Upload dataset - Session upload_1767259515

README.md

@@ -2,6 +2,7 @@
 language:
 - en
 task_categories:
+- tabular-classification
 - other
 task_ids:
 - tabular-multi-class-classification
@@ -15,54 +16,55 @@ 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: mod
     dtype: string
-  - name: geoip
+  - name: "@version"
     dtype: string
-  - name: dest_port
-    dtype: int64
-  - name: src_ip
-    dtype: string
-  - name: honeypot_ip_int
+  - name: "@timestamp"
     dtype: string
-  - name: event_type
+  - name: host
     dtype: string
-  - name: timestamp
+  - name: type
     dtype: string
-  - name: in_iface
+  - name: subject
     dtype: string
-  - name: pkt_src
+  - name: dest_port
+    dtype: int64
+  - name: link
     dtype: string
-  - name: '@timestamp'
+  - name: honeypot_ip_ext
     dtype: string
-  - name: type
+  - name: src_ip
     dtype: string
-  - name: honeypot_ip_ext
+  - name: raw_mtu
     dtype: string
   - name: dest_ip
     dtype: string
   - name: src_port
     dtype: string
-  - name: rdp
-    dtype: string
-  - name: '@version'
-    dtype: string
-  - name: host
+  - name: honeypot_ip_int
     dtype: string
-  - name: flow_id
+  - name: geoip
     dtype: string
-  - name: tags
+  - name: honeypot_hostname
     dtype: string
   - name: geoip_ext
     dtype: string
-  - name: proto
+  - name: ip_rep
     dtype: string
   - name: mitre_techniques
     dtype: string
@@ -80,332 +82,304 @@ dataset_info:
     dtype: string
   - name: primary_label
     dtype: string
-  - name: metadata
-    dtype: string
-  - name: os
-    dtype: string
   - name: raw_sig
     dtype: string
-  - name: subject
-    dtype: string
-  - name: mod
+  - name: params
     dtype: string
   - name: dist
     dtype: string
-  - name: params
+  - name: os
     dtype: string
-  - name: direction
+  - name: flow
     dtype: string
   - name: stream
     dtype: string
-  - name: tx_id
-    dtype: string
-  - name: app_proto
+  - name: event_type
     dtype: string
-  - name: alert
+  - name: metadata
     dtype: string
-  - name: payload_printable
+  - name: in_iface
     dtype: string
-  - name: flow
+  - name: app_proto
     dtype: string
   - name: payload
     dtype: string
-  - name: tx_guessed
-    dtype: string
-  - name: tcp
+  - name: tx_id
     dtype: string
-  - name: ip_rep
+  - name: pkt_src
     dtype: string
-  - name: attack_connection
+  - name: tx_guessed
     dtype: string
-  - name: operation_mode
+  - name: payload_printable
     dtype: string
-  - name: end_time
+  - name: alert
     dtype: string
-  - name: proxy_connection
+  - name: tags
     dtype: string
-  - name: download_tries
+  - name: proto
     dtype: string
-  - name: is_virtual
+  - name: flow_id
     dtype: string
-  - name: download_count
+  - name: timestamp
     dtype: string
-  - name: downloads
+  - name: rdp
     dtype: string
-  - name: start_time
+  - name: direction
     dtype: string
-  - name: fatt_tls
+  - name: fatt_rdp
     dtype: string
   - name: protocol
     dtype: string
-  - name: link
-    dtype: string
-  - name: raw_mtu
-    dtype: string
-  - name: msg
-    dtype: string
-  - name: message
-    dtype: string
-  - name: session
-    dtype: string
-  - name: status
-    dtype: string
-  - name: session_duration
-    dtype: float64
-  - name: level
-    dtype: string
-  - name: username
+  - name: tcp
     dtype: string
   - name: action
     dtype: string
-  - name: password
-    dtype: string
-  - name: service
-    dtype: string
-  - name: client
+  - name: data
     dtype: string
   - name: mstshash
     dtype: string
-  - name: data
+  - name: fatt_tls
     dtype: string
-  - name: tls
+  - name: raw_freq
     dtype: string
-  - name: fatt_rdp
+  - name: uptime
     dtype: string
-  - name: raw_hits
+  - name: app
     dtype: string
-  - name: reason
+  - name: lang
     dtype: string
-  - name: input
+  - name: reason
     dtype: string
-  - name: client_version
+  - name: raw_hits
     dtype: string
-  - name: environ
+  - name: is_virtual
     dtype: string
-  - name: ssh
+  - name: start_time
