Upload dataset - Session upload_1759306900

README.md

@@ -2,6 +2,7 @@
 language:
 - en
 task_categories:
+- tabular-classification
 - other
 task_ids:
 - tabular-multi-class-classification
@@ -15,64 +16,57 @@ 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: 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
+  - name: subject
     dtype: string
-  - name: geoip_ext
+  - name: type
     dtype: string
-  - name: proto
+  - name: dest_ip
     dtype: string
-  - name: honeypot_ip_int
+  - name: honeypot_ip_ext
     dtype: string
-  - name: event_type
+  - name: src_port
     dtype: string
-  - name: alert
+  - name: os
     dtype: string
-  - name: direction
+  - name: "@timestamp"
     dtype: string
-  - name: geoip
+  - name: dist
     dtype: string
   - name: host
     dtype: string
-  - name: type
+  - name: src_ip
     dtype: string
-  - name: payload_printable
+  - name: honeypot_ip_int
     dtype: string
-  - name: '@version'
+  - name: mod
     dtype: string
-  - name: flow
+  - name: "@version"
     dtype: string
-  - name: src_port
+  - name: honeypot_hostname
     dtype: string
-  - name: honeypot_ip_ext
+  - name: geoip_ext
     dtype: string
-  - name: stream
+  - name: params
     dtype: string
-  - name: flow_id
+  - name: raw_sig
     dtype: string
-  - name: timestamp
+  - name: geoip
     dtype: string
   - name: mitre_techniques
     dtype: string
@@ -90,28 +84,42 @@ dataset_info:
     dtype: string
   - name: primary_label
     dtype: string
-  - name: subject
+  - name: flow_id
     dtype: string
-  - name: os
+  - name: metadata
     dtype: string
-  - name: dist
+  - name: pkt_src
     dtype: string
-  - name: mod
+  - name: rdp
     dtype: string
-  - name: params
+  - name: proto
     dtype: string
-  - name: raw_sig
+  - name: tags
     dtype: string
-  - name: rdp
+  - name: in_iface
     dtype: string
-  - name: tags
+  - name: event_type
+    dtype: string
+  - name: timestamp
+    dtype: string
+  - name: alert
     dtype: string
   - name: app_proto
     dtype: string
+  - name: flow
+    dtype: string
+  - name: direction
+    dtype: string
+  - name: payload
+    dtype: string
+  - name: stream
+    dtype: string
   - name: tx_guessed
     dtype: string
   - name: tx_id
     dtype: string
+  - name: payload_printable
+    dtype: string
   - name: fatt_ssh
     dtype: string
   - name: protocol
@@ -218,7 +226,7 @@ dataset_info:
     dtype: string
   - name: response.metadata.generationSource
     dtype: string
-  - name: request.headers.Accept-Encoding
+  - name: "request.headers.Accept-Encoding"
     dtype: string
   - name: request.headers.sorted
     dtype: string
@@ -234,13 +242,13 @@ dataset_info:
     dtype: string
   - name: response.metadata.temperature
     dtype: string
-  - name: response.headers.Content-Type
+  - name: "response.headers.Content-Type"
     dtype: string
   - name: request.headers.Accept
     dtype: string
   - name: request.method
     dtype: string
-  - name: request.headers.User-Agent
+  - name: "request.headers.User-Agent"
     dtype: string
   - name: request.protocol
     dtype: string
@@ -276,19 +284,29 @@ dataset_info:
     dtype: string
   - name: request.headers.Connection
     dtype: string
+  - name: duration
+    dtype: string
   - name: response.headers.Connection
     dtype: string
-  - name: request.headers.X-Support-Http-Auth
+  - name: "request.headers.X-Support-Http-Auth"
+    dtype: string
+  - name: "request.headers.X-Transcend-Version"
     dtype: string
-  - name: request.headers.X-Transcend-Version
+  - name: "request.headers.Content-Type"
+    dtype: string
+  - name: "request.headers.Accept-Language"
+    dtype: string
+  - name: "request.headers.X-Requested-With"
     dtype: string
   - name: dcerpc
     dtype: string
   - name: app_proto_ts
     dtype: string
-  - name: request.headers.Content-Length
