{ "data_id": "46301", "name": "UNSW_NB15", "exact_name": "UNSW_NB15", "version": 1, "version_label": "1", "description": "A dataset for network intrusion detection.", "format": "arff", "uploader": "RAVI MANISANKAR REDDY", "uploader_id": 43694, "visibility": "public", "creator": "\"R.Manisankar Reddy\"", "contributor": "\"BEC\"", "date": "2024-07-30 08:28:39", "update_comment": null, "last_update": "2024-07-30 08:28:39", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/api.openml.org\/data\/download\/22120812\/dataset", "default_target_attribute": "label", "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "UNSW_NB15", "A dataset for network intrusion detection. " ], "weight": 5 }, "qualities": { "NumberOfInstances": 54296, "NumberOfFeatures": 46, "NumberOfClasses": 0, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 42, "NumberOfSymbolicFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 0, "AutoCorrelation": 0.9998526567823924, "PercentageOfMissingValues": 0, "Dimensionality": 0.0008472078974510093, "PercentageOfNumericFeatures": 91.30434782608695, "MajorityClassPercentage": null, "PercentageOfSymbolicFeatures": 0, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 0 }, "tags": [], "features": [ { "name": "label", "index": "45", "type": "numeric", "distinct": "2", "missing": "0", "target": "1", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "Unnamed: 0", "index": "0", "type": "numeric", "distinct": "54296", "missing": "0", "min": "0", "max": "54301", "mean": "27151", "stdev": "15676" }, { "name": "id", "index": "1", "type": "numeric", "distinct": "54296", "missing": "0", "min": "1", "max": "82332", "mean": "37211", "stdev": "27869" }, { "name": "dur", "index": "2", "type": "numeric", "distinct": "26621", "missing": "0", "min": "0", "max": "60", "mean": "1", "stdev": "5" }, { "name": "proto", "index": "3", "type": "string", "distinct": "131", "missing": "0" }, { "name": "service", "index": "4", "type": "string", "distinct": "13", "missing": "0" }, { "name": "state", "index": "5", "type": "string", "distinct": "6", "missing": "0" }, { "name": "spkts", "index": "6", "type": "numeric", "distinct": "299", "missing": "0", "min": "1", "max": "10646", "mean": "17", "stdev": "121" }, { "name": "dpkts", "index": "7", "type": "numeric", "distinct": "294", "missing": "0", "min": "0", "max": "11018", "mean": "16", "stdev": "114" }, { "name": "sbytes", "index": "8", "type": "numeric", "distinct": "3053", "missing": "0", "min": "24", "max": "14355774", "mean": "6776", "stdev": "154045" }, { "name": "dbytes", "index": "9", "type": "numeric", "distinct": "2683", "missing": "0", "min": "0", "max": "14657531", "mean": "11960", "stdev": "149348" }, { "name": "rate", "index": "10", "type": "numeric", "distinct": "26995", "missing": "0", "min": "0", "max": "1000000", "mean": "86401", "stdev": "153941" }, { "name": "sttl", "index": "11", "type": "numeric", "distinct": "10", "missing": "0", "min": "0", "max": "255", "mean": "181", "stdev": "102" }, { "name": "dttl", "index": "12", "type": "numeric", "distinct": "7", "missing": "0", "min": "0", "max": "252", "mean": "94", "stdev": "116" }, { "name": "sload", "index": "13", "type": "numeric", "distinct": "28557", "missing": "0", "min": "0", "max": "2147483647", "mean": "65364634", "stdev": "177208756" }, { "name": "dload", "index": "14", "type": "numeric", "distinct": "26946", "missing": "0", "min": "0", "max": "20232470", "mean": "680798", "stdev": "2521703" }, { "name": "sloss", "index": "15", "type": "numeric", "distinct": "189", "missing": "0", "min": "0", "max": "5319", "mean": "4", "stdev": "58" }, { "name": "dloss", "index": "16", "type": "numeric", "distinct": "225", "missing": "0", "min": "0", "max": "5507", "mean": "6", "stdev": "55" }, { "name": "sinpkt", "index": "17", "type": "numeric", "distinct": "26555", "missing": "0", "min": "0", "max": "60010", "mean": "798", "stdev": "6376" }, { "name": "dinpkt", "index": "18", "type": "numeric", "distinct": "24822", "missing": "0", "min": "0", "max": "