     dtype: string
-  - name: raw_freq
+  - name: proxy_connection
     dtype: string
-  - name: uptime
+  - name: downloads
     dtype: string
-  - name: fileinfo
+  - name: attack_connection
     dtype: string
-  - name: http
+  - name: end_time
     dtype: string
-  - name: fatt_ssh
+  - name: download_tries
     dtype: string
-  - name: output
+  - name: download_count
     dtype: string
-  - name: smb
+  - name: operation_mode
     dtype: string
-  - name: lang
+  - name: http
     dtype: string
-  - name: app
+  - name: tls
     dtype: string
-  - name: ftp
+  - name: fatt_ssh
     dtype: string
-  - name: files
+  - name: smb
     dtype: string
-  - name: anomaly
+  - name: environ
     dtype: string
-  - name: fatt_http
+  - name: message
     dtype: string
-  - name: smtp
+  - name: input
     dtype: string
-  - name: app_proto_tc
+  - name: username
     dtype: string
-  - name: app_proto_ts
+  - name: session
     dtype: string
-  - name: response.metadata.provider
+  - name: msg
     dtype: string
-  - name: request.headers.Accept
+  - name: level
     dtype: string
-  - name: request.headers.User-Agent
+  - name: service
     dtype: string
-  - name: request.protocol
+  - name: status
     dtype: string
-  - name: hostname
+  - name: output
     dtype: string
-  - name: request.headers.sorted
+  - name: session_duration
+    dtype: float64
+  - name: client
     dtype: string
-  - name: request.bodySha256
+  - name: password
     dtype: string
-  - name: request.headers.Content-Type
+  - name: client_version
     dtype: string
-  - name: response.metadata.temperature
+  - name: ssh
     dtype: string
-  - name: response.metadata.model
+  - name: files
     dtype: string
-  - name: response.metadata.generationSource
+  - name: anomaly
     dtype: string
-  - name: request.headers.Connection
+  - name: sensor
     dtype: string
-  - name: request.method
+  - name: eventid
     dtype: string
-  - name: request.requestURI
+  - name: fileinfo
     dtype: string
-  - name: sensorName
+  - name: app_proto_tc
     dtype: string
-  - name: response.body
+  - name: smtp
     dtype: string
-  - name: request.headers.X-Requested-With
+  - name: "header_accept-encoding"
     dtype: string
-  - name: request.body
+  - name: "header_user-agent"
     dtype: string
-  - name: request.headers.Accept-Language
+  - name: "user-agent"
     dtype: string
-  - name: request.headers.Accept-Encoding
+  - name: "user-agent_browser"
     dtype: string
-  - name: request.headers.sortedSha256
+  - name: request_uri
     dtype: string
-  - name: response.headers.Content-Type
+  - name: header_connection
     dtype: string
-  - name: request.userAgent
+  - name: hostname
     dtype: string
-  - name: response.headers.Server
+  - name: request_method
     dtype: string
-  - name: request.headers.X-Support-Http-Auth
+  - name: trapped_for
     dtype: string
-  - name: request.headers.X-Transcend-Version
+  - name: "user-agent_os"
     dtype: string
-  - name: response.headers.X-Powered-By
+  - name: trapped
     dtype: string
-  - name: duration
+  - name: icmp_code
     dtype: string
-  - name: eventid
+  - name: icmp_type
     dtype: string
-  - name: sensor
+  - name: ftp
     dtype: string
-  - name: icmp_type
+  - name: fatt_http
     dtype: string
-  - name: icmp_code
+  - name: browser
     dtype: string
-  - name: user-agent_os
+  - name: phase
     dtype: string
-  - name: user-agent
+  - name: device_brand
     dtype: string
-  - name: header_user-agent
+  - name: method
     dtype: string
-  - name: trapped
+  - name: device
     dtype: string
-  - name: header_connection
+  - name: os_version
     dtype: string
-  - name: user-agent_browser_version
+  - name: id
     dtype: string
-  - name: request_uri
+  - name: caller
     dtype: string
-  - name: header_accept
+  - name: qs
     dtype: string
-  - name: request_method
+  - name: user_agent
     dtype: string
-  - name: header_accept-encoding
+  - name: browser_version
     dtype: string
-  - name: header_accept-language
+  - name: request.bodySha256
