Upload dataset - Session upload_1759218637

.gitattributes

@@ -57,3 +57,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+train.csv filter=lfs diff=lfs merge=lfs -text
+train.jsonl filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,532 @@
+---
+language:
+- en
+task_categories:
+- tabular-classification
+- other
+task_ids:
+- tabular-multi-class-classification
+- multi-class-classification
+pretty_name: Honeypot Cybersecurity Dataset
+size_categories:
+- 100K<n<1M
+source_datasets:
+- original
+license: bsd-3-clause
+tags:
+- cybersecurity
+- honeypot
+- threat-detection
+- network-security
+- intrusion-detection
+- tabular
+- security
+- anomaly-detection
+- classification
+multilinguality:
+- monolingual
+annotations_creators:
+- machine-generated
+paperswithcode_id: null
+dataset_info:
+  features:
+  - name: payload
+    dtype: string
+  - name: dest_ip
+    dtype: string
+  - name: metadata
+    dtype: string
+  - name: src_ip
+    dtype: string
+  - name: "@timestamp"
+    dtype: string
+  - name: honeypot_hostname
+    dtype: string
+  - name: dest_port
+    dtype: int64
+  - name: in_iface
+    dtype: string
+  - name: pkt_src
+    dtype: string
+  - name: geoip_ext
+    dtype: string
+  - name: proto
+    dtype: string
+  - name: honeypot_ip_int
+    dtype: string
+  - name: event_type
+    dtype: string
+  - name: alert
+    dtype: string
+  - name: direction
+    dtype: string
+  - name: geoip
+    dtype: string
+  - name: host
+    dtype: string
+  - name: type
+    dtype: string
+  - name: payload_printable
+    dtype: string
+  - name: "@version"
+    dtype: string
+  - name: flow
+    dtype: string
+  - name: src_port
+    dtype: string
+  - name: honeypot_ip_ext
+    dtype: string
+  - name: stream
+    dtype: string
+  - name: flow_id
+    dtype: string
+  - name: timestamp
+    dtype: string
+  - name: mitre_techniques
+    dtype: string
+  - name: attack_vectors
+    dtype: string
+  - name: mitre_tactic
+    dtype: string
+  - name: mitre_technique
+    dtype: string
+  - name: confidence_score
+    dtype: string
+  - name: is_malicious
+    dtype: bool
+  - name: severity
+    dtype: string
+  - name: primary_label
+    dtype: string
+  - name: subject
+    dtype: string
+  - name: os
+    dtype: string
+  - name: dist
+    dtype: string
+  - name: mod
+    dtype: string
+  - name: params
+    dtype: string
+  - name: raw_sig
+    dtype: string
+  - name: rdp
+    dtype: string
+  - name: tags
+    dtype: string
+  - name: app_proto
+    dtype: string
+  - name: tx_guessed
+    dtype: string
+  - name: tx_id
+    dtype: string
+  - name: fatt_ssh
+    dtype: string
+  - name: protocol
+    dtype: string
+  - name: link
+    dtype: string
+  - name: raw_mtu
+    dtype: string
+  - name: ssh
+    dtype: string
+  - name: app_proto_tc
+    dtype: string
+  - name: proxy_connection
+    dtype: string
+  - name: download_count
+    dtype: string
+  - name: is_virtual
+    dtype: string
+  - name: download_tries
+    dtype: string
+  - name: operation_mode
+    dtype: string
+  - name: attack_connection
+    dtype: string
+  - name: ip_rep
+    dtype: string
+  - name: start_time
+    dtype: string
+  - name: end_time
+    dtype: string
+  - name: downloads
+    dtype: string
+  - name: tcp
+    dtype: string
+  - name: uptime
+    dtype: string
+  - name: raw_freq
+    dtype: string
+  - name: mstshash
+    dtype: string
+  - name: action
+    dtype: string
+  - name: data
+    dtype: string
+  - name: anomaly
+    dtype: string
+  - name: lang
+    dtype: string
+  - name: app
+    dtype: string
+  - name: smb
+    dtype: string
+  - name: fatt_tls
+    dtype: string
+  - name: message
+    dtype: string
+  - name: fatt_rdp
+    dtype: string
+  - name: tls
+    dtype: string
+  - name: reason
+    dtype: string
+  - name: raw_hits
+    dtype: string
+  - name: level
+    dtype: string
+  - name: service
+    dtype: string
+  - name: status
+    dtype: string
+  - name: output
+    dtype: string
+  - name: input
+    dtype: string
+  - name: username
+    dtype: string
+  - name: environ
+    dtype: string
+  - name: session
+    dtype: string
+  - name: msg
+    dtype: string
+  - name: session_duration
+    dtype: float64
+  - name: client_version
+    dtype: string
+  - name: password
+    dtype: string
+  - name: client
+    dtype: string
+  - name: http
+    dtype: string
+  - name: smtp
+    dtype: string
+  - name: fileinfo
+    dtype: string
+  - name: sensorName