57739", "mean": "112", "stdev": "1247" }, { "name": "sjit", "index": "19", "type": "numeric", "distinct": "26483", "missing": "0", "min": "0", "max": "1483831", "mean": "5778", "stdev": "53697" }, { "name": "djit", "index": "20", "type": "numeric", "distinct": "25258", "missing": "0", "min": "0", "max": "463199", "mean": "478", "stdev": "3952" }, { "name": "swin", "index": "21", "type": "numeric", "distinct": "9", "missing": "0", "min": "0", "max": "255", "mean": "136", "stdev": "127" }, { "name": "stcpb", "index": "22", "type": "numeric", "distinct": "25935", "missing": "0", "min": "0", "max": "2147483647", "mean": "1078194024", "stdev": "1387021019" }, { "name": "dtcpb", "index": "23", "type": "numeric", "distinct": "25866", "missing": "0", "min": "0", "max": "2147483647", "mean": "1068543421", "stdev": "1381325206" }, { "name": "dwin", "index": "24", "type": "numeric", "distinct": "6", "missing": "0", "min": "0", "max": "255", "mean": "128", "stdev": "127" }, { "name": "tcprtt", "index": "25", "type": "numeric", "distinct": "17503", "missing": "0", "min": "0", "max": "4", "mean": "0", "stdev": "0" }, { "name": "synack", "index": "26", "type": "numeric", "distinct": "16912", "missing": "0", "min": "0", "max": "3", "mean": "0", "stdev": "0" }, { "name": "ackdat", "index": "27", "type": "numeric", "distinct": "16417", "missing": "0", "min": "0", "max": "2", "mean": "0", "stdev": "0" }, { "name": "smean", "index": "28", "type": "numeric", "distinct": "1135", "missing": "0", "min": "24", "max": "1504", "mean": "134", "stdev": "198" }, { "name": "dmean", "index": "29", "type": "numeric", "distinct": "1005", "missing": "0", "min": "0", "max": "1471", "mean": "110", "stdev": "233" }, { "name": "trans_depth", "index": "30", "type": "numeric", "distinct": "5", "missing": "0", "min": "0", "max": "131", "mean": "0", "stdev": "1" }, { "name": "response_body_len", "index": "31", "type": "numeric", "distinct": "915", "missing": "0", "min": "0", "max": "5242880", "mean": "1541", "stdev": "41581" }, { "name": "ct_srv_src", "index": "32", "type": "numeric", "distinct": "57", "missing": "0", "min": "1", "max": "63", "mean": "11", "stdev": "13" }, { "name": "ct_state_ttl", "index": "33", "type": "numeric", "distinct": "6", "missing": "0", "min": "0", "max": "6", "mean": "1", "stdev": "1" }, { "name": "ct_dst_ltm", "index": "34", "type": "numeric", "distinct": "50", "missing": "0", "min": "1", "max": "59", "mean": "7", "stdev": "10" }, { "name": "ct_src_dport_ltm", "index": "35", "type": "numeric", "distinct": "50", "missing": "0", "min": "1", "max": "59", "mean": "6", "stdev": "10" }, { "name": "ct_dst_sport_ltm", "index": "36", "type": "numeric", "distinct": "33", "missing": "0", "min": "1", "max": "38", "mean": "5", "stdev": "7" }, { "name": "ct_dst_src_ltm", "index": "37", "type": "numeric", "distinct": "57", "missing": "0", "min": "1", "max": "63", "mean": "10", "stdev": "13" }, { "name": "is_ftp_login", "index": "38", "type": "numeric", "distinct": "3", "missing": "0", "min": "0", "max": "2", "mean": "0", "stdev": "0" }, { "name": "ct_ftp_cmd", "index": "39", "type": "numeric", "distinct": "3", "missing": "0", "min": "0", "max": "2", "mean": "0", "stdev": "0" }, { "name": "ct_flw_http_mthd", "index": "40", "type": "numeric", "distinct": "8", "missing": "0", "min": "0", "max": "16", "mean": "0", "stdev": "1" }, { "name": "ct_src_ltm", "index": "41", "type": "numeric", "distinct": "50", "missing": "0", "min": "1", "max": "60", "mean": "8", "stdev": "10" }, { "name": "ct_srv_dst", "index": "42", "type": "numeric", "distinct": "57", "missing": "0", "min": "1", "max": "62", "mean": "11", "stdev": "13" }, { "name": "is_sm_ips_ports", "index": "43", "type": "numeric", "distinct": "2", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "attack_cat", "index": "44", "type": "string", "distinct": "10", "missing": "0" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 0, "total_downloads": 0, "reach": 0, "reuse": 0, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 0 }