+  - name: "request.headers.Content-Length"
+    dtype: string
+  - name: "response.headers.X-Powered-By"
     dtype: string
-  - name: response.headers.X-Powered-By
+  - name: "request.headers.Accept-Charset"
     dtype: string
   - name: public_ip
     dtype: string
@@ -302,13 +320,9 @@ dataset_info:
     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
+  - name: "request.headers.Upgrade-Insecure-Requests"
     dtype: string
   - name: app_name
     dtype: string
@@ -336,13 +350,11 @@ dataset_info:
     dtype: string
   - name: fileinfo.filename
     dtype: string
-  - name: request.headers.Accept-Charset
-    dtype: string
-  - name: user-agent_browser
+  - name: "user-agent_browser"
     dtype: string
   - name: trapped
     dtype: string
-  - name: user-agent
+  - name: "user-agent"
     dtype: string
   - name: request_method
     dtype: string
@@ -350,44 +362,40 @@ dataset_info:
     dtype: string
   - name: header_connection
     dtype: string
-  - name: user-agent_os
+  - name: "user-agent_os"
     dtype: string
-  - name: request.headers.Cache-Control
+  - name: "request.headers.Cache-Control"
     dtype: string
   - name: request.headers.Pragma
     dtype: string
-  - name: user-agent_browser_version
+  - name: "user-agent_browser_version"
     dtype: string
-  - name: header_user-agent
+  - name: "header_user-agent"
     dtype: string
-  - name: header_accept-encoding
+  - name: "header_accept-encoding"
     dtype: string
   - name: header_accept
     dtype: string
-  - name: duration
-    dtype: string
-  - name: header_content-type
+  - name: "header_content-type"
     dtype: string
-  - name: user-agent_device_model
+  - name: "user-agent_device_model"
     dtype: string
-  - name: user-agent_device_brand
+  - name: "user-agent_device_brand"
     dtype: string
-  - name: user-agent_os_version
+  - name: "user-agent_os_version"
     dtype: string
-  - name: request.headers.Keep-Alive
+  - 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
+    num_bytes: 2595980618
+    num_examples: 228598
+  download_size: 2595980618
+  dataset_size: 2595980618
 config_name: default
 ---
 
@@ -467,11 +475,11 @@ print(f"Malicious events: {malicious_count}/{len(train_data)} ({malicious_count/
 The dataset contains 180 features across several categories:
 
 ### Network Features
+- `dest_port`: Network-related information
 - `dest_ip`: Network-related information
+- `honeypot_ip_ext`: Network-related information
+- `src_port`: 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
@@ -491,23 +499,23 @@ The dataset contains 180 features across several categories:
 - ... 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 | 230,192 |
+| train | 228,598 |
 
 ## Dataset Statistics
 
-- **Total size**: ~2493.2 MB
-- **Average record size**: ~11357 bytes
+- **Total size**: ~2475.7 MB
+- **Average record size**: ~11356 bytes
 - **Feature completeness**: 100.0%
 
 ## Ethical Considerations

metadata.json

@@ -3,50 +3,43 @@
     "name": "attacks-monthly",
     "version": "1.0.0",
     "description": "Cybersecurity dataset from honeypot infrastructure",
-    "total_samples": 230192,
+    "total_samples": 228598,
     "features": 180,
-    "creation_timestamp": "2025-09-30T07:49:21.702377+00:00",
+    "creation_timestamp": "2025-10-01T08:20:40.898829+00:00",
     "data_source": "Honeypot Infrastructure",
     "honeypot_types": {},
     "time_range": {
       "start": "",
-      "end": "2025-09-29T23:59:57.152601+00:00"
+      "end": "2025-09-30T23:59:59.704061+00:00"
     }
   },
   "statistics": {
     "total_events": 300000,
     "successful_extractions": 300000,
-    "feature_extraction_time": 287.682376,
+    "feature_extraction_time": 242.319197,
     "dataset_creation_time": 0,
     "quality_score": 0.0
   },
   "feature_schema": {
-    "payload": "object",
+    "dest_port": "int64",
+    "subject": "object",