+    dtype: string
+  - name: response.headers.Server
+    dtype: string
+  - name: request.bodySha256
+    dtype: string
+  - name: response.metadata.model
+    dtype: string
+  - name: response.metadata.generationSource
+    dtype: string
+  - name: "request.headers.Accept-Encoding"
+    dtype: string
+  - name: request.headers.sorted
+    dtype: string
+  - name: request.userAgent
+    dtype: string
+  - name: response.body
+    dtype: string
+  - name: request.body
+    dtype: string
+  - name: request.requestURI
+    dtype: string
+  - name: hostname
+    dtype: string
+  - name: response.metadata.temperature
+    dtype: string
+  - name: "response.headers.Content-Type"
+    dtype: string
+  - name: request.headers.Accept
+    dtype: string
+  - name: request.method
+    dtype: string
+  - name: "request.headers.User-Agent"
+    dtype: string
+  - name: request.protocol
+    dtype: string
+  - name: request.headers.sortedSha256
+    dtype: string
+  - name: response.metadata.provider
+    dtype: string
+  - name: fatt_http
+    dtype: string
+  - name: eventid
+    dtype: string
+  - name: sensor
+    dtype: string
+  - name: files
+    dtype: string
+  - name: shasum
+    dtype: string
+  - name: outfile
+    dtype: string
+  - name: filename
+    dtype: string
+  - name: src_url
+    dtype: string
+  - name: ftp
+    dtype: string
+  - name: icmp_type
+    dtype: string
+  - name: icmp_code
+    dtype: string
+  - name: mqtt
+    dtype: string
+  - name: pgsql
+    dtype: string
+  - name: request.headers.Connection
+    dtype: string
+  - name: response.headers.Connection
+    dtype: string
+  - name: "request.headers.X-Support-Http-Auth"
+    dtype: string
+  - name: "request.headers.X-Transcend-Version"
+    dtype: string
+  - name: dcerpc
+    dtype: string
+  - name: app_proto_ts
+    dtype: string
+  - name: "request.headers.Content-Length"
+    dtype: string
+  - name: "response.headers.X-Powered-By"
+    dtype: string
+  - name: public_ip
+    dtype: string
+  - name: response
+    dtype: string
+  - name: request
+    dtype: string
+  - name: data_type
+    dtype: string
+  - name: sensorid
+    dtype: string
+  - name: id
+    dtype: string
+  - name: "request.headers.Content-Type"
+    dtype: string
+  - name: request.headers.Origin
+    dtype: string
+  - name: "request.headers.Accept-Language"
+    dtype: string
+  - name: "request.headers.Upgrade-Insecure-Requests"
+    dtype: string
+  - name: app_name
+    dtype: string
+  - name: transport_type
+    dtype: string
+  - name: sip_user_agent
+    dtype: string
+  - name: sip_method
+    dtype: string
+  - name: created_by_node_id
+    dtype: string
+  - name: called_number
+    dtype: string
+  - name: app_version
+    dtype: string
+  - name: sip_message
+    dtype: string
+  - name: event_uuid
+    dtype: string
+  - name: collected_method
+    dtype: string
+  - name: fileinfo.state
+    dtype: string
+  - name: http.http_method
+    dtype: string
+  - name: fileinfo.filename
+    dtype: string
+  - name: "request.headers.Accept-Charset"
+    dtype: string
+  - name: "user-agent_browser"
+    dtype: string
+  - name: trapped
+    dtype: string
+  - name: "user-agent"
+    dtype: string
+  - name: request_method
+    dtype: string
+  - name: request_uri
+    dtype: string
+  - name: header_connection
+    dtype: string
+  - name: "user-agent_os"
+    dtype: string
+  - name: "request.headers.Cache-Control"
+    dtype: string
+  - name: request.headers.Pragma
+    dtype: string
+  - name: "user-agent_browser_version"
+    dtype: string
+  - name: "header_user-agent"
+    dtype: string
+  - name: "header_accept-encoding"
+    dtype: string
+  - name: header_accept
+    dtype: string
+  - name: duration
+    dtype: string
+  - name: "header_content-type"
+    dtype: string
+  - name: "user-agent_device_model"
+    dtype: string
+  - name: "user-agent_device_brand"
+    dtype: string
+  - name: "user-agent_os_version"
+    dtype: string
+  - name: "request.headers.Keep-Alive"
+    dtype: string
+  - name: trapped_for
+    dtype: string
+  - name: "request.headers.X-Requested-With"
+    dtype: string
+  - name: commands
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 2614347058
+    num_examples: 230192
+  download_size: 2614347058
+  dataset_size: 2614347058
+config_name: default
+---
+
+# attacks-monthly
+
+## Dataset Description
+
+This dataset contains cybersecurity events collected from honeypot infrastructure. 
