pyToshka's picture
Upload dataset - Session upload_1758560476
184f084 verified
{
"dataset_info": {
"name": "cyber-security-events-full",
"version": "1.0.0",
"description": "Cybersecurity dataset from honeypot infrastructure",
"total_samples": 771933,
"features": 187,
"creation_timestamp": "2025-09-22T16:59:27.229413+00:00",
"data_source": "Honeypot Infrastructure",
"honeypot_types": {},
"time_range": {
"start": "",
"end": "2025-09-22T16:26:12.233581+00:00"
}
},
"statistics": {
"total_events": 1000000,
"successful_extractions": 1000000,
"feature_extraction_time": 1691.489199,
"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",
"message": "object",
"smb": "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",
"fatt_tls": "object",
"client_version": "object",
"http": "object",
"smtp": "object",
"fileinfo": "object",
"client": "object",
"password": "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",
"files": "object",
"ftp": "object",
"fatt_http": "object",
"icmp_type": "object",
"icmp_code": "object",
"mqtt": "object",
"pgsql": "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",
"header_accept": "object",
"user-agent": "object",
"user-agent_os": "object",
"user-agent_device_brand": "object",
"user-agent_os_version": "object",
"header_user-agent": "object",
"trapped": "object",
"user-agent_device_model": "object",
"header_accept-encoding": "object",
"request_method": "object",
"request_uri": "object",
"user-agent_browser": "object",
"user-agent_browser_version": "object",
"public_ip": "object",
"response": "object",
"request": "object",
"data_type": "object",
"sensorid": "object",
"id": "object",
"request.headers.Content-Type": "object",
"request.headers.Connection": "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",
"request.headers.Accept-Language": "object",
"eventid": "object",
"sensor": "object",
"filename": "object",
"src_url": "object",
"outfile": "object",
"shasum": "object",
"request.headers.Accept-Charset": "object",
"header_connection": "object",
"request.headers.Cache-Control": "object",
"request.headers.Pragma": "object",
"request.headers.Upgrade-Insecure-Requests": "object",
"duration": "object",
"header_content-type": "object",
"request.headers.Keep-Alive": "object",
"trapped_for": "object",
"request.headers.X-Requested-With": "object",
"response.headers.Content-Length": "object",
"response.headers.Date": "object",
"request.headers.Soapaction": "object",
"request.headers.Sec-Dest": "object",
"request.headers.Sec-Site": "object",
"request.headers.Priority": "object",
"request.headers.Sec-Fetch-User": "object",
"request.headers.Sec-Fetch-Mode": "object",
"request.headers.Sec-Fetch-Dest": "object",
"request.headers.Sec-Fetch-Site": "object",
"input_duration": "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,
"dist": 1.0,
"mod": 1.0,
"params": 1.0,
"raw_sig": 1.0,
"rdp": 1.0,
"tags": 1.0,
"app_proto": 1.0,
"tx_guessed": 1.0,
"tx_id": 1.0,
"fatt_ssh": 1.0,
"protocol": 1.0,
"link": 1.0,
"raw_mtu": 1.0,
"ssh": 1.0,
"app_proto_tc": 1.0,
"proxy_connection": 1.0,
"download_count": 1.0,
"is_virtual": 1.0,
"download_tries": 1.0,
"operation_mode": 1.0,
"attack_connection": 1.0,
"ip_rep": 1.0,
"start_time": 1.0,
"end_time": 1.0,
"downloads": 1.0,
"tcp": 1.0,
"uptime": 1.0,
"raw_freq": 1.0,
"mstshash": 1.0,
"action": 1.0,
"data": 1.0,
"anomaly": 1.0,
"lang": 1.0,
"app": 1.0,
"message": 1.0,
"smb": 1.0,
"fatt_rdp": 1.0,
"tls": 1.0,