+    "type": "object",
     "dest_ip": "object",
-    "metadata": "object",
-    "src_ip": "object",
+    "honeypot_ip_ext": "object",
+    "src_port": "object",
+    "os": "object",
     "@timestamp": "object",
+    "dist": "object",
+    "host": "object",
+    "src_ip": "object",
+    "honeypot_ip_int": "object",
+    "mod": "object",
+    "@version": "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",
+    "params": "object",
+    "raw_sig": "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",
@@ -55,17 +48,24 @@
     "is_malicious": "bool",
     "severity": "object",
     "primary_label": "object",
-    "subject": "object",
-    "os": "object",
-    "dist": "object",
-    "mod": "object",
-    "params": "object",
-    "raw_sig": "object",
+    "flow_id": "object",
+    "metadata": "object",
+    "pkt_src": "object",
     "rdp": "object",
+    "proto": "object",
     "tags": "object",
+    "in_iface": "object",
+    "event_type": "object",
+    "timestamp": "object",
+    "alert": "object",
     "app_proto": "object",
+    "flow": "object",
+    "direction": "object",
+    "payload": "object",
+    "stream": "object",
     "tx_guessed": "object",
     "tx_id": "object",
+    "payload_printable": "object",
     "fatt_ssh": "object",
     "protocol": "object",
     "link": "object",
@@ -148,22 +148,25 @@
     "mqtt": "object",
     "pgsql": "object",
     "request.headers.Connection": "object",
+    "duration": "object",
     "response.headers.Connection": "object",
     "request.headers.X-Support-Http-Auth": "object",
     "request.headers.X-Transcend-Version": "object",
+    "request.headers.Content-Type": "object",
+    "request.headers.Accept-Language": "object",
+    "request.headers.X-Requested-With": "object",
     "dcerpc": "object",
     "app_proto_ts": "object",
     "request.headers.Content-Length": "object",
     "response.headers.X-Powered-By": "object",
+    "request.headers.Accept-Charset": "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",
@@ -178,7 +181,6 @@
     "fileinfo.state": "object",
     "http.http_method": "object",
     "fileinfo.filename": "object",
-    "request.headers.Accept-Charset": "object",
     "user-agent_browser": "object",
     "trapped": "object",
     "user-agent": "object",
@@ -192,44 +194,35 @@
     "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_port": 1.0,
+      "subject": 1.0,
+      "type": 1.0,
       "dest_ip": 1.0,
-      "metadata": 1.0,
-      "src_ip": 1.0,
+      "honeypot_ip_ext": 1.0,
+      "src_port": 1.0,
+      "os": 1.0,
       "@timestamp": 1.0,
+      "dist": 1.0,
+      "host": 1.0,
+      "src_ip": 1.0,
+      "honeypot_ip_int": 1.0,
+      "mod": 1.0,
+      "@version": 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,
+      "params": 1.0,
+      "raw_sig": 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,
@@ -238,17 +231,24 @@
       "is_malicious": 1.0,
       "severity": 1.0,
       "primary_label": 1.0,
-      "subject": 1.0,
-      "os": 1.0,
-      "dist": 1.0,
-      "mod": 1.0,
-      "params": 1.0,
-      "raw_sig": 1.0,
+      "flow_id": 1.0,
+      "metadata": 1.0,
+      "pkt_src": 1.0,
       "rdp": 1.0,
+      "proto": 1.0,
       "tags": 1.0,
+      "in_iface": 1.0,
+      "event_type": 1.0,
+      "timestamp": 1.0,
+      "alert": 1.0,
       "app_proto": 1.0,
+      "flow": 1.0,
+      "direction": 1.0,
+      "payload": 1.0,
+      "stream": 1.0,
       "tx_guessed": 1.0,
       "tx_id": 1.0,
+      "payload_printable": 1.0,
       "fatt_ssh": 1.0,
       "protocol": 1.0,
       "link": 1.0,
@@ -331,22 +331,25 @@
       "mqtt": 1.0,
       "pgsql": 1.0,
       "request.headers.Connection": 1.0,
+      "duration": 1.0,
       "response.headers.Connection": 1.0,
       "request.headers.X-Support-Http-Auth": 1.0,
       "request.headers.X-Transcend-Version": 1.0,