+
+The data has been processed and feature-engineered for machine learning applications in threat detection and security analytics.
+
+## Feature Categories
+
+### Network Features
+- Connection flow statistics (bytes, packets, duration)
+- Protocol-specific metrics
+- Geographic information
+- IP reputation data
+
+### Behavioral Features
+- Session patterns and command sequences
+- User-agent analysis
+- Attack pattern identification
+- Protocol fingerprinting
+
+### Temporal Features
+- Time-based aggregations
+- Frequency analysis
+- Campaign detection indicators
+- Attack timing patterns
+
+### Security Labels
+- MITRE ATT&CK technique mappings
+- Alert severity classifications
+- Automatic threat categorization
+- Binary maliciousness indicators
+
+## Usage Example
+
+```python
+from datasets import load_dataset
+
+# Load the dataset
+dataset = load_dataset("pyToshka/attacks-monthly")
+train_data = dataset["train"]
+
+# Basic exploration
+print("Dataset features:", list(train_data.features.keys()))
+print("Total samples:", len(train_data))
+
+from collections import Counter
+
+# Example: Filter RDP attacks
+rdp_events = train_data.filter(lambda x: x['app_proto'] == 'rdp')
+print("RDP events:", len(rdp_events))
+
+# Example: Analyze attack vectors
+if len(rdp_events) > 0:
+    attack_vectors = Counter([event['attack_vectors'] for event in rdp_events if event['attack_vectors']])
+    print("RDP Attack vectors:")
+    for vector, count in attack_vectors.most_common():
+        print(f"  {vector}: {count}")
+
+# Example: Analyze protocol distribution
+protocols = Counter([event['app_proto'] for event in train_data if event['app_proto']])
+print("Protocol distribution:")
+for proto, count in protocols.most_common():
+    print(f"  {proto if proto else '(empty)'}: {count}")
+
+# Example: Malicious events analysis
+malicious_count = sum(1 for event in train_data if event['is_malicious'])
+print(f"Malicious events: {malicious_count}/{len(train_data)} ({malicious_count/len(train_data)*100:.1f}%)")
+```
+
+## Data Fields
+
+The dataset contains 180 features across several categories:
+
+### Network Features
+- `dest_ip`: Network-related information
+- `src_ip`: Network-related information
+- `dest_port`: Network-related information
+- `geoip_ext`: Network-related information
+- `honeypot_ip_int`: Network-related information
+- ... and 14 more network features
+
+### Behavioral Features
+- `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 11 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
+- ... 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
+- ... and 2 more security features
+
+## Data Splits
+
+| Split | Examples |
+|-------|----------|
+| train | 230,192 |
+
+## Dataset Statistics
+
+- **Total size**: ~2493.2 MB
+- **Average record size**: ~11357 bytes
+- **Feature completeness**: 100.0%
+
+## Ethical Considerations
+
+This dataset contains real honeypot data representing actual attack attempts. Users should:
+
+- **Privacy**: Respect anonymization measures implemented in the dataset
+- **Research Use**: Use data only for legitimate cybersecurity research and education
+- **Responsible Disclosure**: Follow responsible disclosure practices for any findings
+- **Legal Compliance**: Comply with applicable laws and regulations in your jurisdiction
+- **No Reidentification**: Do not attempt to identify or contact attackers
+- **Defensive Purpose**: Use insights for defensive security improvements only
+
+

data_files.json

@@ -0,0 +1,7 @@
+{
+  "train": {
+    "csv": "train.csv",
+    "parquet": "train.parquet",
+    "jsonl": "train.jsonl"
+  }
+}

metadata.json

@@ -0,0 +1,571 @@
