smoke upload
Browse files- smoke/lgbm_model_meta.json +173 -0
smoke/lgbm_model_meta.json
ADDED
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| 1 |
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{
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| 2 |
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"input_path": "data/processed/141apps_processed.parquet",
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| 3 |
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"target_col": "target",
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| 4 |
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"sample_rows": 2000,
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| 5 |
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"seed": 42,
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| 6 |
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"valid_size": 0.2,
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| 7 |
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"test_size": 0.2,
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| 8 |
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"min_class_count": 2,
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| 9 |
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"dropped_classes": [
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| 10 |
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"ICMP"
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| 11 |
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],
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| 12 |
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"dropped_rows": 1,
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| 13 |
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"num_trials": 1,
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| 14 |
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"num_boost_round": 50,
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| 15 |
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"early_stopping_rounds": 10,
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| 16 |
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"num_threads": 0,
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| 17 |
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"max_train_seconds": null,
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| 18 |
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"max_total_seconds": null,
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| 19 |
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"feature_cols": [
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| 20 |
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"src_ip_numeric",
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| 21 |
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"src_port",
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| 22 |
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"dst_port",
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| 23 |
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"proto",
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| 24 |
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"pktTotalCount",
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| 25 |
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"octetTotalCount",
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| 26 |
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"min_ps",
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| 27 |
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"max_ps",
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| 28 |
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"avg_ps",
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| 29 |
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"std_dev_ps",
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| 30 |
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"min_piat",
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| 31 |
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"max_piat",
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| 32 |
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"avg_piat",
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| 33 |
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"std_dev_piat",
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| 34 |
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"f_pktTotalCount",
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| 35 |
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"f_octetTotalCount",
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| 36 |
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"f_min_ps",
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| 37 |
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"f_max_ps",
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| 38 |
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"f_avg_ps",
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| 39 |
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"f_std_dev_ps",
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| 40 |
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"f_min_piat",
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| 41 |
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"f_max_piat",
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| 42 |
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"f_avg_piat",
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| 43 |
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"f_std_dev_piat",
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| 44 |
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"b_pktTotalCount",
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| 45 |
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"b_octetTotalCount",
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| 46 |
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"b_min_ps",
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| 47 |
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"b_max_ps",
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| 48 |
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"b_avg_ps",
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| 49 |
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"b_std_dev_ps",
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| 50 |
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"b_min_piat",
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| 51 |
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"b_max_piat",
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| 52 |
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"b_avg_piat",
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| 53 |
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"b_std_dev_piat",
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| 54 |
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"flowEndReason",
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| 55 |
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"flowDuration_fix",
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| 56 |
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"f_flowDuration_fix",
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| 57 |
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"b_flowDuration_fix",
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| 58 |
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"duration_s",
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| 59 |
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"total_bytes",
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| 60 |
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"total_pkts",
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| 61 |
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"total_bytes_fb",
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| 62 |
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"total_pkts_fb",
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| 63 |
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"duration_rate_s",
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| 64 |
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"bytes_per_pkt",
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| 65 |
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"pkts_per_s",
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| 66 |
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"bytes_per_s",
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| 67 |
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"fwd_bwd_pkt_ratio",
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| 68 |
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"has_backward",
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| 69 |
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"fwd_bwd_byte_ratio",
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| 70 |
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"log1p_pkts_per_s",
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| 71 |
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"log1p_bytes_per_s",
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| 72 |
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"log1p_fwd_bwd_pkt_ratio",
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| 73 |
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"log1p_fwd_bwd_byte_ratio",
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| 74 |
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"log1p_bytes_per_pkt",
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| 75 |
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"log1p_duration_s"
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| 76 |
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],
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| 77 |
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"n_rows": 1999,
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| 78 |
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"n_features": 56,
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| 79 |
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"n_classes": 19,
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| 80 |
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"split_rows": {
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| 81 |
