Upload Feature tables (train / test / full)
Browse files- .gitattributes +9 -0
- feature_data/02_feature_layer/training/outputs/VERSION_MANIFEST.json +18 -0
- feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_hybrid_summary_20260412.csv +3 -0
- feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_suspect_structure_20260412.csv +15 -0
- feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_xgb_summary_20260412.csv +3 -0
- feature_data/02_feature_layer/training/outputs/eda_profiles/hdb_feature_test_20260412_column_profile.csv +87 -0
- feature_data/02_feature_layer/training/outputs/feature_metadata_20260403.json +9 -0
- feature_data/02_feature_layer/training/outputs/feature_metadata_20260406.json +9 -0
- feature_data/02_feature_layer/training/outputs/feature_metadata_20260412.json +29 -0
- feature_data/02_feature_layer/training/outputs/feature_metadata_20260414.json +102 -0
- feature_data/02_feature_layer/training/outputs/feature_metadata_20260415.json +9 -0
- feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260403.csv +3 -0
- feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260406.csv +3 -0
- feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260412.csv +3 -0
- feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260403.csv +3 -0
- feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260406.csv +3 -0
- feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260412.csv +3 -0
- feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260403.csv +3 -0
- feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260406.csv +3 -0
- feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260412.csv +3 -0
.gitattributes
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@@ -58,3 +58,12 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260403.csv filter=lfs diff=lfs merge=lfs -text
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feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260406.csv filter=lfs diff=lfs merge=lfs -text
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feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260412.csv filter=lfs diff=lfs merge=lfs -text
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feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260403.csv filter=lfs diff=lfs merge=lfs -text
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feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260406.csv filter=lfs diff=lfs merge=lfs -text
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feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260412.csv filter=lfs diff=lfs merge=lfs -text
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feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260403.csv filter=lfs diff=lfs merge=lfs -text
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feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260406.csv filter=lfs diff=lfs merge=lfs -text
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feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260412.csv filter=lfs diff=lfs merge=lfs -text
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feature_data/02_feature_layer/training/outputs/VERSION_MANIFEST.json
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{
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"version": "20260415",
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"timestamp": "2026-04-15T07:35:38.270531+00:00",
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"files": [
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"VERSION_MANIFEST.json",
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"feature_metadata_20260415.json",
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"hdb_feature_table_20260415.csv",
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"hdb_feature_test_20260415.csv",
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"hdb_feature_train_20260415.csv"
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],
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"duplicates_removed": 0,
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"total_rows": 263004,
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"train_rows": 180195,
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"test_rows": 82809,
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"split_year": 2023,
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"school_quality_fix": "20260415 - recomputed from Phase 2B/2C competition ratios",
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"old_versions_removed": 0
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}
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feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_hybrid_summary_20260412.csv
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variant,n_features,val_mape_blend,val_mape_stack,test_mape_blend,test_mape_stack,test_mape_hybrid
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Without suspect,70,4.2525926693827225,4.281013524354736,7.229862014867271,6.807144988650617,3.9055219787945434
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With suspect,84,4.169308184788721,4.201285053637554,6.583771600385141,6.101731352523991,7.346934691663684
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feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_suspect_structure_20260412.csv
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column,n_unique_test,abs_corr_tx_year_test
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years_since_transaction,15,0.6305136165646134
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recency_normalized,15,0.6305136165646121
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recency_x_school_quality,924,0.628667201651282
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years_since_transaction_sq,15,0.5018875333053906
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recency_x_mall_access,687,0.2728316006440776
