Upload dataset - Session upload_1762150135

README.md

@@ -2,6 +2,7 @@
 language:
 - en
 task_categories:
+- tabular-classification
 - other
 task_ids:
 - tabular-multi-class-classification
@@ -15,74 +16,51 @@ 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: app_proto
-    dtype: string
-  - name: flow_id
-    dtype: string
-  - name: metadata
-    dtype: string
-  - name: '@timestamp'
-    dtype: string
-  - name: timestamp
-    dtype: string
-  - name: pkt_src
+  - name: honeypot_ip_int
     dtype: string
   - name: src_port
     dtype: string
-  - name: proto
-    dtype: string
-  - name: '@version'
-    dtype: string
-  - name: host
+  - name: src_ip
     dtype: string
-  - name: honeypot_ip_int
+  - name: "@version"
     dtype: string
   - name: type
     dtype: string
   - name: geoip_ext
     dtype: string
-  - name: alert
-    dtype: string
-  - name: payload_printable
+  - name: geoip
     dtype: string
-  - name: in_iface
+  - name: "@timestamp"
     dtype: string
-  - name: event_type
+  - name: honeypot_ip_ext
     dtype: string
   - name: dest_port
     dtype: int64
-  - name: stream
-    dtype: string
-  - name: tx_id
-    dtype: string
-  - name: tx_guessed
-    dtype: string
-  - name: honeypot_ip_ext
+  - name: timestamp
     dtype: string
-  - name: tags
+  - name: action
     dtype: string
-  - name: geoip
+  - name: protocol
     dtype: string
-  - name: honeypot_hostname
+  - name: host
     dtype: string
   - name: dest_ip
     dtype: string
-  - name: src_ip
-    dtype: string
-  - name: rdp
-    dtype: string
-  - name: flow
-    dtype: string
-  - name: direction
-    dtype: string
-  - name: payload
+  - name: honeypot_hostname
     dtype: string
   - name: mitre_techniques
     dtype: string
@@ -102,226 +80,250 @@ dataset_info:
     dtype: string
   - name: raw_mtu
     dtype: string
+  - name: subject
+    dtype: string
   - name: link
     dtype: string
   - name: mod
     dtype: string
-  - name: subject
-    dtype: string
-  - name: tcp
+  - name: raw_freq
     dtype: string
   - name: ip_rep
     dtype: string
-  - name: os
+  - name: uptime
+    dtype: string
+  - name: fatt_ssh
+    dtype: string
+  - name: tags
+    dtype: string
+  - name: dist
     dtype: string
   - name: params
     dtype: string
+  - name: os
+    dtype: string
   - name: raw_sig
     dtype: string
-  - name: dist
+  - name: event_type
     dtype: string
-  - name: app_proto_tc
+  - name: in_iface
     dtype: string
-  - name: download_count
+  - name: pkt_src
+    dtype: string
+  - name: rdp
+    dtype: string
+  - name: flow_id
+    dtype: string
+  - name: proto
+    dtype: string
+  - name: data
+    dtype: string
+  - name: mstshash
+    dtype: string
+  - name: operation_mode
+    dtype: string
+  - name: download_tries
+    dtype: string
+  - name: is_virtual
+    dtype: string
+  - name: end_time
     dtype: string
   - name: proxy_connection
     dtype: string
   - name: downloads
     dtype: string
-  - name: is_virtual
+  - name: start_time
     dtype: string
   - name: attack_connection
     dtype: string
-  - name: operation_mode
+  - name: download_count
     dtype: string
-  - name: start_time
+  - name: flow
     dtype: string
-  - name: end_time
+  - name: app_proto
     dtype: string
-  - name: download_tries
+  - name: tcp
     dtype: string
-  - name: action
+  - name: metadata
     dtype: string
-  - name: protocol
+  - name: payload_printable
     dtype: string
-  - name: anomaly
+  - name: stream
     dtype: string
-  - name: tls
+  - name: alert
     dtype: string
-  - name: mstshash
+  - name: direction
     dtype: string
-  - name: data
+  - name: tx_id
+    dtype: string
+  - name: tx_guessed
+    dtype: string
+  - name: payload
     dtype: string
   - name: fatt_rdp
     dtype: string
-  - name: input
+  - name: raw_hits
     dtype: string
-  - name: level
+  - name: reason
     dtype: string
-  - name: message
+  - name: app_proto_tc
     dtype: string
-  - name: output
+  - name: tls
     dtype: string
-  - name: session
+  - name: anomaly
     dtype: string
-  - name: service
+  - name: fatt_tls
+    dtype: string
+  - name: input
     dtype: string
   - name: username
     dtype: string
-  - name: msg
+  - name: message
     dtype: string
   - name: status
     dtype: string
-  - name: environ
-    dtype: string
-  - name: raw_hits
+  - name: output
     dtype: string
-  - name: reason
+  - name: service
     dtype: string
-  - name: ssh
+  - name: level
     dtype: string
-  - name: uptime
+  - name: session
     dtype: string
-  - name: raw_freq
+  - name: msg
     dtype: string
-  - name: password
+  - name: environ
     dtype: string
   - name: session_duration
     dtype: float64
-  - name: fatt_tls
-    dtype: string
-  - name: fatt_ssh
+  - name: http
     dtype: string
-  - name: app
+  - name: ssh
     dtype: string
   - name: lang
     dtype: string
-  - name: files
-    dtype: string
-  - name: http
+  - name: app
     dtype: string
-  - name: fileinfo
+  - name: eventid
     dtype: string
-  - name: ftp
+  - name: sensor
     dtype: string
-  - name: request.bodySha256
+  - name: fileinfo
     dtype: string
-  - name: request.requestURI
+  - name: smb
     dtype: string
-  - name: response.metadata.temperature
+  - name: client_version
     dtype: string
-  - name: response.metadata.generationSource
+  - name: password
     dtype: string
-  - name: request.userAgent
+  - name: client
     dtype: string
-  - name: request.headers.sorted
+  - name: smtp
     dtype: string
-  - name: hostname
+  - name: files
     dtype: string
-  - name: request.headers.Accept
+  - name: ftp
     dtype: string
-  - name: request.headers.User-Agent
+  - name: duration
     dtype: string
-  - name: response.headers.Server
+  - name: fatt_http
     dtype: string
-  - name: response.body
+  - name: request.headers.Connection
     dtype: string
-  - name: response.metadata.model
+  - name: request.userAgent
     dtype: string
   - name: response.metadata.provider
     dtype: string
-  - name: response.headers.Content-Type
-    dtype: string
-  - name: request.body
+  - name: request.bodySha256
     dtype: string
-  - name: request.headers.Accept-Encoding
+  - name: "response.headers.Content-Type"
     dtype: string
-  - name: request.protocol
+  - name: "request.headers.Accept-Encoding"
     dtype: string
-  - name: request.headers.sortedSha256
+  - name: request.body
     dtype: string
-  - name: sensorName
+  - name: response.headers.Server
     dtype: string
-  - name: request.method
+  - name: response.metadata.temperature
     dtype: string
-  - name: client
+  - name: hostname
     dtype: string
-  - name: client_version
+  - name: request.headers.sortedSha256
     dtype: string
-  - name: smtp
+  - name: request.protocol
     dtype: string
-  - name: mqtt
+  - name: response.body
     dtype: string
-  - name: icmp_code
+  - name: response.metadata.model
     dtype: string
-  - name: icmp_type
+  - name: request.requestURI
     dtype: string
-  - name: request.headers.Content-Type
+  - name: request.headers.sorted
     dtype: string
-  - name: request.headers.X-Requested-With
+  - name: request.method
     dtype: string
-  - name: request.headers.Connection
+  - name: response.metadata.generationSource
     dtype: string
-  - name: request.headers.Accept-Language
+  - name: sensorName
     dtype: string
-  - name: request.headers.Referer
+  - name: "request.headers.User-Agent"
     dtype: string
-  - name: request.headers.X-Forwarded-For
+  - name: request.headers.Accept
     dtype: string
-  - name: request.headers.Authorization
+  - name: id
     dtype: string
-  - name: request.headers.Cookie
+  - name: request
     dtype: string
-  - name: smb
+  - name: sensorid
     dtype: string
-  - name: fatt_http
+  - name: data_type
     dtype: string
-  - name: request.headers.Content-Length
+  - name: public_ip
     dtype: string
-  - name: request.headers.Access-Control-Request-Method
+  - name: response
     dtype: string
-  - name: request.headers.X-Csrf-Token
+  - name: icmp_code
     dtype: string
-  - name: request.headers.Access-Control-Request-Headers
+  - name: icmp_type
     dtype: string
-  - name: request.headers.X-Api-Version
+  - name: called_number
     dtype: string
-  - name: request.headers.Upgrade-Insecure-Requests
+  - name: sip_user_agent
     dtype: string
-  - name: request.headers.Location
+  - name: app_version
     dtype: string
-  - name: request.headers.X-Druid-Comment
+  - name: created_by_node_id
     dtype: string
-  - name: request.headers.Authentication
+  - name: sip_method
     dtype: string
-  - name: request.headers.X-Origin
+  - name: sip_message
     dtype: string
-  - name: request.headers.Origin
+  - name: collected_method
     dtype: string
-  - name: app_proto_ts
+  - name: app_name
     dtype: string
-  - name: sensor
+  - name: transport_type
     dtype: string
-  - name: eventid
+  - name: event_uuid
     dtype: string
-  - name: src_url
+  - name: "request.headers.Accept-Charset"
     dtype: string
-  - name: filename
+  - name: request.headers.From
     dtype: string
-  - name: outfile
+  - name: "request.headers.Content-Type"
     dtype: string
-  - name: shasum
+  - name: "request.headers.X-Requested-With"
     dtype: string
-  - name: duration
+  - name: "request.headers.Accept-Language"
     dtype: string
   - name: commands
     dtype: string
   splits:
   - name: train
-    num_bytes: 753118859
-    num_examples: 79572
-  download_size: 753118859
-  dataset_size: 753118859
+    num_bytes: 734383094
+    num_examples: 78983
+  download_size: 734383094
+  dataset_size: 734383094
 config_name: default
 ---
 