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"train": 1199,
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| 82 |
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"valid": 400,
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| 83 |
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"test": 400
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| 84 |
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},
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| 85 |
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"best_params": {
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| 86 |
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"objective": "multiclass",
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| 87 |
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"num_class": 19,
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| 88 |
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"metric": [
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| 89 |
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"multi_logloss",
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| 90 |
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"multi_error"
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| 91 |
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],
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| 92 |
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"verbosity": -1,
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| 93 |
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"seed": 42,
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| 94 |
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"deterministic": true,
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| 95 |
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"force_col_wise": true,
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| 96 |
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"learning_rate": 0.03,
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| 97 |
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"num_leaves": 255,
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| 98 |
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"max_depth": -1,
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| 99 |
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"min_data_in_leaf": 50,
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| 100 |
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"min_gain_to_split": 0.05,
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| 101 |
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"feature_fraction": 0.7075032265668001,
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| 102 |
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"bagging_fraction": 0.7825087955107357,
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| 103 |
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"bagging_freq": 1,
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| 104 |
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"lambda_l1": 1.0,
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| 105 |
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"lambda_l2": 1.0
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| 106 |
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},
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| 107 |
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"train_result": {
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| 108 |
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"metrics": {
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| 109 |
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"train_logloss": 0.41258131678674037,
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| 110 |
+
"train_accuracy": 0.908256880733945,
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| 111 |
+
"train_f1_macro": 0.4745703618155998,
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| 112 |
+
"valid_logloss": 0.46122169907974375,
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| 113 |
+
"valid_accuracy": 0.9,
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| 114 |
+
"valid_f1_macro": 0.4486674009530479,
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| 115 |
+
"test_logloss": 0.42411937807112143,
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| 116 |
+
"test_accuracy": 0.905,
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| 117 |
+
"test_f1_macro": 0.4420749415302623,
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| 118 |
+
"overfit_gap_valid_logloss": 0.04864038229300338,
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| 119 |
+
"overfit_gap_test_logloss": 0.011538061284381063,
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| 120 |
+
"overfit_gap_valid_f1_macro": 0.025902960862551894,
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| 121 |
+
"overfit_gap_test_f1_macro": 0.03249542028533753,
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| 122 |
+
"best_multi_logloss": 0.46122169907974375,
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| 123 |
+
"best_iteration": 50
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| 124 |
+
},
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| 125 |
+
"n_rows": 1999,
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| 126 |
+
"n_features": 56,
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| 127 |
+
"n_classes": 19,
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| 128 |
+
"best_score": 0.46122169907974375,
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| 129 |
+
"best_iteration": 50
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| 130 |
+
},
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| 131 |
+
"label_to_index": {
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| 132 |
+
"Amazon": 0,
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| 133 |
+
"DHCP": 1,
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| 134 |
+
"DNS": 2,
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| 135 |
+
"Dropbox": 3,
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| 136 |
+
"GMail": 4,
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| 137 |
+
"Google": 5,
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| 138 |
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"GoogleDrive": 6,
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| 139 |
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"GoogleServices": 7,
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| 140 |
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"HTTP": 8,
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| 141 |
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"MSN": 9,
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| 142 |
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"MS_OneDrive": 10,
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| 143 |
+
"Microsoft": 11,
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| 144 |
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"NetBIOS": 12,
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| 145 |
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"RX": 13,
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| 146 |
+
"TLS": 14,
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| 147 |
+
"UbuntuONE": 15,
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| 148 |
+
"Unknown": 16,
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| 149 |
+
"WindowsUpdate": 17,
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| 150 |
+
"Yahoo": 18
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| 151 |
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},
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| 152 |
+
"classes": [
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| 153 |
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"Amazon",
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| 154 |
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"DHCP",
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| 155 |
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"DNS",
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| 156 |
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"Dropbox",
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| 157 |
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"GMail",
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| 158 |
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"Google",
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| 159 |
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"GoogleDrive",
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| 160 |
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"GoogleServices",
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| 161 |
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"HTTP",
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| 162 |
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"MSN",
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| 163 |
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"MS_OneDrive",
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| 164 |
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"Microsoft",
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| 165 |
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"NetBIOS",
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| 166 |
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"RX",
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| 167 |
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"TLS",
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| 168 |
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"UbuntuONE",
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| 169 |
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"Unknown",
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| 170 |
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"WindowsUpdate",
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| 171 |
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"Yahoo"
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| 172 |
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]
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| 173 |
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}
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