927,
+      "flow_id": 0.15017864325769587,
+      "proto": 3.549203795281925e-05,
+      "flow": 0.19052125973073375,
+      "src_ip": 0.05030404845846249,
+      "metadata": 0.000709840759056385,
+      "@version": 1.1830679317606417e-05,
+      "honeypot_ip_ext": 1.1830679317606417e-05,
+      "event_type": 0.00015379883112888343,
+      "src_port": 0.10698483306911483,
+      "dest_ip": 0.00010647611385845775,
+      "host": 0.0035373731159643188,
+      "honeypot_hostname": 0.0035373731159643188,
+      "mitre_techniques": 1.1830679317606417e-05,
+      "attack_vectors": 1.1830679317606417e-05,
+      "mitre_tactic": 1.1830679317606417e-05,
+      "mitre_technique": 1.1830679317606417e-05,
+      "confidence_score": 1.1830679317606417e-05,
+      "is_malicious": 1.1830679317606417e-05,
+      "severity": 1.1830679317606417e-05,
+      "primary_label": 3.549203795281925e-05,
+      "payload_printable": 0.0053947897688285265,
+      "stream": 3.549203795281925e-05,
+      "alert": 0.00676714856967087,
+      "pkt_src": 4.732271727042567e-05,
+      "direction": 3.549203795281925e-05,
+      "payload": 0.0053474670515581005,
+      "app_proto": 0.00011830679317606416,
+      "tags": 2.3661358635212835e-05,
+      "response": 1.1830679317606417e-05,
+      "data_type": 3.549203795281925e-05,
+      "sensorid": 2.3661358635212835e-05,
+      "id": 5.915339658803208e-05,
+      "request": 1.1830679317606417e-05,
+      "public_ip": 2.3661358635212835e-05,
+      "raw_mtu": 0.0002721056243049476,
+      "mod": 0.00010647611385845775,
+      "subject": 3.549203795281925e-05,
+      "link": 9.464543454085134e-05,
+      "raw_sig": 0.0056195726758630484,
+      "params": 0.00010647611385845775,
+      "os": 0.00016562951044648983,
+      "dist": 0.0005915339658803208,
+      "raw_freq": 0.006270260038331401,
+      "uptime": 0.01918936185315761,
+      "raw_hits": 0.001360528121524738,
+      "reason": 0.00023661358635212833,
+      "fatt_tls": 0.00044956581406904386,
+      "protocol": 0.00017746018976409625,
+      "action": 4.732271727042567e-05,
+      "rdp": 0.0002129522277169155,
+      "fatt_rdp": 3.549203795281925e-05,
+      "fatt_ssh": 0.0004968885313394695,
+      "ip_v": 2.3661358635212835e-05,
+      "tx_id": 0.0002721056243049476,
+      "tx_guessed": 2.3661358635212835e-05,
+      "mstshash": 2.3661358635212835e-05,
+      "data": 0.000141968151811277,
+      "environ": 1.1830679317606417e-05,
+      "output": 0.0015261576319712277,
+      "service": 2.3661358635212835e-05,
+      "input": 0.0004140737761162246,
+      "msg": 8.281475522324491e-05,
+      "level": 2.3661358635212835e-05,
+      "status": 7.09840759056385e-05,
+      "message": 0.007914724463478693,
+      "username": 0.0016208030665120791,
+      "session": 0.018041785959349785,
+      "session_duration": 1.1830679317606417e-05,
+      "tls": 0.0006506873624683529,
+      "fileinfo": 0.00013013747249367058,
+      "http": 0.0029576698294016043,
+      "ssh": 0.0006980100797387786,
+      "anomaly": 0.00022478290703452193,
+      "files": 2.3661358635212835e-05,
+      "operation_mode": 2.3661358635212835e-05,
+      "download_tries": 2.3661358635212835e-05,
+      "is_virtual": 2.3661358635212835e-05,
+      "attack_connection": 0.005607741996545442,
+      "download_count": 2.3661358635212835e-05,
+      "start_time": 0.00934623666090907,
+      "downloads": 2.3661358635212835e-05,
+      "end_time": 0.00944088209544992,
+      "proxy_connection": 0.00010647611385845775,
+      "app": 4.732271727042567e-05,
+      "lang": 5.915339658803208e-05,
+      "smb": 0.0006506873624683529,
+      "client": 0.00010647611385845775,
+      "password": 0.0037384946643636277,
+      "client_version": 2.3661358635212835e-05,
+      "tc_progress": 3.549203795281925e-05,
+      "ts_progress": 3.549203795281925e-05,
+      "app_proto_tc": 3.549203795281925e-05,
+      "fatt_http": 0.00022478290703452193,
+      "hostname": 4.732271727042567e-05,
+      "request_uri": 3.549203795281925e-05,
+      "trapped": 2.3661358635212835e-05,
+      "user-agent": 2.3661358635212835e-05,
+      "header_connection": 3.549203795281925e-05,
+      "request_method": 2.3661358635212835e-05,
+      "user-agent_browser": 3.549203795281925e-05,
+      "user-agent_os_version": 2.3661358635212835e-05,
+      "user-agent_os": 3.549203795281925e-05,
+      "header_user-agent": 2.3661358635212835e-05,
+      "user-agent_browser_version": 2.3661358635212835e-05,
+      "sensor": 2.3661358635212835e-05,
+      "eventid": 5.915339658803208e-05,
+      "response.headers.Content-Type": 3.549203795281925e-05,
+      "request.headers.Accept-Encoding": 3.549203795281925e-05,
+      "request.headers.Pragma": 2.3661358635212835e-05,
+      "request.requestURI": 3.549203795281925e-05,
+      "response.body": 3.549203795281925e-05,
+      "sensorName": 9.464543454085134e-05,
+      "request.headers.sorted": 0.00013013747249367058,
+      "request.headers.Upgrade-Insecure-Requests": 2.3661358635212835e-05,
+      "request.headers.Accept": 5.915339658803208e-05,
+      "request.method": 4.732271727042567e-05,
+      "response.metadata.generationSource": 3.549203795281925e-05,
+      "request.headers.Cache-Control": 3.549203795281925e-05,
+      "request.userAgent": 9.464543454085134e-05,
+      "request.headers.User-Agent": 9.464543454085134e-05,
+      "request.headers.sortedSha256": 0.000141968151811277,
+      "response.metadata.model": 2.3661358635212835e-05,
+      "response.headers.Server": 3.549203795281925e-05,
+      "request.body": 3.549203795281925e-05,
+      "response.metadata.provider": 2.3661358635212835e-05,
+      "request.headers.Accept-Language": 3.549203795281925e-05,
+      "response.metadata.temperature": 2.3661358635212835e-05,
+      "request.bodySha256": 4.732271727042567e-05,
+      "request.headers.Connection": 4.732271727042567e-05,
+      "request.protocol": 4.732271727042567e-05,
+      "app_proto_ts": 3.549203795281925e-05,
+      "ftp": 8.281475522324491e-05,
+      "icmp_code": 2.3661358635212835e-05,
+      "icmp_type": 2.3661358635212835e-05,
+      "request.headers.Content-Type": 2.3661358635212835e-05,
+      "request.headers.Authorization": 3.549203795281925e-05,
+      "request.headers.Content-Length": 4.732271727042567e-05,
+      "duration": 7.09840759056385e-05,
+      "request.headers.Cookie": 2.3661358635212835e-05,
+      "smtp": 5.915339658803208e-05,
+      "header_accept": 2.3661358635212835e-05,
+      "src_url": 3.549203795281925e-05,
+      "outfile": 3.549203795281925e-05,
+      "shasum": 3.549203795281925e-05,
+      "filename": 3.549203795281925e-05,
+      "os_version": 1.1830679317606417e-05,
+      "phase": 3.549203795281925e-05,
+      "device_brand": 1.1830679317606417e-05,
+      "browser_version": 2.3661358635212835e-05,
+      "qs": 1.1830679317606417e-05,
+      "user_agent": 2.3661358635212835e-05,
+      "device": 2.3661358635212835e-05,
+      "caller": 2.3661358635212835e-05,
+      "browser": 2.3661358635212835e-05,
+      "method": 2.3661358635212835e-05,
+      "request.headers.Referer": 2.3661358635212835e-05,
+      "commands": 1.1830679317606417e-05
     }
   }
 }

