v0.3 appraiser (fine-tuned mpnet): 2026-04-26
Browse files- v0_3_metadata.json +325 -0
v0_3_metadata.json
ADDED
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| 1 |
+
{
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| 2 |
+
"trained_at": "2026-04-26T08:12:01.990046+00:00",
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| 3 |
+
"data_run_date": "2026-04-25",
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| 4 |
+
"version": "v0.3-finetuned-mpnet",
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| 5 |
+
"description": "v0.2 + contrastive fine-tuning of mpnet on price-similarity triplets",
|
| 6 |
+
"parent_version": "v0.2",
|
| 7 |
+
"fine_tune": {
|
| 8 |
+
"base_model": "sentence-transformers/all-mpnet-base-v2",
|
| 9 |
+
"triplets": 3252,
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| 10 |
+
"epochs": 3,
|
| 11 |
+
"lr": 2e-05,
|
| 12 |
+
"batch_size": 64,
|
| 13 |
+
"val_triplet_acc_before": 0.5185185185185185,
|
| 14 |
+
"val_triplet_acc_after": 0.6049382716049383,
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| 15 |
+
"improvement_pp": 8.64197530864198
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| 16 |
+
},
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| 17 |
+
"splits": {
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| 18 |
+
"train": {
|
| 19 |
+
"rows": 265240,
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| 20 |
+
"start": "2022-01-28",
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| 21 |
+
"end": "2023-09-30"
|
| 22 |
+
},
|
| 23 |
+
"val": {
|
| 24 |
+
"rows": 3545,
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| 25 |
+
"start": "2023-10-01",
|
| 26 |
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"end": "2023-12-31"
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| 27 |
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},
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| 28 |
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"test": {
|
| 29 |
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"rows": 2744,
|
| 30 |
+
"start": "2024-01-01",
|
| 31 |
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"end": "2024-05-04"
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| 32 |
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}
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| 33 |
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},
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| 34 |
+
"feature_count": 146,
|
| 35 |
+
"feature_cols": [
|
| 36 |
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"len",
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| 37 |
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"n_digits",
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| 38 |
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"n_letters",
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| 39 |
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"n_special",
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| 40 |
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"n_lower",
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| 41 |
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"n_upper",
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| 42 |
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"is_palindrome",
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| 43 |
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"is_all_digits",
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| 44 |
+
"is_all_letters",
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| 45 |
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"is_ascii",
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| 46 |
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"has_unicode",
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| 47 |
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"starts_digit",
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| 48 |
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"ends_digit",
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| 49 |
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"max_char_run",
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| 50 |
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"n_unique_chars",
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| 51 |
+
"in_wikipedia",
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| 52 |
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"in_geonames",
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| 53 |
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"in_us_firstname",
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| 54 |
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"in_iso3166",
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| 55 |
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"in_ticker",
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| 56 |
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"in_sec_edgar",
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| 57 |
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"in_wiktionary_en",
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| 58 |
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"wordlist_hits",
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| 59 |
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"club__social_handles",
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| 60 |
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"club__prepunk_full_rankings",
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| 61 |
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"club__personas",
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| 62 |
+
"club__gamertags",
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| 63 |
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"club__top500_cities_global",
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| 64 |
+
"club__familynames_usa",
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| 65 |
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"club__common_english",
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| 66 |
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"club__top_nouns",
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| 67 |
+
"club__top500_cities_usa",
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| 68 |
+
"club__common_animals",
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| 69 |
+
"club__catholicism",
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| 70 |
+
"club__crypto_terms",
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| 71 |
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"club__finance_terms",
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| 72 |
+
"club__pokemon_gen4",
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| 73 |
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"club__logistics",
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| 74 |
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"club__us_government",
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| 75 |
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"club__top_crypto_names",
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| 76 |
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"club__mythical_creatures",
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| 77 |
+
"club__firstnames_usa",
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| 78 |
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"club__gen_alpha",
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| 79 |
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"club__sports",
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| 80 |
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"club__crayola_classic",
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| 81 |
+
"club__performing_arts",
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| 82 |
+
"club__top_crypto_tickers",
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| 83 |
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"club__gamertags_double",
|
| 84 |
+
"club__country_codes",
|
| 85 |
+
"club__us_states",
|
| 86 |
+
"club__pokemon_gen1",
|
| 87 |
+
"club__conspiracy_theories",
|
| 88 |
+
"club__wikidata_top_fantasy_char",
|
| 89 |
+
"club__historic_figures",
|
| 90 |
+
"club__currency_symbols",
|
| 91 |
+
"club__luxury",
|
| 92 |
+
"club__natural_wonders",
|
| 93 |
+
"club__pokemon_gen3",
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| 94 |
+
"club__paranormal",
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| 95 |
+
"club__holidays",
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| 96 |
+
"club__memes",
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| 97 |
+
"club__currency_names",
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| 98 |
+
"club__home",
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| 99 |
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"club__pokemon_gen2",
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| 100 |
+
"club__fine_art",
|
| 101 |
+
"n_clubs",
|
| 102 |
+
"trademark_conflict",
|
| 103 |
+
"name_age_days",
|
| 104 |
+
"prior_transfer_count",
|
| 105 |
+
"fg_value",
|
| 106 |
+
"eth_tvl_usd",
|
| 107 |
+
"eth_stable_mcap",
|
| 108 |
+
"eth_dex_volume",
|
| 109 |
+
"nft_total_fee_usd",
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| 110 |
+
"pca_000",
|
| 111 |
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"pca_001",
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| 112 |
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"pca_002",
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| 113 |
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"pca_003",
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| 114 |