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biz_shops_eating_rented,1,
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biz_offices_rented,1,
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biz_commercial_rented_total,1,
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biz_childcare_rented,1,
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biz_eldercare_rented,1,
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biz_community_rented,1,
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biz_social_rented_total,1,
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market_flats_sold_national,1,
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market_flats_rented_national,1,
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feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_xgb_summary_20260412.csv
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model,n_features,n_estimators,val_mape_pct,test_mape_pct
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With suspect block,84,800,5.979426633336815,11.034893021746113
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Without suspect block,70,800,7.1356960304006565,12.481688235917819
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feature_data/02_feature_layer/training/outputs/eda_profiles/hdb_feature_test_20260412_column_profile.csv
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column,group,dtype,non_null,missing_pct,n_unique,min,q25,median,q75,max,mean,std,positive_rate_pct
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address_key,id,str,82809,0.0,9421,,,,,,,,
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biz_childcare_rented,numeric_engineered,float64,82809,0.0,2,55.0,55.0,61.0,61.0,61.0,59.13534760714415,2.776882952125101,
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biz_commercial_rented_total,numeric_engineered,float64,82809,0.0,2,432.0,432.0,432.0,568.0,568.0,474.2654542380659,62.94268024816896,
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+
biz_community_rented,numeric_engineered,float64,82809,0.0,2,12.0,12.0,12.0,19.0,19.0,14.175427791665157,3.2396967774792853,
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biz_eldercare_rented,numeric_engineered,float64,82809,0.0,2,8.0,8.0,13.0,13.0,13.0,11.44612300595346,2.314069126770918,
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biz_offices_rented,numeric_engineered,float64,82809,0.0,2,90.0,90.0,90.0,127.0,127.0,101.4986897559444,17.124111538104792,
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biz_shops_eating_rented,numeric_engineered,float64,82809,0.0,2,304.0,304.0,304.0,384.0,384.0,328.86203190474464,37.02510602833469,
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biz_social_rented_total,numeric_engineered,float64,82809,0.0,2,90.0,90.0,90.0,94.0,94.0,91.24310159523723,1.8512553014167343,
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+
dist_to_foodcourt_m,numeric_engineered,float64,82809,0.0,9419,34.86420591611343,489.1720284033528,828.2412149717682,1247.9164939432671,2919.2969516445187,936.4662266794077,570.5224337388993,
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+
dist_to_highway_m,numeric_engineered,float64,82809,0.0,9419,46.8964454284055,2128.4167636524458,3418.8464415833073,6085.081718468517,10523.36671290082,4032.9565894658795,2491.451348202613,
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| 12 |
+
dist_to_mrt_m,numeric_engineered,float64,82809,0.0,9419,22.7861565394057,574.0843659894167,1389.9017851063827,2852.022290767557,8275.457242358196,2152.0032133778573,2077.05141103422,
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| 13 |
+
dist_to_nearest_mall_m,numeric_engineered,float64,82809,0.0,9419,0.0180595998806826,450.42893686228314,714.0704049027207,1023.3787807944624,4162.7887819045745,768.1983917632195,418.4247963305368,
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| 14 |
+
dist_to_nearest_school_m,numeric_engineered,float64,82809,0.0,9419,38.43424839369419,200.60127145217464,294.6033534331897,433.6257471232957,3296.5532451573545,347.5635116503263,212.0213966528301,
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| 15 |
+
floor_area_sqm,numeric_engineered,float64,82809,0.0,169,31.0,74.0,93.0,111.0,366.7,95.15026023741382,23.826657233635103,
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| 16 |
+
lease_remaining_years,numeric_engineered,int64,82809,0.0,58,39.0,60.0,73.0,89.0,96.0,73.11072467968458,15.19783784012173,
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| 17 |
+
level_mid,numeric_engineered,float64,82809,0.0,17,2.0,5.0,8.0,11.0,50.0,8.808317936456183,5.9490299852173445,
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| 18 |
+
mall_count_3km,numeric_engineered,int64,82809,0.0,56,0.0,5.0,7.0,10.0,60.0,9.349225325749616,8.006278445776616,
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| 19 |
+
mall_weighted_access_3km,numeric_engineered,float64,82809,0.0,9417,0.0,3.798915585237665,5.256435674804808,7.482632726179105,54.39324503410274,6.925580466269833,5.857894228409594,
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| 20 |
+
market_flats_rented_national,numeric_engineered,float64,82809,0.0,2,3542.0,3542.0,4469.0,4469.0,4469.0,4180.911205303772,429.02841610332814,
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| 21 |
+
market_flats_sold_national,numeric_engineered,float64,82809,0.0,2,17633.0,17633.0,17633.0,19345.0,19345.0,18165.047482761536,792.3372690063622,
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| 22 |
+
orientation_score,numeric_engineered,float64,82809,0.0,2,-1.0,-1.0,1.0,1.0,1.0,0.006074218985859025,0.999987589696022,
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| 23 |
+
primary_school_count_1km,numeric_engineered,int64,82809,0.0,10,0.0,2.0,3.0,4.0,9.0,2.968348850970305,1.5407078965089087,
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| 24 |
+
primary_school_quality_1km_weighted,numeric_engineered,float64,82809,0.0,385,11.933198825827272,14.134462563435322,14.134462563435322,14.134462563435322,24.086818226078957,14.183043960590167,0.5109006423768515,