+      "request.headers.Content-Type": 1.0,
+      "request.headers.Accept-Language": 1.0,
+      "request.headers.X-Requested-With": 1.0,
       "dcerpc": 1.0,
       "app_proto_ts": 1.0,
       "request.headers.Content-Length": 1.0,
       "response.headers.X-Powered-By": 1.0,
+      "request.headers.Accept-Charset": 1.0,
       "public_ip": 1.0,
       "response": 1.0,
       "request": 1.0,
       "data_type": 1.0,
       "sensorid": 1.0,
       "id": 1.0,
-      "request.headers.Content-Type": 1.0,
       "request.headers.Origin": 1.0,
-      "request.headers.Accept-Language": 1.0,
       "request.headers.Upgrade-Insecure-Requests": 1.0,
       "app_name": 1.0,
       "transport_type": 1.0,
@@ -361,7 +364,6 @@
       "fileinfo.state": 1.0,
       "http.http_method": 1.0,
       "fileinfo.filename": 1.0,
-      "request.headers.Accept-Charset": 1.0,
       "user-agent_browser": 1.0,
       "trapped": 1.0,
       "user-agent": 1.0,
@@ -375,197 +377,195 @@
       "header_user-agent": 1.0,
       "header_accept-encoding": 1.0,
       "header_accept": 1.0,
-      "duration": 1.0,
       "header_content-type": 1.0,
       "user-agent_device_model": 1.0,
       "user-agent_device_brand": 1.0,
       "user-agent_os_version": 1.0,
       "request.headers.Keep-Alive": 1.0,
       "trapped_for": 1.0,
-      "request.headers.X-Requested-With": 1.0,
       "commands": 1.0
     },
     "uniqueness": {
-      "payload": 0.008054146104121777,
-      "dest_ip": 5.213039549593383e-05,
-      "metadata": 0.00035188016959755334,
-      "src_ip": 0.009565927573503857,
-      "@timestamp": 0.38097761868353375,
-      "honeypot_hostname": 0.0012989156877736847,
-      "dest_port": 0.027498783624105096,
-      "in_iface": 8.688399249322305e-06,
-      "pkt_src": 1.737679849864461e-05,
-      "geoip_ext": 0.00012598178911517343,
-      "proto": 1.3032598873983458e-05,
-      "honeypot_ip_int": 0.2727331966358518,
-      "event_type": 7.385139361923959e-05,
-      "alert": 0.005847292694793911,
-      "direction": 1.3032598873983458e-05,
-      "geoip": 0.01993118787794537,
-      "host": 0.0012989156877736847,
-      "type": 5.6474595120594984e-05,
-      "payload_printable": 0.008036769305623132,
-      "@version": 4.344199624661153e-06,
-      "flow": 0.20429033154931536,
-      "src_port": 0.07622767081392924,
-      "honeypot_ip_ext": 4.344199624661153e-06,
-      "stream": 1.3032598873983458e-05,
-      "flow_id": 0.11199781052338917,
-      "timestamp": 0.4248670674914854,
-      "mitre_techniques": 4.344199624661153e-06,
-      "attack_vectors": 4.344199624661153e-06,
-      "mitre_tactic": 4.344199624661153e-06,
-      "mitre_technique": 4.344199624661153e-06,
-      "confidence_score": 4.344199624661153e-06,
-      "is_malicious": 4.344199624661153e-06,
-      "severity": 4.344199624661153e-06,
-      "primary_label": 1.3032598873983458e-05,
-      "subject": 1.3032598873983458e-05,
-      "os": 6.950719399457844e-05,
-      "dist": 0.00013467018836449572,
-      "mod": 3.909779662195037e-05,
-      "params": 3.475359699728922e-05,
-      "raw_sig": 0.003736011677208591,
-      "rdp": 9.557239174254536e-05,
-      "tags": 1.3032598873983458e-05,
-      "app_proto": 6.0818794745256136e-05,
-      "tx_guessed": 8.688399249322305e-06,
-      "tx_id": 2.1720998123305763e-05,
-      "fatt_ssh": 0.0004952387572113714,
-      "protocol": 7.385139361923959e-05,
-      "link": 4.3441996246611526e-05,
-      "raw_mtu": 0.00013467018836449572,
-      "ssh": 0.00047786195871272677,
-      "app_proto_tc": 2.6065197747966916e-05,
-      "proxy_connection": 0.00012598178911517343,
-      "download_count": 8.688399249322305e-06,
-      "is_virtual": 8.688399249322305e-06,
-      "download_tries": 8.688399249322305e-06,
-      "operation_mode": 8.688399249322305e-06,
-      "attack_connection": 0.0053433655383332175,
-      "ip_rep": 2.6065197747966916e-05,
