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app-classification-lgbm-141apps

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Upload LightGBM model

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  1. lgbm_model_meta.json +249 -0
lgbm_model_meta.json ADDED
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+ {
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+ "input_path": "data/processed/141apps_processed.parquet",
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+ "target_col": "target",
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+ "dropped_classes": [
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+ "MQTT"
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+ "early_stopping_rounds": 20,
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+ "num_threads": 0,
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+ "max_train_seconds": 180.0,
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+ "feature_cols": [
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+ "src_ip_numeric",
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+ "src_port",
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+ "dst_port",
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+ "proto",
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+ "pktTotalCount",
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+ "octetTotalCount",
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+ "min_ps",
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+ "max_ps",
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+ "avg_ps",
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+ "std_dev_ps",
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+ "min_piat",
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+ "max_piat",
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+ "avg_piat",
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+ "std_dev_piat",
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+ "f_pktTotalCount",
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+ "f_octetTotalCount",
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+ "f_min_ps",
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+ "f_max_ps",
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+ "f_avg_ps",
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+ "f_std_dev_ps",
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+ "f_min_piat",
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+ "f_max_piat",
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+ "f_avg_piat",
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+ "f_std_dev_piat",
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+ "b_pktTotalCount",
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+ "b_octetTotalCount",
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+ "b_min_ps",
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+ "b_max_ps",
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+ "b_avg_ps",
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+ "b_std_dev_ps",
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+ "b_min_piat",
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+ "b_max_piat",
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+ "b_avg_piat",
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+ "flowEndReason",
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+ "flowDuration_fix",
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+ "f_flowDuration_fix",
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+ "b_flowDuration_fix",
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+ "duration_s",
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+ "total_bytes",
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+ "total_pkts",
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+ "total_bytes_fb",
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+ "total_pkts_fb",
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+ "duration_rate_s",
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+ "bytes_per_pkt",
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+ "pkts_per_s",
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+ "bytes_per_s",
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+ "fwd_bwd_pkt_ratio",
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+ "has_backward",
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+ "fwd_bwd_byte_ratio",
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+ "log1p_pkts_per_s",
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+ "log1p_bytes_per_s",
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+ "log1p_fwd_bwd_pkt_ratio",
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+ "log1p_fwd_bwd_byte_ratio",
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+ "log1p_bytes_per_pkt",
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+ "log1p_duration_s"
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+ ],
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+ "n_rows": 49999,
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+ "metrics": {
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+ "classes": [
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+ "AmazonVideo",
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+ "Apple",
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+ "IMO",
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+ "LDAP",
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+ "LinkedIn",
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+ "Office365",
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+ "PS_VUE",
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+ "PlayStore",
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+ "Playstation",
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+ "QUIC",
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+ "RX",
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+ "Radius",
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+ "SMBv23",
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+ "SSH",
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+ "Signal",
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+ "Skype",
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+ "Spotify",
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+ "TLS",
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+ "TeamViewer",
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+ "Teredo",
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+ "UbuntuONE",
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+ "Unencrypted_Jabber",
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+ "Unknown",
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+ "WhatsApp",
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+ "Wikipedia",
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+ "WindowsUpdate",
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+ "Xbox",
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+ "Yahoo",
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+ "YouTube"
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+ ]
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+ }