+{
+  "dataset_info": {
+    "name": "attacks-monthly",
+    "version": "1.0.0",
+    "description": "Cybersecurity dataset from honeypot infrastructure",
+    "total_samples": 230192,
+    "features": 180,
+    "creation_timestamp": "2025-09-30T07:49:21.702377+00:00",
+    "data_source": "Honeypot Infrastructure",
+    "honeypot_types": {},
+    "time_range": {
+      "start": "",
+      "end": "2025-09-29T23:59:57.152601+00:00"
+    }
+  },
+  "statistics": {
+    "total_events": 300000,
+    "successful_extractions": 300000,
+    "feature_extraction_time": 287.682376,
+    "dataset_creation_time": 0,
+    "quality_score": 0.0
+  },
+  "feature_schema": {
+    "payload": "object",
+    "dest_ip": "object",
+    "metadata": "object",
+    "src_ip": "object",
+    "@timestamp": "object",
+    "honeypot_hostname": "object",
+    "dest_port": "int64",
+    "in_iface": "object",
+    "pkt_src": "object",
+    "geoip_ext": "object",
+    "proto": "object",
+    "honeypot_ip_int": "object",
+    "event_type": "object",
+    "alert": "object",
+    "direction": "object",
+    "geoip": "object",
+    "host": "object",
+    "type": "object",
+    "payload_printable": "object",
+    "@version": "object",
+    "flow": "object",
+    "src_port": "object",
+    "honeypot_ip_ext": "object",
+    "stream": "object",
+    "flow_id": "object",
+    "timestamp": "object",
+    "mitre_techniques": "object",
+    "attack_vectors": "object",
+    "mitre_tactic": "object",
+    "mitre_technique": "object",
+    "confidence_score": "object",
+    "is_malicious": "bool",
+    "severity": "object",
+    "primary_label": "object",
+    "subject": "object",
+    "os": "object",
+    "dist": "object",
+    "mod": "object",
+    "params": "object",
+    "raw_sig": "object",
+    "rdp": "object",
+    "tags": "object",
+    "app_proto": "object",
+    "tx_guessed": "object",
+    "tx_id": "object",
+    "fatt_ssh": "object",
+    "protocol": "object",
+    "link": "object",
+    "raw_mtu": "object",
+    "ssh": "object",
+    "app_proto_tc": "object",
+    "proxy_connection": "object",
+    "download_count": "object",
+    "is_virtual": "object",
+    "download_tries": "object",
+    "operation_mode": "object",
+    "attack_connection": "object",
+    "ip_rep": "object",
+    "start_time": "object",
+    "end_time": "object",
+    "downloads": "object",
+    "tcp": "object",
+    "uptime": "object",
+    "raw_freq": "object",
+    "mstshash": "object",
+    "action": "object",
+    "data": "object",
+    "anomaly": "object",
+    "lang": "object",
+    "app": "object",
+    "smb": "object",
+    "fatt_tls": "object",
+    "message": "object",
+    "fatt_rdp": "object",
+    "tls": "object",
+    "reason": "object",
+    "raw_hits": "object",
+    "level": "object",
+    "service": "object",
+    "status": "object",
+    "output": "object",
+    "input": "object",
+    "username": "object",
+    "environ": "object",
+    "session": "object",
+    "msg": "object",
+    "session_duration": "float64",
+    "client_version": "object",
+    "password": "object",
+    "client": "object",
+    "http": "object",
+    "smtp": "object",
+    "fileinfo": "object",
+    "sensorName": "object",
+    "response.headers.Server": "object",
+    "request.bodySha256": "object",
+    "response.metadata.model": "object",
+    "response.metadata.generationSource": "object",
+    "request.headers.Accept-Encoding": "object",
+    "request.headers.sorted": "object",
+    "request.userAgent": "object",
+    "response.body": "object",
+    "request.body": "object",
+    "request.requestURI": "object",
+    "hostname": "object",