-      "start_time": 0.01013936192395913,
-      "end_time": 0.010165427121707097,
-      "downloads": 8.688399249322305e-06,
-      "tcp": 0.00350576909710155,
-      "uptime": 0.010734517272537708,
-      "raw_freq": 0.005334677139083895,
-      "mstshash": 8.688399249322305e-06,
-      "action": 2.1720998123305763e-05,
-      "data": 0.00014335858761381804,
-      "anomaly": 0.00017811218461110726,
-      "lang": 2.1720998123305763e-05,
-      "app": 2.6065197747966916e-05,
-      "smb": 0.0007732675331896851,
-      "fatt_tls": 0.0005039271564606937,
-      "message": 0.011477375408354765,
-      "fatt_rdp": 1.737679849864461e-05,
-      "tls": 0.0008949051226801974,
-      "reason": 0.00013467018836449572,
-      "raw_hits": 0.0005864669493292556,
-      "level": 1.3032598873983458e-05,
-      "service": 8.688399249322305e-06,
-      "status": 8.688399249322305e-06,
-      "output": 0.0010165427121707096,
-      "input": 0.000343191770348231,
-      "username": 0.000742858135817057,
-      "environ": 4.344199624661153e-06,
-      "session": 0.011238444428998401,
-      "msg": 3.0409397372628068e-05,
-      "session_duration": 4.344199624661153e-06,
-      "client_version": 1.737679849864461e-05,
-      "password": 0.002680371168415931,
-      "client": 5.213039549593383e-05,
-      "http": 0.002085215819837353,
-      "smtp": 1.3032598873983458e-05,
-      "fileinfo": 0.00014335858761381804,
-      "sensorName": 9.99165913672065e-05,
-      "response.headers.Server": 4.778619587127268e-05,
-      "request.bodySha256": 1.3032598873983458e-05,
-      "response.metadata.model": 8.688399249322305e-06,
-      "response.metadata.generationSource": 1.3032598873983458e-05,
-      "request.headers.Accept-Encoding": 3.0409397372628068e-05,
-      "request.headers.sorted": 7.385139361923959e-05,
-      "request.userAgent": 0.00011294919024118997,
-      "response.body": 5.213039549593383e-05,
-      "request.body": 8.688399249322305e-06,
-      "request.requestURI": 2.1720998123305763e-05,
-      "hostname": 9.557239174254536e-05,
-      "response.metadata.temperature": 8.688399249322305e-06,
-      "response.headers.Content-Type": 1.737679849864461e-05,
-      "request.headers.Accept": 3.0409397372628068e-05,
-      "request.method": 1.737679849864461e-05,
-      "request.headers.User-Agent": 0.00011294919024118997,
-      "request.protocol": 1.3032598873983458e-05,
-      "request.headers.sortedSha256": 7.819559324390075e-05,
-      "response.metadata.provider": 8.688399249322305e-06,
-      "fatt_http": 0.00023458677973170223,
-      "eventid": 2.6065197747966916e-05,
-      "sensor": 8.688399249322305e-06,
-      "files": 1.737679849864461e-05,
-      "shasum": 4.778619587127268e-05,
-      "outfile": 4.778619587127268e-05,
-      "filename": 2.1720998123305763e-05,
-      "src_url": 3.0409397372628068e-05,
-      "ftp": 0.00012163758949051227,
-      "icmp_type": 8.688399249322305e-06,
-      "icmp_code": 2.1720998123305763e-05,
-      "mqtt": 1.737679849864461e-05,
-      "pgsql": 1.737679849864461e-05,
-      "request.headers.Connection": 1.737679849864461e-05,
-      "response.headers.Connection": 8.688399249322305e-06,
-      "request.headers.X-Support-Http-Auth": 8.688399249322305e-06,
-      "request.headers.X-Transcend-Version": 8.688399249322305e-06,
-      "dcerpc": 8.688399249322305e-06,
-      "app_proto_ts": 8.688399249322305e-06,
-      "request.headers.Content-Length": 1.3032598873983458e-05,
-      "response.headers.X-Powered-By": 1.3032598873983458e-05,
-      "public_ip": 8.688399249322305e-06,
-      "response": 4.344199624661153e-06,
-      "request": 4.344199624661153e-06,
-      "data_type": 1.3032598873983458e-05,
-      "sensorid": 8.688399249322305e-06,
-      "id": 2.1720998123305763e-05,
-      "request.headers.Content-Type": 1.3032598873983458e-05,