     dtype: string
-  - name: user-agent_browser
+  - name: request.userAgent
     dtype: string
-  - name: user-agent_os_version
+  - name: request.protocol
     dtype: string
-  - name: user-agent_device_brand
+  - name: sensorName
     dtype: string
-  - name: user-agent_device_model
+  - name: request.headers.Connection
     dtype: string
-  - name: response.headers.Connection
+  - name: response.metadata.generationSource
     dtype: string
-  - name: outfile
+  - name: "response.headers.Content-Type"
     dtype: string
-  - name: shasum
+  - name: response.metadata.model
     dtype: string
-  - name: filename
+  - name: "request.headers.Accept-Language"
     dtype: string
-  - name: src_url
+  - name: response.body
     dtype: string
-  - name: request.headers.Origin
+  - name: request.headers.sortedSha256
     dtype: string
-  - name: request.headers.Upgrade-Insecure-Requests
+  - name: request.method
     dtype: string
-  - name: id
+  - name: request.headers.sorted
     dtype: string
-  - name: version
+  - name: response.metadata.temperature
     dtype: string
-  - name: request
+  - name: "request.headers.Accept-Encoding"
     dtype: string
-  - name: sensorid
+  - name: response.headers.Server
     dtype: string
-  - name: response
+  - name: response.metadata.provider
     dtype: string
-  - name: public_ip
+  - name: "request.headers.User-Agent"
     dtype: string
-  - name: data_type
+  - name: request.headers.Accept
     dtype: string
-  - name: request.headers.Referer
+  - name: request.body
     dtype: string
-  - name: request.headers.Accept-Charset
+  - name: request.requestURI
     dtype: string
-  - name: response.headers.Date
+  - name: "header_content-type"
     dtype: string
-  - name: response.headers.Content-Length
+  - name: header_accept
     dtype: string
-  - name: caller
+  - name: "header_content-length"
     dtype: string
-  - name: device_brand
+  - name: fileinfo.state
     dtype: string
-  - name: os_version
+  - name: fileinfo.filename
     dtype: string
-  - name: qs
+  - name: http.http_method
     dtype: string
-  - name: browser_version
+  - name: "request.headers.X-Requested-With"
     dtype: string
-  - name: user_agent
+  - name: "request.headers.Content-Type"
     dtype: string
-  - name: method
+  - name: duration
     dtype: string
-  - name: browser
+  - name: "request.headers.Accept-Charset"
     dtype: string
-  - name: device
+  - name: app_proto_ts
     dtype: string
-  - name: phase
+  - name: "request.headers.Content-Length"
     dtype: string
-  - name: header_content-length
+  - name: "request.headers.Next-Action"
     dtype: string
-  - name: header_content-type
+  - name: "request.headers.X-Nextjs-Html-Request-Id"
     dtype: string
-  - name: collected_method
+  - name: "request.headers.X-Nextjs-Request-Id"
     dtype: string
-  - name: app_version
+  - name: request
     dtype: string
-  - name: app_name
+  - name: response
     dtype: string
-  - name: sip_method
+  - name: public_ip
     dtype: string
-  - name: created_by_node_id
+  - name: sensorid
     dtype: string
-  - name: sip_message
+  - name: data_type
     dtype: string
-  - name: transport_type
+  - name: pgsql
     dtype: string
-  - name: event_uuid
+  - name: "request.headers.Sec-Site"
     dtype: string
-  - name: sip_user_agent
+  - name: "request.headers.Sec-Dest"
     dtype: string
-  - name: called_number
+  - name: version
     dtype: string
-  - name: request.headers.Cache-Control
+  - name: request.headers.Referer
     dtype: string
-  - name: request.headers.Pragma
+  - name: "header_accept-language"
     dtype: string
-  - name: trapped_for
+  - name: "user-agent_browser_version"
     dtype: string
-  - name: dnp3
+  - name: "user-agent_os_version"
     dtype: string
   - name: commands
     dtype: string
   splits:
   - name: train
-    num_bytes: 2906010096
-    num_examples: 243181
-  download_size: 2906010096
-  dataset_size: 2906010096
+    num_bytes: 2648687214
+    num_examples: 242445
+  download_size: 2648687214
+  dataset_size: 2648687214
 config_name: default
 ---
 