train.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e367621af6d47b170fe6dd7d2401946ff39203e1cb1e3baa1a29f68f229c3487
-size 119080088
+oid sha256:e8e62baf7b40e0050e2512a8487118d0b7cb98bb182f48055b66f146818b727f
+size 121294535

train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:08c07d9975b1257d7ca550c3a32cfff76b6701b0f4534111c9991cb982b332d1
-size 315350594
+oid sha256:f9b117aa5b3e6df80e4514bdbf629dd728ba8bb8c6705869450ca0eb18b5b384
+size 349589700

train.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b8565d93fbddc2536ac6268183b334f8fc7da7ebe82fd7e4b39f9702e1ab3ec3
-size 8516133
+oid sha256:ba4c4776ab811e1e9171f36961cd2657456bd91d7503818cbafefa180326291d
+size 8386825

upload_manifest.json

@@ -1,6 +1,6 @@
 {
-  "upload_session_id": "upload_1768198046",
-  "preparation_timestamp": "2026-01-12T06:07:28.179145+00:00",
+  "upload_session_id": "upload_1768802949",
+  "preparation_timestamp": "2026-01-19T06:09:11.687736+00:00",
   "source_path": "outputs/ml_pipeline/attacks-weekly",
   "dataset_format": "huggingface",
   "files_prepared": [
@@ -11,5 +11,5 @@
     "train.parquet",
     "train.csv"
   ],
-  "total_size_bytes": 442972459
+  "total_size_bytes": 479300103
 }