@@ -398,50 +400,50 @@ print(f"Malicious events: {malicious_count}/{len(train_data)} ({malicious_count/
 
 ## Data Fields
 
-The dataset contains 147 features across several categories:
+The dataset contains 144 features across several categories:
 
 ### Network Features
-- `flow_id`: Network-related information
-- `src_port`: Network-related information
 - `honeypot_ip_int`: Network-related information
+- `src_port`: Network-related information
+- `src_ip`: Network-related information
 - `geoip_ext`: Network-related information
-- `dest_port`: Network-related information
-- ... and 8 more network features
+- `geoip`: Network-related information
+- ... and 13 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 3 more behavioral features
+- ... and 2 more behavioral features
 
 ### Temporal Features
 - `@timestamp`: Time-based information
 - `timestamp`: Time-based information
-- `start_time`: Time-based information
-- `end_time`: Time-based information
 - `uptime`: Time-based information
+- `end_time`: Time-based information
+- `start_time`: Time-based information
 - ... and 2 more temporal features
 
 ### Security Features
-- `alert`: Security and threat intelligence
 - `mitre_techniques`: Security and threat intelligence
 - `attack_vectors`: Security and threat intelligence
 - `mitre_tactic`: Security and threat intelligence
 - `mitre_technique`: Security and threat intelligence
+- `is_malicious`: Security and threat intelligence
 - ... and 2 more security features
 