"reason": 1.0,
"raw_hits": 1.0,
"level": 1.0,
"service": 1.0,
"status": 1.0,
"output": 1.0,
"input": 1.0,
"username": 1.0,
"environ": 1.0,
"session": 1.0,
"msg": 1.0,
"session_duration": 1.0,
"fatt_tls": 1.0,
"client_version": 1.0,
"http": 1.0,
"smtp": 1.0,
"fileinfo": 1.0,
"client": 1.0,
"password": 1.0,
"sensorName": 1.0,
"response.headers.Server": 1.0,
"request.bodySha256": 1.0,
"response.metadata.model": 1.0,
"response.metadata.generationSource": 1.0,
"request.headers.Accept-Encoding": 1.0,
"request.headers.sorted": 1.0,
"request.userAgent": 1.0,
"response.body": 1.0,
"request.body": 1.0,
"request.requestURI": 1.0,
"hostname": 1.0,
"response.metadata.temperature": 1.0,
"response.headers.Content-Type": 1.0,
"request.headers.Accept": 1.0,
"request.method": 1.0,
"request.headers.User-Agent": 1.0,
"request.protocol": 1.0,
"request.headers.sortedSha256": 1.0,
"response.metadata.provider": 1.0,
"files": 1.0,
"ftp": 1.0,
"fatt_http": 1.0,
"icmp_type": 1.0,
"icmp_code": 1.0,
"mqtt": 1.0,
"pgsql": 1.0,
"response.headers.Connection": 1.0,
"request.headers.X-Support-Http-Auth": 1.0,
"request.headers.X-Transcend-Version": 1.0,
"dcerpc": 1.0,
"app_proto_ts": 1.0,
"request.headers.Content-Length": 1.0,
"response.headers.X-Powered-By": 1.0,
"header_accept": 1.0,
"user-agent": 1.0,
"user-agent_os": 1.0,
"user-agent_device_brand": 1.0,
"user-agent_os_version": 1.0,
"header_user-agent": 1.0,
"trapped": 1.0,
"user-agent_device_model": 1.0,
"header_accept-encoding": 1.0,
"request_method": 1.0,
"request_uri": 1.0,
"user-agent_browser": 1.0,
"user-agent_browser_version": 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.Connection": 1.0,
"app_name": 1.0,
"transport_type": 1.0,
"sip_user_agent": 1.0,
"sip_method": 1.0,
"created_by_node_id": 1.0,
"called_number": 1.0,
"app_version": 1.0,
"sip_message": 1.0,
"event_uuid": 1.0,
"collected_method": 1.0,
"request.headers.Accept-Language": 1.0,
"eventid": 1.0,
"sensor": 1.0,
"filename": 1.0,
"src_url": 1.0,
"outfile": 1.0,
"shasum": 1.0,
"request.headers.Accept-Charset": 1.0,
"header_connection": 1.0,
"request.headers.Cache-Control": 1.0,
"request.headers.Pragma": 1.0,
"request.headers.Upgrade-Insecure-Requests": 1.0,
"duration": 1.0,
"header_content-type": 1.0,
"request.headers.Keep-Alive": 1.0,
"trapped_for": 1.0,
"request.headers.X-Requested-With": 1.0,
"response.headers.Content-Length": 1.0,
"response.headers.Date": 1.0,
"request.headers.Soapaction": 1.0,
"request.headers.Sec-Dest": 1.0,
"request.headers.Sec-Site": 1.0,
"request.headers.Priority": 1.0,
"request.headers.Sec-Fetch-User": 1.0,
"request.headers.Sec-Fetch-Mode": 1.0,
"request.headers.Sec-Fetch-Dest": 1.0,
"request.headers.Sec-Fetch-Site": 1.0,
"input_duration": 1.0,
"commands": 1.0
},
"uniqueness": {
"payload": 0.0064863142267528396,
"dest_ip": 2.2022636679608205e-05,
"metadata": 0.00014509031224212463,
"src_ip": 0.0050781609284743625,
"@timestamp": 0.37506622984119087,
"honeypot_hostname": 0.0003873393157178149,
"dest_port": 0.022884110408545818,
"in_iface": 2.590898432895083e-06,
"pkt_src": 5.181796865790166e-06,
"geoip_ext": 2.849988276184591e-05,
"proto": 5.181796865790166e-06,
"honeypot_ip_int": 0.08357720164832959,
"event_type": 2.2022636679608205e-05,
"alert": 0.0027048979639424666,
"direction": 3.886347649342624e-06,
"geoip": 0.011178431288725836,
"host": 0.0003873393157178149,
"type": 1.5545390597370496e-05,
"payload_printable": 0.006465587039289679,