-      "request.headers.Origin": 1.3032598873983458e-05,
-      "request.headers.Accept-Language": 3.909779662195037e-05,
-      "request.headers.Upgrade-Insecure-Requests": 8.688399249322305e-06,
-      "app_name": 8.688399249322305e-06,
-      "transport_type": 8.688399249322305e-06,
-      "sip_user_agent": 8.688399249322305e-06,
-      "sip_method": 8.688399249322305e-06,
-      "created_by_node_id": 8.688399249322305e-06,
-      "called_number": 8.688399249322305e-06,
-      "app_version": 8.688399249322305e-06,
-      "sip_message": 8.688399249322305e-06,
-      "event_uuid": 8.688399249322305e-06,
-      "collected_method": 8.688399249322305e-06,
-      "fileinfo.state": 8.688399249322305e-06,
-      "http.http_method": 8.688399249322305e-06,
-      "fileinfo.filename": 1.3032598873983458e-05,
-      "request.headers.Accept-Charset": 1.3032598873983458e-05,
-      "user-agent_browser": 1.737679849864461e-05,
-      "trapped": 1.3032598873983458e-05,
-      "user-agent": 2.1720998123305763e-05,
-      "request_method": 8.688399249322305e-06,
-      "request_uri": 9.557239174254536e-05,
-      "header_connection": 8.688399249322305e-06,
-      "user-agent_os": 1.3032598873983458e-05,
-      "request.headers.Cache-Control": 8.688399249322305e-06,
-      "request.headers.Pragma": 8.688399249322305e-06,
-      "user-agent_browser_version": 1.3032598873983458e-05,
-      "header_user-agent": 2.1720998123305763e-05,
-      "header_accept-encoding": 8.688399249322305e-06,
-      "header_accept": 1.3032598873983458e-05,
-      "duration": 3.0409397372628068e-05,
-      "header_content-type": 8.688399249322305e-06,
-      "user-agent_device_model": 8.688399249322305e-06,
-      "user-agent_device_brand": 8.688399249322305e-06,
-      "user-agent_os_version": 8.688399249322305e-06,
-      "request.headers.Keep-Alive": 8.688399249322305e-06,
-      "trapped_for": 1.3032598873983458e-05,
-      "request.headers.X-Requested-With": 8.688399249322305e-06,
-      "commands": 4.344199624661153e-06
+      "dest_port": 0.027891757583180955,
+      "subject": 1.3123474396101454e-05,
+      "type": 5.6868389049772966e-05,
+      "dest_ip": 5.6868389049772966e-05,
+      "honeypot_ip_ext": 4.374491465367151e-06,
+      "src_port": 0.07675045275986667,
+      "os": 6.999186344587441e-05,
+      "@timestamp": 0.38170937628500684,
+      "dist": 0.00013560923542638167,
+      "host": 0.001307972948144778,
+      "src_ip": 0.009663251646996036,
+      "honeypot_ip_int": 0.27418875055774766,
+      "mod": 3.9370423188304357e-05,
+      "@version": 4.374491465367151e-06,
+      "honeypot_hostname": 0.001307972948144778,
+      "geoip_ext": 0.00012686025249564737,
+      "params": 3.4995931722937206e-05,
+      "raw_sig": 0.0036439513906508366,
+      "geoip": 0.019934557607678108,
+      "mitre_techniques": 4.374491465367151e-06,
+      "attack_vectors": 4.374491465367151e-06,
+      "mitre_tactic": 4.374491465367151e-06,
+      "mitre_technique": 4.374491465367151e-06,
+      "confidence_score": 4.374491465367151e-06,
+      "is_malicious": 4.374491465367151e-06,
+      "severity": 4.374491465367151e-06,
+      "primary_label": 1.3123474396101454e-05,
+      "flow_id": 0.11261690828441194,
+      "metadata": 0.0003674572830908407,
+      "pkt_src": 1.7497965861468603e-05,
+      "rdp": 9.186432077271018e-05,
+      "proto": 1.3123474396101454e-05,
+      "tags": 1.3123474396101454e-05,
+      "in_iface": 8.748982930734301e-06,
+      "event_type": 7.436635491124156e-05,
+      "timestamp": 0.42525743882273687,
+      "alert": 0.00595805737583006,
+      "app_proto": 6.124288051514011e-05,
+      "flow": 0.20456871888642944,
+      "direction": 1.3123474396101454e-05,
+      "payload": 0.007064803716567949,
+      "stream": 1.3123474396101454e-05,
+      "tx_guessed": 8.748982930734301e-06,
+      "tx_id": 2.1872457326835754e-05,