 ## Data Splits
 
 | Split | Examples |
 |-------|----------|
-| train | 79,572 |
+| train | 78,983 |
 
 ## Dataset Statistics
 
-- **Total size**: ~718.2 MB
-- **Average record size**: ~9465 bytes
+- **Total size**: ~700.4 MB
+- **Average record size**: ~9298 bytes
 - **Feature completeness**: 100.0%
 
 ## Ethical Considerations

metadata.json

@@ -3,55 +3,40 @@
     "name": "attacks-weekly",
     "version": "1.0.0",
     "description": "Cybersecurity dataset from honeypot infrastructure",
-    "total_samples": 79572,
-    "features": 147,
-    "creation_timestamp": "2025-10-27T06:09:25.243879+00:00",
+    "total_samples": 78983,
+    "features": 144,
+    "creation_timestamp": "2025-11-03T06:08:38.526741+00:00",
     "data_source": "Honeypot Infrastructure",
     "honeypot_types": {},
     "time_range": {
       "start": "",
-      "end": "2025-10-27T06:00:01.989960+00:00"
+      "end": "2025-11-03T06:00:01.806115+00:00"
     }
   },
   "statistics": {
     "total_events": 100000,
     "successful_extractions": 100000,
-    "feature_extraction_time": 107.564934,
+    "feature_extraction_time": 85.928953,
     "dataset_creation_time": 0,
     "quality_score": 0.0
   },
   "feature_schema": {
-    "app_proto": "object",
-    "flow_id": "object",
-    "metadata": "object",
-    "@timestamp": "object",
-    "timestamp": "object",
-    "pkt_src": "object",
+    "honeypot_ip_int": "object",
     "src_port": "object",
-    "proto": "object",
+    "src_ip": "object",
     "@version": "object",
-    "host": "object",
-    "honeypot_ip_int": "object",
     "type": "object",
     "geoip_ext": "object",
-    "alert": "object",
-    "payload_printable": "object",
-    "in_iface": "object",
-    "event_type": "object",
-    "dest_port": "int64",
-    "stream": "object",
-    "tx_id": "object",
-    "tx_guessed": "object",
-    "honeypot_ip_ext": "object",
-    "tags": "object",
     "geoip": "object",
-    "honeypot_hostname": "object",
+    "@timestamp": "object",
+    "honeypot_ip_ext": "object",
+    "dest_port": "int64",
+    "timestamp": "object",
+    "action": "object",
+    "protocol": "object",
+    "host": "object",
     "dest_ip": "object",
-    "src_ip": "object",
-    "rdp": "object",
-    "flow": "object",
-    "direction": "object",
-    "payload": "object",
+    "honeypot_hostname": "object",
     "mitre_techniques": "object",
     "attack_vectors": "object",
     "mitre_tactic": "object",
@@ -61,147 +46,144 @@
     "severity": "object",
     "primary_label": "object",
     "raw_mtu": "object",
+    "subject": "object",
     "link": "object",
     "mod": "object",
-    "subject": "object",
-    "tcp": "object",
+    "raw_freq": "object",
     "ip_rep": "object",
-    "os": "object",
+    "uptime": "object",
+    "fatt_ssh": "object",
+    "tags": "object",
+    "dist": "object",
     "params": "object",
+    "os": "object",
     "raw_sig": "object",
-    "dist": "object",
-    "app_proto_tc": "object",
-    "download_count": "object",
+    "event_type": "object",
+    "in_iface": "object",
+    "pkt_src": "object",
+    "rdp": "object",
+    "flow_id": "object",
+    "proto": "object",
+    "data": "object",
+    "mstshash": "object",
+    "operation_mode": "object",
+    "download_tries": "object",
+    "is_virtual": "object",
+    "end_time": "object",
     "proxy_connection": "object",
     "downloads": "object",
-    "is_virtual": "object",
-    "attack_connection": "object",
-    "operation_mode": "object",
     "start_time": "object",
-    "end_time": "object",
-    "download_tries": "object",
-    "action": "object",
-    "protocol": "object",
-    "anomaly": "object",
-    "tls": "object",
-    "mstshash": "object",
-    "data": "object",
+    "attack_connection": "object",
+    "download_count": "object",
+    "flow": "object",
+    "app_proto": "object",
+    "tcp": "object",
+    "metadata": "object",
+    "payload_printable": "object",
+    "stream": "object",
+    "alert": "object",
+    "direction": "object",
+    "tx_id": "object",
+    "tx_guessed": "object",
+    "payload": "object",
     "fatt_rdp": "object",
+    "raw_hits": "object",
+    "reason": "object",
+    "app_proto_tc": "object",
+    "tls": "object",
+    "anomaly": "object",
+    "fatt_tls": "object",
     "input": "object",
-    "level": "object",
+    "username": "object",
     "message": "object",
+    "status": "object",
     "output": "object",
-    "session": "object",
     "service": "object",
-    "username": "object",
+    "level": "object",
+    "session": "object",
     "msg": "object",
-    "status": "object",
     "environ": "object",
-    "raw_hits": "object",
-    "reason": "object",
-    "ssh": "object",
-    "uptime": "object",
-    "raw_freq": "object",
-    "password": "object",
     "session_duration": "float64",
-    "fatt_tls": "object",
-    "fatt_ssh": "object",
-    "app": "object",
-    "lang": "object",
-    "files": "object",
     "http": "object",
+    "ssh": "object",