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"pca_004",
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| 115 |
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"pca_005",
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| 116 |
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"pca_006",
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| 117 |
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"pca_007",
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| 118 |
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"pca_008",
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| 119 |
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"pca_009",
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| 120 |
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"pca_010",
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| 121 |
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"pca_011",
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| 122 |
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"pca_012",
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| 123 |
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"pca_013",
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| 124 |
+
"pca_014",
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| 125 |
+
"pca_015",
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| 126 |
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"pca_016",
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| 127 |
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"pca_017",
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| 128 |
+
"pca_018",
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| 129 |
+
"pca_019",
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| 130 |
+
"pca_020",
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| 131 |
+
"pca_021",
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| 132 |
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"pca_022",
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| 133 |
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"pca_023",
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| 134 |
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"pca_024",
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| 135 |
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"pca_025",
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| 136 |
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"pca_026",
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| 137 |
+
"pca_027",
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| 138 |
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"pca_028",
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| 139 |
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"pca_029",
|
| 140 |
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"pca_030",
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| 141 |
+
"pca_031",
|
| 142 |
+
"pca_032",
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| 143 |
+
"pca_033",
|
| 144 |
+
"pca_034",
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| 145 |
+
"pca_035",
|
| 146 |
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"pca_036",
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| 147 |
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"pca_037",
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| 148 |
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"pca_038",
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| 149 |
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"pca_039",
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| 150 |
+
"pca_040",
|
| 151 |
+
"pca_041",
|
| 152 |
+
"pca_042",
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| 153 |
+
"pca_043",
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| 154 |
+
"pca_044",
|
| 155 |
+
"pca_045",
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| 156 |
+
"pca_046",
|
| 157 |
+
"pca_047",
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| 158 |
+
"pca_048",
|
| 159 |
+
"pca_049",
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| 160 |
+
"pca_050",
|
| 161 |
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"pca_051",
|
| 162 |
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"pca_052",
|
| 163 |
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"pca_053",
|
| 164 |
+
"pca_054",
|
| 165 |
+
"pca_055",
|
| 166 |
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"pca_056",
|
| 167 |
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"pca_057",
|
| 168 |
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"pca_058",
|
| 169 |
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"pca_059",
|
| 170 |
+
"pca_060",
|
| 171 |
+
"pca_061",
|
| 172 |
+
"pca_062",
|
| 173 |
+
"pca_063",
|
| 174 |
+
"knn_count",
|
| 175 |
+
"knn_mean_log",
|
| 176 |
+
"knn_median_log",
|
| 177 |
+
"knn_p90_log",
|
| 178 |
+
"knn_max_sim",
|
| 179 |
+
"knn_min_sim",
|
| 180 |
+
"knn_log_max",
|
| 181 |
+
"knn_log_min"
|
| 182 |
+
],
|
| 183 |
+
"pca_dim": 64,
|
| 184 |
+
"best_iteration": 369,
|
| 185 |
+
"xgb_params": {
|
| 186 |
+
"objective": "reg:squarederror",
|
| 187 |
+
"eval_metric": "rmse",
|
| 188 |
+
"tree_method": "hist",
|
| 189 |
+
"device": "cuda",
|
| 190 |
+
"max_depth": 7,
|
| 191 |
+
"learning_rate": 0.04,
|
| 192 |
+
"subsample": 0.85,
|
| 193 |
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"colsample_bytree": 0.65,
|
| 194 |
+
"min_child_weight": 8,
|
| 195 |
+
"reg_alpha": 0.5,
|
| 196 |
+
"reg_lambda": 2.0,
|
| 197 |
+
"seed": 42
|
| 198 |
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},
|
| 199 |
+
"metrics": {
|
| 200 |
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"train": {
|
| 201 |
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"r2_log": 0.7984388470649719,
|
| 202 |
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"rmse_log": 0.7249601483345032,
|
| 203 |
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"mae_log": 0.48019057512283325,
|
| 204 |
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"median_ape": 0.2934191823005676,
|
| 205 |
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"bias_log": -0.0001444444787921384
|
| 206 |
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},
|
| 207 |
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"val": {
|
| 208 |
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|
| 209 |
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"rmse_log": 1.0476961135864258,
|
| 210 |
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|
| 211 |
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|
| 212 |
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"bias_log": 0.12580855190753937
|
| 213 |
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},
|
| 214 |
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"test": {
|
| 215 |
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|
| 216 |
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"rmse_log": 1.527344822883606,
|
| 217 |
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|
| 218 |
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"median_ape": 1.3042705059051514,
|
| 219 |
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"bias_log": 0.712732195854187
|
| 220 |
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}
|
| 221 |
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},
|
| 222 |
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"top_features": [
|
| 223 |
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{
|
| 224 |
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"name": "knn_mean_log",
|
| 225 |
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"gain": 2475.822021484375
|
| 226 |
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},
|
| 227 |
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{
|
| 228 |
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"name": "knn_median_log",
|
| 229 |
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"gain": 1594.9427490234375
|
| 230 |
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},
|
| 231 |
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{
|
| 232 |
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"name": "knn_p90_log",
|
| 233 |
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"gain": 1196.794189453125
|
| 234 |
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},
|
| 235 |
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{
|
| 236 |
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"name": "in_wikipedia",
|
| 237 |
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"gain": 432.5325927734375
|
| 238 |
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},
|
| 239 |
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{
|
| 240 |
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"name": "len",
|
| 241 |
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"gain": 427.3330078125
|
| 242 |
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},
|
| 243 |
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{
|
| 244 |
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"name": "pca_002",
|
| 245 |
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"gain": 208.85269165039062
|
| 246 |
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},
|
| 247 |
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{
|
| 248 |
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"name": "is_all_digits",
|
| 249 |
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"gain": 207.7695770263672
|
| 250 |
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},
|
| 251 |
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{
|
| 252 |
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"name": "n_digits",
|
| 253 |
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"gain": 207.7196807861328
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