+      "payload_printable": 0.007064803716567949,
+      "fatt_ssh": 0.0004943175355864881,
+      "protocol": 7.436635491124156e-05,
+      "link": 4.374491465367151e-05,
+      "raw_mtu": 0.00012686025249564737,
+      "ssh": 0.0004943175355864881,
+      "app_proto_tc": 3.0621440257570055e-05,
+      "proxy_connection": 0.00012248576103028022,
+      "download_count": 8.748982930734301e-06,
+      "is_virtual": 8.748982930734301e-06,
+      "download_tries": 8.748982930734301e-06,
+      "operation_mode": 8.748982930734301e-06,
+      "attack_connection": 0.005315007130421089,
+      "ip_rep": 2.6246948792202908e-05,
+      "start_time": 0.009991338506898572,
+      "end_time": 0.010017585455690776,
+      "downloads": 8.748982930734301e-06,
+      "tcp": 0.0034908441893629866,
+      "uptime": 0.010791870445060761,
+      "raw_freq": 0.005249389758440581,
+      "mstshash": 8.748982930734301e-06,
+      "action": 2.1872457326835754e-05,
+      "data": 0.00014435821835711597,
+      "anomaly": 0.0001793541500800532,
+      "lang": 2.1872457326835754e-05,
+      "app": 3.0621440257570055e-05,
+      "smb": 0.0007786594808353529,
+      "fatt_tls": 0.000520564484378691,
+      "message": 0.011627398314945888,
+      "fatt_rdp": 1.7497965861468603e-05,
+      "tls": 0.0009886350711729762,
+      "reason": 0.00012686025249564737,
+      "raw_hits": 0.0005730583819630968,
+      "level": 1.3123474396101454e-05,
+      "service": 8.748982930734301e-06,
+      "status": 8.748982930734301e-06,
+      "output": 0.0010455034602227492,
+      "input": 0.0003674572830908407,
+      "username": 0.0007392890576470486,
+      "environ": 4.374491465367151e-06,
+      "session": 0.01231419347500853,
+      "msg": 3.0621440257570055e-05,
+      "session_duration": 4.374491465367151e-06,
+      "client_version": 1.7497965861468603e-05,
+      "password": 0.0026859377597354306,
+      "client": 5.2493897584405816e-05,
+      "http": 0.002139126326564537,
+      "smtp": 1.3123474396101454e-05,
+      "fileinfo": 0.00014873270982248312,
+      "sensorName": 0.00010061330370344448,
+      "response.headers.Server": 5.2493897584405816e-05,
+      "request.bodySha256": 1.3123474396101454e-05,
+      "response.metadata.model": 8.748982930734301e-06,
+      "response.metadata.generationSource": 1.3123474396101454e-05,
+      "request.headers.Accept-Encoding": 3.0621440257570055e-05,
+      "request.headers.sorted": 8.311533784197586e-05,
+      "request.userAgent": 0.00011811126956491308,
+      "response.body": 5.6868389049772966e-05,
+      "request.body": 8.748982930734301e-06,
+      "request.requestURI": 2.1872457326835754e-05,
+      "hostname": 9.186432077271018e-05,
+      "response.metadata.temperature": 8.748982930734301e-06,
+      "response.headers.Content-Type": 1.7497965861468603e-05,
+      "request.headers.Accept": 3.0621440257570055e-05,
+      "request.method": 1.7497965861468603e-05,
+      "request.headers.User-Agent": 0.00011811126956491308,
+      "request.protocol": 1.3123474396101454e-05,
+      "request.headers.sortedSha256": 8.748982930734301e-05,
+      "response.metadata.provider": 8.748982930734301e-06,
+      "fatt_http": 0.00026246948792202904,
+      "eventid": 2.6246948792202908e-05,
+      "sensor": 8.748982930734301e-06,
+      "files": 2.1872457326835754e-05,
+      "shasum": 4.8119406119038665e-05,
+      "outfile": 4.8119406119038665e-05,
+      "filename": 2.1872457326835754e-05,
+      "src_url": 3.0621440257570055e-05,
+      "ftp": 0.00011811126956491308,
+      "icmp_type": 8.748982930734301e-06,
+      "icmp_code": 2.1872457326835754e-05,
+      "mqtt": 1.7497965861468603e-05,
+      "pgsql": 1.7497965861468603e-05,
+      "request.headers.Connection": 1.7497965861468603e-05,
+      "duration": 3.9370423188304357e-05,
+      "response.headers.Connection": 8.748982930734301e-06,