+    "lang": "object",
+    "app": "object",
+    "eventid": "object",
+    "sensor": "object",
     "fileinfo": "object",
+    "smb": "object",
+    "client_version": "object",
+    "password": "object",
+    "client": "object",
+    "smtp": "object",
+    "files": "object",
     "ftp": "object",
-    "request.bodySha256": "object",
-    "request.requestURI": "object",
-    "response.metadata.temperature": "object",
-    "response.metadata.generationSource": "object",
+    "duration": "object",
+    "fatt_http": "object",
+    "request.headers.Connection": "object",
     "request.userAgent": "object",
-    "request.headers.sorted": "object",
-    "hostname": "object",
-    "request.headers.Accept": "object",
-    "request.headers.User-Agent": "object",
-    "response.headers.Server": "object",
-    "response.body": "object",
-    "response.metadata.model": "object",
     "response.metadata.provider": "object",
+    "request.bodySha256": "object",
     "response.headers.Content-Type": "object",
-    "request.body": "object",
     "request.headers.Accept-Encoding": "object",
-    "request.protocol": "object",
+    "request.body": "object",
+    "response.headers.Server": "object",
+    "response.metadata.temperature": "object",
+    "hostname": "object",
     "request.headers.sortedSha256": "object",
-    "sensorName": "object",
+    "request.protocol": "object",
+    "response.body": "object",
+    "response.metadata.model": "object",
+    "request.requestURI": "object",
+    "request.headers.sorted": "object",
     "request.method": "object",
-    "client": "object",
-    "client_version": "object",
-    "smtp": "object",
-    "mqtt": "object",
+    "response.metadata.generationSource": "object",
+    "sensorName": "object",
+    "request.headers.User-Agent": "object",
+    "request.headers.Accept": "object",
+    "id": "object",
+    "request": "object",
+    "sensorid": "object",
+    "data_type": "object",
+    "public_ip": "object",
+    "response": "object",
     "icmp_code": "object",
     "icmp_type": "object",
+    "called_number": "object",
+    "sip_user_agent": "object",
+    "app_version": "object",
+    "created_by_node_id": "object",
+    "sip_method": "object",
+    "sip_message": "object",
+    "collected_method": "object",
+    "app_name": "object",
+    "transport_type": "object",
+    "event_uuid": "object",
+    "request.headers.Accept-Charset": "object",
+    "request.headers.From": "object",
     "request.headers.Content-Type": "object",
     "request.headers.X-Requested-With": "object",
-    "request.headers.Connection": "object",
     "request.headers.Accept-Language": "object",
-    "request.headers.Referer": "object",
-    "request.headers.X-Forwarded-For": "object",
-    "request.headers.Authorization": "object",
-    "request.headers.Cookie": "object",
-    "smb": "object",
-    "fatt_http": "object",
-    "request.headers.Content-Length": "object",
-    "request.headers.Access-Control-Request-Method": "object",
-    "request.headers.X-Csrf-Token": "object",
-    "request.headers.Access-Control-Request-Headers": "object",
-    "request.headers.X-Api-Version": "object",
-    "request.headers.Upgrade-Insecure-Requests": "object",
-    "request.headers.Location": "object",
-    "request.headers.X-Druid-Comment": "object",
-    "request.headers.Authentication": "object",
-    "request.headers.X-Origin": "object",
-    "request.headers.Origin": "object",
-    "app_proto_ts": "object",
-    "sensor": "object",
-    "eventid": "object",
-    "src_url": "object",
-    "filename": "object",
-    "outfile": "object",
-    "shasum": "object",
-    "duration": "object",
     "commands": "object"
   },
   "quality_metrics": {
     "completeness": {
-      "app_proto": 1.0,
-      "flow_id": 1.0,
-      "metadata": 1.0,
-      "@timestamp": 1.0,
-      "timestamp": 1.0,
-      "pkt_src": 1.0,
+      "honeypot_ip_int": 1.0,
       "src_port": 1.0,
-      "proto": 1.0,
+      "src_ip": 1.0,
       "@version": 1.0,
-      "host": 1.0,
-      "honeypot_ip_int": 1.0,
       "type": 1.0,
       "geoip_ext": 1.0,
-      "alert": 1.0,
-      "payload_printable": 1.0,
-      "in_iface": 1.0,
-      "event_type": 1.0,
-      "dest_port": 1.0,
-      "stream": 1.0,
-      "tx_id": 1.0,
-      "tx_guessed": 1.0,
-      "honeypot_ip_ext": 1.0,
-      "tags": 1.0,
       "geoip": 1.0,
-      "honeypot_hostname": 1.0,
+      "@timestamp": 1.0,
+      "honeypot_ip_ext": 1.0,
+      "dest_port": 1.0,
+      "timestamp": 1.0,
+      "action": 1.0,
+      "protocol": 1.0,
+      "host": 1.0,
       "dest_ip": 1.0,
-      "src_ip": 1.0,
-      "rdp": 1.0,
-      "flow": 1.0,
-      "direction": 1.0,
-      "payload": 1.0,
+      "honeypot_hostname": 1.0,
       "mitre_techniques": 1.0,
       "attack_vectors": 1.0,
       "mitre_tactic": 1.0,
@@ -211,262 +193,271 @@
       "severity": 1.0,
       "primary_label": 1.0,
       "raw_mtu": 1.0,
+      "subject": 1.0,
       "link": 1.0,
       "mod": 1.0,
