{ "dataset_info": { "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", "data_source": "Honeypot Infrastructure", "honeypot_types": {}, "time_range": { "start": "", "end": "2025-10-27T06:00:01.989960+00:00" } }, "statistics": { "total_events": 100000, "successful_extractions": 100000, "feature_extraction_time": 107.564934, "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", "src_port": "object", "proto": "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", "dest_ip": "object", "src_ip": "object", "rdp": "object", "flow": "object", "direction": "object", "payload": "object", "mitre_techniques": "object", "attack_vectors": "object", "mitre_tactic": "object", "mitre_technique": "object", "confidence_score": "object", "is_malicious": "bool", "severity": "object", "primary_label": "object", "raw_mtu": "object", "link": "object", "mod": "object", "subject": "object", "tcp": "object", "ip_rep": "object", "os": "object", "params": "object", "raw_sig": "object", "dist": "object", "app_proto_tc": "object", "download_count": "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", "fatt_rdp": "object", "input": "object", "level": "object", "message": "object", "output": "object", "session": "object", "service": "object", "username": "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", "fileinfo": "object", "ftp": "object", "request.bodySha256": "object", "request.requestURI": "object", "response.metadata.temperature": "object", "response.metadata.generationSource": "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", "response.headers.Content-Type": "object", "request.body": "object", "request.headers.Accept-Encoding": "object", "request.protocol": "object", "request.headers.sortedSha256": "object", "sensorName": "object", "request.method": "object", "client": "object", "client_version": "object", "smtp": "object", "mqtt": "object", "icmp_code": "object", "icmp_type": "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, "src_port": 1.0, "proto": 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, "dest_ip": 1.0, "src_ip": 1.0, "rdp": 1.0, "flow": 1.0, "direction": 1.0, "payload": 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, "raw_mtu": 1.0, "link": 1.0, "mod": 1.0, "subject": 1.0, "tcp": 1.0, "ip_rep": 1.0, "os": 1.0, "params": 1.0, "raw_sig": 1.0, "dist": 1.0, "app_proto_tc": 1.0, "download_count": 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, "fatt_rdp": 1.0, "input": 1.0, "level": 1.0, "message": 1.0, "output": 1.0, "session": 1.0, "service": 1.0, "username": 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, "fileinfo": 1.0, "ftp": 1.0, "request.bodySha256": 1.0, "request.requestURI": 1.0, "response.metadata.temperature": 1.0, "response.metadata.generationSource": 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, "response.headers.Content-Type": 1.0, "request.body": 1.0, "request.headers.Accept-Encoding": 1.0, "request.protocol": 1.0, "request.headers.sortedSha256": 1.0, "sensorName": 1.0, "request.method": 1.0, "client": 1.0, "client_version": 1.0, "smtp": 1.0, "mqtt": 1.0, "icmp_code": 1.0, "icmp_type": 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 } } }