+      "request.headers.X-Support-Http-Auth": 8.748982930734301e-06,
+      "request.headers.X-Transcend-Version": 8.748982930734301e-06,
+      "request.headers.Content-Type": 1.3123474396101454e-05,
+      "request.headers.Accept-Language": 3.9370423188304357e-05,
+      "request.headers.X-Requested-With": 8.748982930734301e-06,
+      "dcerpc": 8.748982930734301e-06,
+      "app_proto_ts": 8.748982930734301e-06,
+      "request.headers.Content-Length": 1.3123474396101454e-05,
+      "response.headers.X-Powered-By": 1.3123474396101454e-05,
+      "request.headers.Accept-Charset": 1.7497965861468603e-05,
+      "public_ip": 8.748982930734301e-06,
+      "response": 4.374491465367151e-06,
+      "request": 4.374491465367151e-06,
+      "data_type": 1.3123474396101454e-05,
+      "sensorid": 8.748982930734301e-06,
+      "id": 2.1872457326835754e-05,
+      "request.headers.Origin": 1.3123474396101454e-05,
+      "request.headers.Upgrade-Insecure-Requests": 8.748982930734301e-06,
+      "app_name": 8.748982930734301e-06,
+      "transport_type": 8.748982930734301e-06,
+      "sip_user_agent": 8.748982930734301e-06,
+      "sip_method": 8.748982930734301e-06,
+      "created_by_node_id": 8.748982930734301e-06,
+      "called_number": 8.748982930734301e-06,
+      "app_version": 8.748982930734301e-06,
+      "sip_message": 8.748982930734301e-06,
+      "event_uuid": 8.748982930734301e-06,
+      "collected_method": 8.748982930734301e-06,
+      "fileinfo.state": 8.748982930734301e-06,
+      "http.http_method": 8.748982930734301e-06,
+      "fileinfo.filename": 1.3123474396101454e-05,
+      "user-agent_browser": 1.7497965861468603e-05,
+      "trapped": 1.3123474396101454e-05,
+      "user-agent": 2.1872457326835754e-05,
+      "request_method": 8.748982930734301e-06,
+      "request_uri": 9.623881223807733e-05,
+      "header_connection": 8.748982930734301e-06,
+      "user-agent_os": 1.3123474396101454e-05,
+      "request.headers.Cache-Control": 8.748982930734301e-06,
+      "request.headers.Pragma": 8.748982930734301e-06,
+      "user-agent_browser_version": 1.3123474396101454e-05,
+      "header_user-agent": 2.1872457326835754e-05,
+      "header_accept-encoding": 8.748982930734301e-06,
+      "header_accept": 1.3123474396101454e-05,
+      "header_content-type": 8.748982930734301e-06,
+      "user-agent_device_model": 8.748982930734301e-06,
+      "user-agent_device_brand": 8.748982930734301e-06,
+      "user-agent_os_version": 8.748982930734301e-06,
+      "request.headers.Keep-Alive": 8.748982930734301e-06,
+      "trapped_for": 1.3123474396101454e-05,
+      "commands": 4.374491465367151e-06
     }
   }
 }

train.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:138704796a5ef7f9d6e9b3c3415bbdc22b06d1a1a2c55afc41908eda00e3e29c
-size 343354174
+oid sha256:131c4814a0e7523cd355a548ef3eae2b6bc60d2c5248ac2cbf9c67bf6017b582
+size 340592437

train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c508250448909dd10230c8a4c453ad5b2197f770a6b6334d02fa82dc225f48d8
-size 1057941440
+oid sha256:5a5e0f34f0de91cc0ca568ddcb82cfdc9574f9fef95e737feb9ebf2cbf5997b7
+size 1050225374

train.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:65788f1f18f80743880316fef6b5c9cc6066f0a9487d306c21672d4cc2620da4
-size 23837549
+oid sha256:38c2a6ed8790dfce5154ef763c3474bc8b8191fae4c6870cf12d0287f4ffd18a
+size 23214646

upload_manifest.json

@@ -1,6 +1,6 @@
 {
-  "upload_session_id": "upload_1759218637",
-  "preparation_timestamp": "2025-09-30T07:50:41.123947+00:00",
+  "upload_session_id": "upload_1759306900",
+  "preparation_timestamp": "2025-10-01T08:21:42.720302+00:00",
   "source_path": "outputs/ml_pipeline/attacks-monthly",
   "dataset_format": "huggingface",
   "files_prepared": [
@@ -11,5 +11,5 @@
     "train.parquet",
     "train.csv"
   ],
-  "total_size_bytes": 1425164832
+  "total_size_bytes": 1414064152
 }