-      "subject": 1.0,
-      "tcp": 1.0,
+      "raw_freq": 1.0,
       "ip_rep": 1.0,
-      "os": 1.0,
+      "uptime": 1.0,
+      "fatt_ssh": 1.0,
+      "tags": 1.0,
+      "dist": 1.0,
       "params": 1.0,
+      "os": 1.0,
       "raw_sig": 1.0,
-      "dist": 1.0,
-      "app_proto_tc": 1.0,
-      "download_count": 1.0,
+      "event_type": 1.0,
+      "in_iface": 1.0,
+      "pkt_src": 1.0,
+      "rdp": 1.0,
+      "flow_id": 1.0,
+      "proto": 1.0,
+      "data": 1.0,
+      "mstshash": 1.0,
+      "operation_mode": 1.0,
+      "download_tries": 1.0,
+      "is_virtual": 1.0,
+      "end_time": 1.0,
       "proxy_connection": 1.0,
       "downloads": 1.0,
-      "is_virtual": 1.0,
-      "attack_connection": 1.0,
-      "operation_mode": 1.0,
       "start_time": 1.0,
-      "end_time": 1.0,
-      "download_tries": 1.0,
-      "action": 1.0,
-      "protocol": 1.0,
-      "anomaly": 1.0,
-      "tls": 1.0,
-      "mstshash": 1.0,
-      "data": 1.0,
+      "attack_connection": 1.0,
+      "download_count": 1.0,
+      "flow": 1.0,
+      "app_proto": 1.0,
+      "tcp": 1.0,
+      "metadata": 1.0,
+      "payload_printable": 1.0,
+      "stream": 1.0,
+      "alert": 1.0,
+      "direction": 1.0,
+      "tx_id": 1.0,
+      "tx_guessed": 1.0,
+      "payload": 1.0,
       "fatt_rdp": 1.0,
+      "raw_hits": 1.0,
+      "reason": 1.0,
+      "app_proto_tc": 1.0,
+      "tls": 1.0,
+      "anomaly": 1.0,
+      "fatt_tls": 1.0,
       "input": 1.0,
-      "level": 1.0,
+      "username": 1.0,
       "message": 1.0,
+      "status": 1.0,
       "output": 1.0,
-      "session": 1.0,
       "service": 1.0,
-      "username": 1.0,
+      "level": 1.0,
+      "session": 1.0,
       "msg": 1.0,
-      "status": 1.0,
       "environ": 1.0,
-      "raw_hits": 1.0,
-      "reason": 1.0,
-      "ssh": 1.0,
-      "uptime": 1.0,
-      "raw_freq": 1.0,
-      "password": 1.0,
       "session_duration": 1.0,
-      "fatt_tls": 1.0,
-      "fatt_ssh": 1.0,
-      "app": 1.0,
-      "lang": 1.0,
-      "files": 1.0,
       "http": 1.0,
+      "ssh": 1.0,
+      "lang": 1.0,
+      "app": 1.0,
+      "eventid": 1.0,
+      "sensor": 1.0,
       "fileinfo": 1.0,
+      "smb": 1.0,
+      "client_version": 1.0,
+      "password": 1.0,
+      "client": 1.0,
+      "smtp": 1.0,
+      "files": 1.0,
       "ftp": 1.0,
-      "request.bodySha256": 1.0,
-      "request.requestURI": 1.0,
-      "response.metadata.temperature": 1.0,
-      "response.metadata.generationSource": 1.0,
+      "duration": 1.0,
+      "fatt_http": 1.0,
+      "request.headers.Connection": 1.0,
       "request.userAgent": 1.0,
-      "request.headers.sorted": 1.0,
-      "hostname": 1.0,
-      "request.headers.Accept": 1.0,
-      "request.headers.User-Agent": 1.0,
-      "response.headers.Server": 1.0,
-      "response.body": 1.0,
-      "response.metadata.model": 1.0,
       "response.metadata.provider": 1.0,
+      "request.bodySha256": 1.0,
       "response.headers.Content-Type": 1.0,
-      "request.body": 1.0,
       "request.headers.Accept-Encoding": 1.0,
-      "request.protocol": 1.0,
+      "request.body": 1.0,
+      "response.headers.Server": 1.0,
+      "response.metadata.temperature": 1.0,
+      "hostname": 1.0,
       "request.headers.sortedSha256": 1.0,
-      "sensorName": 1.0,
+      "request.protocol": 1.0,
+      "response.body": 1.0,
+      "response.metadata.model": 1.0,
+      "request.requestURI": 1.0,
+      "request.headers.sorted": 1.0,
       "request.method": 1.0,
-      "client": 1.0,
-      "client_version": 1.0,
-      "smtp": 1.0,
-      "mqtt": 1.0,
+      "response.metadata.generationSource": 1.0,
+      "sensorName": 1.0,
+      "request.headers.User-Agent": 1.0,
+      "request.headers.Accept": 1.0,
+      "id": 1.0,
+      "request": 1.0,
+      "sensorid": 1.0,
+      "data_type": 1.0,
+      "public_ip": 1.0,
+      "response": 1.0,
       "icmp_code": 1.0,
       "icmp_type": 1.0,
+      "called_number": 1.0,
+      "sip_user_agent": 1.0,
+      "app_version": 1.0,
+      "created_by_node_id": 1.0,
+      "sip_method": 1.0,
+      "sip_message": 1.0,
+      "collected_method": 1.0,
+      "app_name": 1.0,
+      "transport_type": 1.0,
+      "event_uuid": 1.0,
+      "request.headers.Accept-Charset": 1.0,
+      "request.headers.From": 1.0,
       "request.headers.Content-Type": 1.0,
       "request.headers.X-Requested-With": 1.0,
-      "request.headers.Connection": 1.0,
       "request.headers.Accept-Language": 1.0,
-      "request.headers.Referer": 1.0,
-      "request.headers.X-Forwarded-For": 1.0,
-      "request.headers.Authorization": 1.0,
-      "request.headers.Cookie": 1.0,
-      "smb": 1.0,
-      "fatt_http": 1.0,
-      "request.headers.Content-Length": 1.0,
-      "request.headers.Access-Control-Request-Method": 1.0,
-      "request.headers.X-Csrf-Token": 1.0,
-      "request.headers.Access-Control-Request-Headers": 1.0,
-      "request.headers.X-Api-Version": 1.0,