"@version": 1.2954492164475414e-06,
"flow": 0.19392486135454762,
"src_port": 0.041818396156143085,
"honeypot_ip_ext": 1.2954492164475414e-06,
"stream": 3.886347649342624e-06,
"flow_id": 0.10808191902665128,
"timestamp": 0.41346982186277825,
"mitre_techniques": 1.2954492164475414e-06,
"attack_vectors": 1.2954492164475414e-06,
"mitre_tactic": 1.2954492164475414e-06,
"mitre_technique": 1.2954492164475414e-06,
"confidence_score": 1.2954492164475414e-06,
"is_malicious": 1.2954492164475414e-06,
"severity": 1.2954492164475414e-06,
"primary_label": 3.886347649342624e-06,
"subject": 3.886347649342624e-06,
"os": 2.3318085896055747e-05,
"dist": 3.886347649342624e-05,
"mod": 1.1659042948027873e-05,
"params": 1.0363593731580331e-05,
"raw_sig": 0.0020273780237404023,
"rdp": 3.109078119474099e-05,
"tags": 3.886347649342624e-06,
"app_proto": 2.0727187463160663e-05,
"tx_guessed": 2.590898432895083e-06,
"tx_id": 6.477246082237707e-06,
"fatt_ssh": 0.00023965810504279517,
"protocol": 2.720443354539837e-05,
"link": 1.2954492164475414e-05,
"raw_mtu": 5.3113417874349196e-05,
"ssh": 0.00023577175739345255,
"app_proto_tc": 1.0363593731580331e-05,
"proxy_connection": 2.849988276184591e-05,
"download_count": 2.590898432895083e-06,
"is_virtual": 2.590898432895083e-06,
"download_tries": 2.590898432895083e-06,
"operation_mode": 2.590898432895083e-06,
"attack_connection": 0.004192073664424244,
"ip_rep": 7.772695298685248e-06,
"start_time": 0.009515074494807192,
"end_time": 0.009538392580703247,
"downloads": 2.590898432895083e-06,
"tcp": 0.0012552902907376677,
"uptime": 0.014268077669953222,
"raw_freq": 0.0032114186075734553,
"mstshash": 2.590898432895083e-06,
"action": 6.477246082237707e-06,
"data": 6.995425768816723e-05,
"anomaly": 8.809054671843282e-05,
"lang": 5.181796865790166e-06,
"app": 1.1659042948027873e-05,
"message": 0.014347100072156522,
"smb": 0.00195483286761934,
"fatt_rdp": 6.477246082237707e-06,
"tls": 0.0005052251944145412,
"reason": 4.6636171792111493e-05,
"raw_hits": 0.00025779439407306074,
"level": 2.590898432895083e-06,
"service": 2.590898432895083e-06,
"status": 2.590898432895083e-06,
"output": 0.0010441320684567183,
"input": 0.00016063570283949514,
"username": 0.0003847484172849198,
"environ": 2.590898432895083e-06,
"session": 0.013445467417509032,
"msg": 1.0363593731580331e-05,
"session_duration": 1.2954492164475414e-06,
"fatt_tls": 0.00026297619093885094,
"client_version": 6.477246082237707e-06,
"http": 0.006040679696294886,
"smtp": 7.772695298685248e-06,
"fileinfo": 0.00021763546836318695,
"client": 2.0727187463160663e-05,
"password": 0.0024587626128174337,
"sensorName": 2.9795331978293453e-05,
"response.headers.Server": 1.6840839813818037e-05,
"request.bodySha256": 3.886347649342624e-06,
"response.metadata.model": 2.590898432895083e-06,
"response.metadata.generationSource": 3.886347649342624e-06,
"request.headers.Accept-Encoding": 7.772695298685248e-06,
"request.headers.sorted": 2.9795331978293453e-05,
"request.userAgent": 5.699976552369182e-05,
"response.body": 2.461353511250329e-05,
"request.body": 2.590898432895083e-06,
"request.requestURI": 6.477246082237707e-06,
"hostname": 6.218156238948198e-05,
"response.metadata.temperature": 2.590898432895083e-06,
"response.headers.Content-Type": 6.477246082237707e-06,
"request.headers.Accept": 9.06814451513279e-06,
"request.method": 6.477246082237707e-06,
"request.headers.User-Agent": 5.699976552369182e-05,