@@ -482,31 +456,31 @@ print(f"Malicious events: {malicious_count}/{len(train_data)} ({malicious_count/
 
 ## Data Fields
 
-The dataset contains 189 features across several categories:
+The dataset contains 172 features across several categories:
 
 ### Network Features
-- `geoip`: Network-related information
 - `dest_port`: Network-related information
-- `src_ip`: Network-related information
-- `honeypot_ip_int`: Network-related information
 - `honeypot_ip_ext`: Network-related information
-- ... and 14 more network features
+- `src_ip`: Network-related information
+- `dest_ip`: Network-related information
+- `src_port`: Network-related information
+- ... and 9 more network features
 
 ### Behavioral Features
+- `username`: Behavioral analysis data
 - `session`: Behavioral analysis data
 - `session_duration`: Behavioral analysis data
-- `username`: Behavioral analysis data
-- `request.headers.User-Agent`: Behavioral analysis data
-- `request.userAgent`: Behavioral analysis data
-- ... and 12 more behavioral features
+- `header_user-agent`: Behavioral analysis data
+- `user-agent`: Behavioral analysis data
+- ... and 8 more behavioral features
 
 ### Temporal Features
-- `timestamp`: Time-based information
 - `@timestamp`: Time-based information
-- `end_time`: Time-based information
+- `timestamp`: Time-based information
+- `uptime`: Time-based information
 - `start_time`: Time-based information
-- `session_duration`: Time-based information
-- ... and 3 more temporal features
+- `end_time`: Time-based information
+- ... and 2 more temporal features
 
 ### Security Features
 - `mitre_techniques`: Security and threat intelligence
@@ -520,12 +494,12 @@ The dataset contains 189 features across several categories:
 
 | Split | Examples |
 |-------|----------|
-| train | 243,181 |
+| train | 242,445 |
 
 ## Dataset Statistics
 
-- **Total size**: ~2771.4 MB
-- **Average record size**: ~11950 bytes
+- **Total size**: ~2526.0 MB
+- **Average record size**: ~10925 bytes
 - **Feature completeness**: 100.0%
 