-      "request.headers.Upgrade-Insecure-Requests": 1.0,
-      "request.headers.Location": 1.0,
-      "request.headers.X-Druid-Comment": 1.0,
-      "request.headers.Authentication": 1.0,
-      "request.headers.X-Origin": 1.0,
-      "request.headers.Origin": 1.0,
-      "app_proto_ts": 1.0,
-      "sensor": 1.0,
-      "eventid": 1.0,
-      "src_url": 1.0,
-      "filename": 1.0,
-      "outfile": 1.0,
-      "shasum": 1.0,
-      "duration": 1.0,
       "commands": 1.0
     },
     "uniqueness": {
-      "app_proto": 0.000138239581762429,
-      "flow_id": 0.11478912180163876,
-      "metadata": 0.000590660031166742,
-      "@timestamp": 0.30555974463379076,
-      "timestamp": 0.3777208063137787,
-      "pkt_src": 5.026893882270145e-05,
-      "src_port": 0.10164379429950234,
-      "proto": 3.770170411702609e-05,
-      "@version": 1.2567234705675363e-05,
-      "host": 0.0037576031769969336,
-      "honeypot_ip_int": 0.5752148997134671,
-      "type": 0.00011310511235107827,
-      "geoip_ext": 0.0001005378776454029,
-      "alert": 0.004876087065802041,
-      "payload_printable": 0.0021615643693761624,
-      "in_iface": 2.5134469411350726e-05,
-      "event_type": 0.00016337405117377972,
-      "dest_port": 0.041069723018147083,
-      "stream": 3.770170411702609e-05,
-      "tx_id": 6.283617352837681e-05,
-      "tx_guessed": 2.5134469411350726e-05,
-      "honeypot_ip_ext": 1.2567234705675363e-05,
-      "tags": 2.5134469411350726e-05,
-      "geoip": 0.015545669330920425,
-      "honeypot_hostname": 0.0037576031769969336,
-      "dest_ip": 6.283617352837681e-05,
-      "src_ip": 0.009199215804554366,
-      "rdp": 0.00016337405117377972,
-      "flow": 0.21216005630121149,
-      "direction": 3.770170411702609e-05,
-      "payload": 0.002123862665259136,
-      "mitre_techniques": 1.2567234705675363e-05,
-      "attack_vectors": 1.2567234705675363e-05,
-      "mitre_tactic": 1.2567234705675363e-05,
-      "mitre_technique": 1.2567234705675363e-05,
-      "confidence_score": 1.2567234705675363e-05,
-      "is_malicious": 1.2567234705675363e-05,
-      "severity": 1.2567234705675363e-05,
-      "primary_label": 2.5134469411350726e-05,
-      "raw_mtu": 0.0002387774594078319,
-      "link": 0.0001005378776454029,
-      "mod": 0.00011310511235107827,
-      "subject": 3.770170411702609e-05,
-      "tcp": 0.0025008797064293973,
-      "ip_rep": 7.540340823405218e-05,
-      "os": 0.00015080681646810435,
-      "params": 0.0001005378776454029,
-      "raw_sig": 0.0043859649122807015,
-      "dist": 0.0004021515105816116,
-      "app_proto_tc": 5.026893882270145e-05,
-      "download_count": 2.5134469411350726e-05,
-      "proxy_connection": 0.0001005378776454029,
-      "downloads": 2.5134469411350726e-05,
-      "is_virtual": 2.5134469411350726e-05,
-      "attack_connection": 0.0038958427587593627,
-      "operation_mode": 2.5134469411350726e-05,
-      "start_time": 0.013459508369778314,
-      "end_time": 0.01645051022972905,
-      "download_tries": 2.5134469411350726e-05,
-      "action": 5.026893882270145e-05,
-      "protocol": 0.00016337405117377972,
-      "anomaly": 0.00015080681646810435,
-      "tls": 0.0004649876841099884,
-      "mstshash": 2.5134469411350726e-05,
-      "data": 0.0001005378776454029,
-      "fatt_rdp": 3.770170411702609e-05,
-      "input": 0.0004775549188156638,
-      "level": 2.5134469411350726e-05,
-      "message": 0.0004649876841099884,
-      "output": 0.0007037651435178203,
-      "session": 0.005655255617553913,
-      "service": 2.5134469411350726e-05,
-      "username": 0.0012567234705675363,
-      "msg": 8.797064293972754e-05,
-      "status": 2.5134469411350726e-05,
-      "environ": 1.2567234705675363e-05,
-      "raw_hits": 0.0010807821846880812,
-      "reason": 0.0003393153370532348,
-      "ssh": 0.00035188257175891016,
-      "uptime": 0.008332076609862765,
-      "raw_freq": 0.00536620921932338,
-      "password": 0.0043859649122807015,
-      "session_duration": 1.2567234705675363e-05,
-      "fatt_tls": 0.0004398532146986377,
-      "fatt_ssh": 0.000276479163524858,
-      "app": 5.026893882270145e-05,
-      "lang": 5.026893882270145e-05,
-      "files": 0.00011310511235107827,
-      "http": 0.002111295430553461,
-      "fileinfo": 0.00041471874528728697,
-      "ftp": 0.00011310511235107827,
-      "request.bodySha256": 5.026893882270145e-05,
-      "request.requestURI": 2.5134469411350726e-05,
-      "response.metadata.temperature": 2.5134469411350726e-05,
-      "response.metadata.generationSource": 2.5134469411350726e-05,
-      "request.userAgent": 0.00015080681646810435,
-      "request.headers.sorted": 0.00011310511235107827,
-      "hostname": 7.540340823405218e-05,
-      "request.headers.Accept": 5.026893882270145e-05,
-      "request.headers.User-Agent": 0.00015080681646810435,
-      "response.headers.Server": 2.5134469411350726e-05,
-      "response.body": 2.5134469411350726e-05,
-      "response.metadata.model": 2.5134469411350726e-05,