+    "response.metadata.temperature": "object",
+    "response.headers.Content-Type": "object",
+    "request.headers.Accept": "object",
+    "request.method": "object",
+    "request.headers.User-Agent": "object",
+    "request.protocol": "object",
+    "request.headers.sortedSha256": "object",
+    "response.metadata.provider": "object",
+    "fatt_http": "object",
+    "eventid": "object",
+    "sensor": "object",
+    "files": "object",
+    "shasum": "object",
+    "outfile": "object",
+    "filename": "object",
+    "src_url": "object",
+    "ftp": "object",
+    "icmp_type": "object",
+    "icmp_code": "object",
+    "mqtt": "object",
+    "pgsql": "object",
+    "request.headers.Connection": "object",
+    "response.headers.Connection": "object",
+    "request.headers.X-Support-Http-Auth": "object",
+    "request.headers.X-Transcend-Version": "object",
+    "dcerpc": "object",
+    "app_proto_ts": "object",
+    "request.headers.Content-Length": "object",
+    "response.headers.X-Powered-By": "object",
+    "public_ip": "object",
+    "response": "object",
+    "request": "object",
+    "data_type": "object",
+    "sensorid": "object",
+    "id": "object",
+    "request.headers.Content-Type": "object",
+    "request.headers.Origin": "object",
+    "request.headers.Accept-Language": "object",
+    "request.headers.Upgrade-Insecure-Requests": "object",
+    "app_name": "object",
+    "transport_type": "object",
+    "sip_user_agent": "object",
+    "sip_method": "object",
+    "created_by_node_id": "object",
+    "called_number": "object",
+    "app_version": "object",
+    "sip_message": "object",
+    "event_uuid": "object",
+    "collected_method": "object",
+    "fileinfo.state": "object",
+    "http.http_method": "object",
+    "fileinfo.filename": "object",
+    "request.headers.Accept-Charset": "object",
+    "user-agent_browser": "object",
+    "trapped": "object",
+    "user-agent": "object",
+    "request_method": "object",
+    "request_uri": "object",
+    "header_connection": "object",
+    "user-agent_os": "object",
+    "request.headers.Cache-Control": "object",
+    "request.headers.Pragma": "object",
+    "user-agent_browser_version": "object",
+    "header_user-agent": "object",
+    "header_accept-encoding": "object",
+    "header_accept": "object",
+    "duration": "object",
+    "header_content-type": "object",
+    "user-agent_device_model": "object",
+    "user-agent_device_brand": "object",
+    "user-agent_os_version": "object",
+    "request.headers.Keep-Alive": "object",
+    "trapped_for": "object",
+    "request.headers.X-Requested-With": "object",
+    "commands": "object"
+  },
+  "quality_metrics": {
+    "completeness": {
+      "payload": 1.0,
+      "dest_ip": 1.0,
+      "metadata": 1.0,
+      "src_ip": 1.0,
+      "@timestamp": 1.0,
+      "honeypot_hostname": 1.0,
+      "dest_port": 1.0,
+      "in_iface": 1.0,
+      "pkt_src": 1.0,
+      "geoip_ext": 1.0,
+      "proto": 1.0,
+      "honeypot_ip_int": 1.0,
+      "event_type": 1.0,
+      "alert": 1.0,
+      "direction": 1.0,
+      "geoip": 1.0,
+      "host": 1.0,
+      "type": 1.0,
+      "payload_printable": 1.0,
+      "@version": 1.0,
+      "flow": 1.0,
+      "src_port": 1.0,
+      "honeypot_ip_ext": 1.0,
+      "stream": 1.0,
+      "flow_id": 1.0,
+      "timestamp": 1.0,
+      "mitre_techniques": 1.0,
+      "attack_vectors": 1.0,
+      "mitre_tactic": 1.0,
+      "mitre_technique": 1.0,
+      "confidence_score": 1.0,
+      "is_malicious": 1.0,
+      "severity": 1.0,
+      "primary_label": 1.0,
+      "subject": 1.0,
+      "os": 1.0,
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