 ## Ethical Considerations

metadata.json

@@ -3,45 +3,42 @@
     "name": "attacks-monthly",
     "version": "1.0.0",
     "description": "Cybersecurity dataset from honeypot infrastructure",
-    "total_samples": 243181,
-    "features": 189,
-    "creation_timestamp": "2025-12-01T09:29:16.096116+00:00",
+    "total_samples": 242445,
+    "features": 172,
+    "creation_timestamp": "2026-01-01T09:24:08.603900+00:00",
     "data_source": "Honeypot Infrastructure",
     "honeypot_types": {},
     "time_range": {
       "start": "",
-      "end": "2025-11-30T23:59:58.781576+00:00"
+      "end": "2025-12-31T23:59:59.936454+00:00"
     }
   },
   "statistics": {
     "total_events": 300000,
     "successful_extractions": 300000,
-    "feature_extraction_time": 314.093617,
+    "feature_extraction_time": 284.779472,
     "dataset_creation_time": 0,
     "quality_score": 0.0
   },
   "feature_schema": {
-    "honeypot_hostname": "object",
-    "geoip": "object",
-    "dest_port": "int64",
-    "src_ip": "object",
-    "honeypot_ip_int": "object",
-    "event_type": "object",
-    "timestamp": "object",
-    "in_iface": "object",
-    "pkt_src": "object",
+    "mod": "object",
+    "@version": "object",
     "@timestamp": "object",
+    "host": "object",
     "type": "object",
+    "subject": "object",
+    "dest_port": "int64",
+    "link": "object",
     "honeypot_ip_ext": "object",
+    "src_ip": "object",
+    "raw_mtu": "object",
     "dest_ip": "object",
     "src_port": "object",
-    "rdp": "object",
-    "@version": "object",
-    "host": "object",
-    "flow_id": "object",
-    "tags": "object",
+    "honeypot_ip_int": "object",
+    "geoip": "object",
+    "honeypot_hostname": "object",
     "geoip_ext": "object",
-    "proto": "object",
+    "ip_rep": "object",
     "mitre_techniques": "object",
     "attack_vectors": "object",
     "mitre_tactic": "object",
@@ -50,190 +47,173 @@
     "is_malicious": "bool",
     "severity": "object",
     "primary_label": "object",
-    "metadata": "object",
-    "os": "object",
     "raw_sig": "object",
-    "subject": "object",
-    "mod": "object",
-    "dist": "object",
     "params": "object",
-    "direction": "object",
+    "dist": "object",
+    "os": "object",
+    "flow": "object",
     "stream": "object",
-    "tx_id": "object",
+    "event_type": "object",
+    "metadata": "object",
+    "in_iface": "object",
     "app_proto": "object",
-    "alert": "object",
-    "payload_printable": "object",
-    "flow": "object",
     "payload": "object",
+    "tx_id": "object",
+    "pkt_src": "object",
     "tx_guessed": "object",
+    "payload_printable": "object",
+    "alert": "object",
+    "tags": "object",
+    "proto": "object",
+    "flow_id": "object",
+    "timestamp": "object",
+    "rdp": "object",
+    "direction": "object",
+    "fatt_rdp": "object",
+    "protocol": "object",
     "tcp": "object",
-    "ip_rep": "object",
+    "action": "object",
+    "data": "object",
+    "mstshash": "object",
+    "fatt_tls": "object",
+    "raw_freq": "object",
+    "uptime": "object",
+    "app": "object",
+    "lang": "object",
+    "reason": "object",
+    "raw_hits": "object",
+    "is_virtual": "object",
+    "start_time": "object",
+    "proxy_connection": "object",
+    "downloads": "object",
     "attack_connection": "object",
-    "operation_mode": "object",
     "end_time": "object",
-    "proxy_connection": "object",
     "download_tries": "object",
-    "is_virtual": "object",
     "download_count": "object",
-    "downloads": "object",
-    "start_time": "object",
-    "fatt_tls": "object",
-    "protocol": "object",
-    "link": "object",
-    "raw_mtu": "object",
-    "msg": "object",
+    "operation_mode": "object",
+    "http": "object",
+    "tls": "object",
+    "fatt_ssh": "object",
+    "smb": "object",
+    "environ": "object",
     "message": "object",
+    "input": "object",
+    "username": "object",
     "session": "object",
-    "status": "object",
-    "session_duration": "float64",
+    "msg": "object",
     "level": "object",
-    "username": "object",
-    "action": "object",
-    "password": "object",
     "service": "object",
+    "status": "object",
+    "output": "object",
+    "session_duration": "float64",
     "client": "object",
-    "mstshash": "object",
-    "data": "object",
-    "tls": "object",
-    "fatt_rdp": "object",
-    "raw_hits": "object",
-    "reason": "object",
-    "input": "object",
+    "password": "object",
     "client_version": "object",
-    "environ": "object",
     "ssh": "object",
-    "raw_freq": "object",
-    "uptime": "object",
-    "fileinfo": "object",
-    "http": "object",
-    "fatt_ssh": "object",
-    "output": "object",
-    "smb": "object",
-    "lang": "object",
-    "app": "object",
-    "ftp": "object",
     "files": "object",
     "anomaly": "object",
-    "fatt_http": "object",
-    "smtp": "object",
+    "sensor": "object",
+    "eventid": "object",
+    "fileinfo": "object",
     "app_proto_tc": "object",
-    "app_proto_ts": "object",
-    "response.metadata.provider": "object",
-    "request.headers.Accept": "object",
-    "request.headers.User-Agent": "object",
-    "request.protocol": "object",
+    "smtp": "object",
+    "header_accept-encoding": "object",
+    "header_user-agent": "object",
+    "user-agent": "object",
+    "user-agent_browser": "object",
+    "request_uri": "object",
+    "header_connection": "object",
     "hostname": "object",
-    "request.headers.sorted": "object",
+    "request_method": "object",
+    "trapped_for": "object",
+    "user-agent_os": "object",
+    "trapped": "object",
+    "icmp_code": "object",
+    "icmp_type": "object",
+    "ftp": "object",
+    "fatt_http": "object",
+    "browser": "object",
+    "phase": "object",
+    "device_brand": "object",
+    "method": "object",
+    "device": "object",
+    "os_version": "object",
+    "id": "object",
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-    "dnp3": "object",
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