-      "response.metadata.provider": 2.5134469411350726e-05,
-      "response.headers.Content-Type": 2.5134469411350726e-05,
-      "request.body": 3.770170411702609e-05,
-      "request.headers.Accept-Encoding": 6.283617352837681e-05,
-      "request.protocol": 2.5134469411350726e-05,
-      "request.headers.sortedSha256": 0.00012567234705675363,
-      "sensorName": 0.0001005378776454029,
-      "request.method": 3.770170411702609e-05,
-      "client": 6.283617352837681e-05,
-      "client_version": 2.5134469411350726e-05,
-      "smtp": 2.5134469411350726e-05,
-      "mqtt": 2.5134469411350726e-05,
-      "icmp_code": 3.770170411702609e-05,
-      "icmp_type": 2.5134469411350726e-05,
-      "request.headers.Content-Type": 3.770170411702609e-05,
-      "request.headers.X-Requested-With": 2.5134469411350726e-05,
-      "request.headers.Connection": 3.770170411702609e-05,
-      "request.headers.Accept-Language": 5.026893882270145e-05,
-      "request.headers.Referer": 6.283617352837681e-05,
-      "request.headers.X-Forwarded-For": 5.026893882270145e-05,
-      "request.headers.Authorization": 2.5134469411350726e-05,
-      "request.headers.Cookie": 5.026893882270145e-05,
-      "smb": 0.0006534962046951189,
-      "fatt_http": 0.00025134469411350726,
-      "request.headers.Content-Length": 2.5134469411350726e-05,
-      "request.headers.Access-Control-Request-Method": 3.770170411702609e-05,
-      "request.headers.X-Csrf-Token": 3.770170411702609e-05,
-      "request.headers.Access-Control-Request-Headers": 3.770170411702609e-05,
-      "request.headers.X-Api-Version": 3.770170411702609e-05,
-      "request.headers.Upgrade-Insecure-Requests": 3.770170411702609e-05,
-      "request.headers.Location": 3.770170411702609e-05,
-      "request.headers.X-Druid-Comment": 3.770170411702609e-05,
-      "request.headers.Authentication": 3.770170411702609e-05,
-      "request.headers.X-Origin": 3.770170411702609e-05,
-      "request.headers.Origin": 3.770170411702609e-05,
-      "app_proto_ts": 2.5134469411350726e-05,
-      "sensor": 2.5134469411350726e-05,
-      "eventid": 6.283617352837681e-05,
-      "src_url": 8.797064293972754e-05,
-      "filename": 5.026893882270145e-05,
-      "outfile": 8.797064293972754e-05,
-      "shasum": 8.797064293972754e-05,
-      "duration": 2.5134469411350726e-05,
-      "commands": 1.2567234705675363e-05
+      "honeypot_ip_int": 0.5748578808097945,
+      "src_port": 0.10316143980350202,
+      "src_ip": 0.0207639618652115,
+      "@version": 1.2660952356836282e-05,
+      "type": 0.00013927047592519908,
+      "geoip_ext": 0.00010128761885469025,
+      "geoip": 0.028107314232176543,
+      "@timestamp": 0.3359077269792234,
+      "honeypot_ip_ext": 1.2660952356836282e-05,
+      "dest_port": 0.016016104731397897,
+      "timestamp": 0.41070863350341213,
+      "action": 6.33047617841814e-05,
+      "protocol": 0.00013927047592519908,
+      "host": 0.003785624754694048,
+      "dest_ip": 0.00010128761885469025,
+      "honeypot_hostname": 0.003785624754694048,
+      "mitre_techniques": 1.2660952356836282e-05,
+      "attack_vectors": 1.2660952356836282e-05,
+      "mitre_tactic": 1.2660952356836282e-05,
+      "mitre_technique": 1.2660952356836282e-05,
+      "confidence_score": 1.2660952356836282e-05,
+      "is_malicious": 1.2660952356836282e-05,
+      "severity": 1.2660952356836282e-05,
+      "primary_label": 3.7982857070508846e-05,
+      "raw_mtu": 0.00027854095185039817,
+      "subject": 3.7982857070508846e-05,
+      "link": 0.00011394857121152653,
+      "mod": 0.00011394857121152653,
+      "raw_freq": 0.0047985009432409504,
+      "ip_rep": 7.596571414101769e-05,
+      "uptime": 0.009305799982274666,
+      "fatt_ssh": 0.00029120190420723447,
+      "tags": 2.5321904713672563e-05,
+      "dist": 0.00041781142777559725,
+      "params": 0.0001266095235683628,
+      "os": 0.00017725333299570793,
+      "raw_sig": 0.004912449514452477,
+      "event_type": 0.00017725333299570793,
+      "in_iface": 2.5321904713672563e-05,
+      "pkt_src": 5.0643809427345126e-05,
+      "rdp": 0.00013927047592519908,
+      "flow_id": 0.11307496549890483,
+      "proto": 5.0643809427345126e-05,
+      "data": 0.00022789714242305305,
+      "mstshash": 2.5321904713672563e-05,
+      "operation_mode": 2.5321904713672563e-05,
+      "download_tries": 2.5321904713672563e-05,
+      "is_virtual": 2.5321904713672563e-05,
+      "end_time": 0.01171138093007356,
+      "proxy_connection": 0.00011394857121152653,
+      "downloads": 2.5321904713672563e-05,
+      "start_time": 0.011660737120646214,
+      "attack_connection": 0.003456439993416305,
+      "download_count": 2.5321904713672563e-05,
+      "flow": 0.2236937062405834,
+      "app_proto": 0.0001266095235683628,
+      "tcp": 0.0027221047567198005,
+      "metadata": 0.0005190990466302875,
+      "payload_printable": 0.0013293999974678095,
+      "stream": 3.7982857070508846e-05,
+      "alert": 0.003583049516984668,