"request.protocol": 3.886347649342624e-06,
"request.headers.sortedSha256": 3.109078119474099e-05,
"response.metadata.provider": 2.590898432895083e-06,
"files": 1.4249941380922955e-05,
"ftp": 4.1454374926321326e-05,
"fatt_http": 0.00026168074172240336,
"icmp_type": 2.590898432895083e-06,
"icmp_code": 6.477246082237707e-06,
"mqtt": 9.06814451513279e-06,
"pgsql": 5.181796865790166e-06,
"response.headers.Connection": 2.590898432895083e-06,
"request.headers.X-Support-Http-Auth": 2.590898432895083e-06,
"request.headers.X-Transcend-Version": 2.590898432895083e-06,
"dcerpc": 3.886347649342624e-06,
"app_proto_ts": 3.886347649342624e-06,
"request.headers.Content-Length": 3.886347649342624e-06,
"response.headers.X-Powered-By": 5.181796865790166e-06,
"header_accept": 3.886347649342624e-06,
"user-agent": 6.477246082237707e-06,
"user-agent_os": 5.181796865790166e-06,
"user-agent_device_brand": 3.886347649342624e-06,
"user-agent_os_version": 3.886347649342624e-06,
"header_user-agent": 6.477246082237707e-06,
"trapped": 3.886347649342624e-06,
"user-agent_device_model": 3.886347649342624e-06,
"header_accept-encoding": 2.590898432895083e-06,
"request_method": 2.590898432895083e-06,
"request_uri": 2.5908984328950827e-05,
"user-agent_browser": 6.477246082237707e-06,
"user-agent_browser_version": 5.181796865790166e-06,
"public_ip": 2.590898432895083e-06,
"response": 1.2954492164475414e-06,
"request": 1.2954492164475414e-06,
"data_type": 5.181796865790166e-06,
"sensorid": 2.590898432895083e-06,
"id": 9.06814451513279e-06,
"request.headers.Content-Type": 3.886347649342624e-06,
"request.headers.Connection": 5.181796865790166e-06,
"app_name": 2.590898432895083e-06,
"transport_type": 2.590898432895083e-06,
"sip_user_agent": 7.772695298685248e-06,
"sip_method": 3.886347649342624e-06,
"created_by_node_id": 3.886347649342624e-06,
"called_number": 9.06814451513279e-06,
"app_version": 2.590898432895083e-06,
"sip_message": 9.06814451513279e-06,
"event_uuid": 9.06814451513279e-06,
"collected_method": 2.590898432895083e-06,
"request.headers.Accept-Language": 1.1659042948027873e-05,
"eventid": 7.772695298685248e-06,
"sensor": 2.590898432895083e-06,
"filename": 9.06814451513279e-06,
"src_url": 9.06814451513279e-06,
"outfile": 2.0727187463160663e-05,
"shasum": 2.0727187463160663e-05,
"request.headers.Accept-Charset": 5.181796865790166e-06,
"header_connection": 2.590898432895083e-06,
"request.headers.Cache-Control": 2.590898432895083e-06,
"request.headers.Pragma": 2.590898432895083e-06,
"request.headers.Upgrade-Insecure-Requests": 2.590898432895083e-06,
"duration": 4.404527335921641e-05,
"header_content-type": 2.590898432895083e-06,
"request.headers.Keep-Alive": 2.590898432895083e-06,
"trapped_for": 3.886347649342624e-06,
"request.headers.X-Requested-With": 2.590898432895083e-06,
"response.headers.Content-Length": 2.590898432895083e-06,
"response.headers.Date": 2.590898432895083e-06,
"request.headers.Soapaction": 2.590898432895083e-06,
"request.headers.Sec-Dest": 2.590898432895083e-06,
"request.headers.Sec-Site": 2.590898432895083e-06,
"request.headers.Priority": 2.590898432895083e-06,
"request.headers.Sec-Fetch-User": 2.590898432895083e-06,
"request.headers.Sec-Fetch-Mode": 2.590898432895083e-06,
"request.headers.Sec-Fetch-Dest": 2.590898432895083e-06,
"request.headers.Sec-Fetch-Site": 2.590898432895083e-06,
"input_duration": 2.590898432895083e-06,
"commands": 1.2954492164475414e-06
}
}
}