+      "direction": 3.7982857070508846e-05,
+      "tx_id": 6.33047617841814e-05,
+      "tx_guessed": 2.5321904713672563e-05,
+      "payload": 0.0013167390451109733,
+      "fatt_rdp": 3.7982857070508846e-05,
+      "raw_hits": 0.0009748933314763936,
+      "reason": 0.0002658799994935619,
+      "app_proto_tc": 3.7982857070508846e-05,
+      "tls": 0.00043047238013243355,
+      "anomaly": 0.00016459238063887166,
+      "fatt_tls": 0.000405150475418761,
+      "input": 0.0004557942848461061,
+      "username": 0.000316523808920907,
+      "message": 0.003874251421191902,
+      "status": 2.5321904713672563e-05,
+      "output": 0.001038198093260575,
+      "service": 2.5321904713672563e-05,
+      "level": 2.5321904713672563e-05,
+      "session": 0.0026714609472924555,
+      "msg": 8.862666649785397e-05,
+      "environ": 2.5321904713672563e-05,
+      "session_duration": 1.2660952356836282e-05,
+      "http": 0.001937125710595951,
+      "ssh": 0.0003924895230619247,
+      "lang": 5.0643809427345126e-05,
+      "app": 7.596571414101769e-05,
+      "eventid": 5.0643809427345126e-05,
+      "sensor": 2.5321904713672563e-05,
+      "fileinfo": 0.000405150475418761,
+      "smb": 0.0005317599989871238,
+      "client_version": 2.5321904713672563e-05,
+      "password": 0.000493777141916615,
+      "client": 8.862666649785397e-05,
+      "smtp": 3.7982857070508846e-05,
+      "files": 1.2660952356836282e-05,
+      "ftp": 7.596571414101769e-05,
+      "duration": 7.596571414101769e-05,
+      "fatt_http": 0.0001266095235683628,
+      "request.headers.Connection": 3.7982857070508846e-05,
+      "request.userAgent": 0.0001266095235683628,
+      "response.metadata.provider": 2.5321904713672563e-05,
+      "request.bodySha256": 2.5321904713672563e-05,
+      "response.headers.Content-Type": 5.0643809427345126e-05,
+      "request.headers.Accept-Encoding": 7.596571414101769e-05,
+      "request.body": 1.2660952356836282e-05,
+      "response.headers.Server": 7.596571414101769e-05,
+      "response.metadata.temperature": 2.5321904713672563e-05,
+      "hostname": 0.0001266095235683628,
+      "request.headers.sortedSha256": 0.00013927047592519908,
+      "request.protocol": 3.7982857070508846e-05,
+      "response.body": 6.33047617841814e-05,
+      "response.metadata.model": 2.5321904713672563e-05,
+      "request.requestURI": 5.0643809427345126e-05,
+      "request.headers.sorted": 0.0001266095235683628,
+      "request.method": 2.5321904713672563e-05,
+      "response.metadata.generationSource": 5.0643809427345126e-05,
+      "sensorName": 7.596571414101769e-05,
+      "request.headers.User-Agent": 0.0001266095235683628,
+      "request.headers.Accept": 5.0643809427345126e-05,
+      "id": 2.5321904713672563e-05,
+      "request": 1.2660952356836282e-05,
+      "sensorid": 2.5321904713672563e-05,
+      "data_type": 2.5321904713672563e-05,
+      "public_ip": 2.5321904713672563e-05,
+      "response": 1.2660952356836282e-05,
+      "icmp_code": 2.5321904713672563e-05,
+      "icmp_type": 2.5321904713672563e-05,
+      "called_number": 1.2660952356836282e-05,
+      "sip_user_agent": 1.2660952356836282e-05,
+      "app_version": 2.5321904713672563e-05,
+      "created_by_node_id": 2.5321904713672563e-05,
+      "sip_method": 1.2660952356836282e-05,
+      "sip_message": 1.2660952356836282e-05,
+      "collected_method": 2.5321904713672563e-05,
+      "app_name": 2.5321904713672563e-05,
+      "transport_type": 2.5321904713672563e-05,
+      "event_uuid": 2.5321904713672563e-05,
+      "request.headers.Accept-Charset": 2.5321904713672563e-05,
+      "request.headers.From": 2.5321904713672563e-05,
+      "request.headers.Content-Type": 2.5321904713672563e-05,
+      "request.headers.X-Requested-With": 2.5321904713672563e-05,
+      "request.headers.Accept-Language": 2.5321904713672563e-05,
+      "commands": 1.2660952356836282e-05
     }
   }
 }

train.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8eae7216d463046a9d48ddbd0786242445ebfb787373c8812fd327cc9874162f
-size 115509055
+oid sha256:284da6c64e1975c41b911b9410ec7af4bd292fb5461ef2da1a4d56b57de7a4f3
+size 114697484

train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6a515f65b27c94b54c3de480885eb69026381eeb3f63d65d6d028fabbfccf11a
-size 320556974
+oid sha256:36c58a730cfb3b883e324891825f727e38a3335f9ac80cebc7ba2f502ea6b788
+size 294849104

train.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:676985787fbdb5a3e30264497862575b11d5fa828c9aed9a2525b90f847ad7d5
-size 4606663
+oid sha256:f2e9cd3648a8ec6eef6d2245a8a824d81c19a61bd231a1bd02f5e756e3caecc3
+size 4738214

upload_manifest.json

@@ -1,6 +1,6 @@
 {
-  "upload_session_id": "upload_1761545390",
-  "preparation_timestamp": "2025-10-27T06:09:52.134502+00:00",
+  "upload_session_id": "upload_1762150135",
+  "preparation_timestamp": "2025-11-03T06:08:56.654360+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": 440699758
+  "total_size_bytes": 414310466
 }