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| 25 |
+
recency_normalized,numeric_engineered,float64,82809,0.0,39,0.0087527352297593,0.0899586676391928,0.1565767079990274,0.2231947483588621,0.2895696571845368,0.15476541932106685,0.07979078620105828,
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| 26 |
+
recency_x_mall_access,numeric_engineered,float64,82809,0.0,1838,0.0,6.04517453798768,11.745379876796717,20.10677618069815,192.3860369609856,16.204625921079828,17.583517268260024,
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| 27 |
+
recency_x_school_quality,numeric_engineered,float64,82809,0.0,2642,1.2239784632136648,14.318278298346526,24.92154384901396,35.52480939968139,78.54182205957574,24.719809415021405,12.790095600957377,
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| 28 |
+
room_count,numeric_engineered,float64,82809,0.0,6,1.0,3.0,4.0,5.0,6.0,3.9859918607880784,0.8098614985165475,
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| 29 |
+
school_count_1km,numeric_engineered,int64,82809,0.0,15,0.0,4.0,5.0,7.0,14.0,5.186513543213902,2.39609779396842,
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| 30 |
+
transaction_year,numeric_engineered,int64,82809,0.0,4,2023.0,2023.0,2024.0,2025.0,2026.0,2024.0932869615622,0.8985757565589478,
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| 31 |
+
years_since_transaction,numeric_engineered,float64,82809,0.0,39,0.0985626283367556,1.0130047912388775,1.7631759069130732,2.513347022587269,3.260780287474333,1.7427793830733695,0.898506512374956,
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| 32 |
+
years_since_transaction_sq,numeric_engineered,float64,82809,0.0,39,0.0097145917046494,1.0261787070729218,3.108789278718738,6.31691325594829,10.632688083181192,3.8445841817369755,3.2049835313947797,
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| 33 |
+
flat_model_2-room,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.004311125602289606,0.06551787264243669,0.4311
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| 34 |
+
flat_model_3Gen,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.0007970148172300113,0.028220368562314274,0.0797
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| 35 |
+
flat_model_Adjoined flat,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.0014974217778260816,0.038667784547661066,0.1497
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| 36 |
+
flat_model_Apartment,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.030165803233948,0.17104438267980138,3.0166
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| 37 |
+
flat_model_DBSS,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.012160513953797292,0.10960283262901516,1.2161
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| 38 |
+
flat_model_Improved,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.2349140793875062,0.4239476679130465,23.4914
|
| 39 |
+
flat_model_Improved-Maisonette,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.00013283580287166855,0.011524745613253378,0.0133
|
| 40 |
+
flat_model_Maisonette,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.023632696929077757,0.1519028347722219,2.3633
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| 41 |
+
flat_model_Model A,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,1.0,1.0,0.39999275441075244,0.4898994275183939,39.9993
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| 42 |
+
flat_model_Model A-Maisonette,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.00158195365238078,0.03974254834149049,0.1582
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| 43 |
+
flat_model_Model A2,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.010856307889239093,0.10362711106235857,1.0856
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| 44 |
+
flat_model_Multi Generation,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.00016906374910939632,0.013001430992334114,0.0169
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| 45 |
+
flat_model_New Generation,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.11526524894637057,0.31934370644372967,11.5265
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| 46 |
+
flat_model_Premium Apartment,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.10058085473801157,0.3007747310815871,10.0581
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| 47 |
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flat_model_Premium Apartment Loft,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.0004709633010904612,0.021696708953064508,0.0471
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| 48 |
+
flat_model_Premium Maisonette,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,7.245589247545557e-05,0.008511845718898375,0.0072
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| 49 |
+
flat_model_Simplified,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.037109492929512496,0.1890312407323187,3.7109
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| 50 |
+
flat_model_Standard,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.02411573621224746,0.15340942500643662,2.4116
|
| 51 |
+
flat_model_Terrace,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.0003502034802980352,0.01871056026529935,0.035
|
| 52 |
+
flat_model_Type S1,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.0013162820466374428,0.03625693482464318,0.1316
|
| 53 |
+
flat_model_Type S2,onehot_flat_model,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.000507191247328189,0.022515330913995057,0.0507
|
| 54 |
+
flat_type_1 ROOM,onehot_flat_type,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.0002898235699018223,0.01702184100302568,0.029
|
| 55 |
+
flat_type_2 ROOM,onehot_flat_type,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.029477472255431174,0.16914164586340427,2.9477
|
| 56 |
+
flat_type_3 ROOM,onehot_flat_type,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.2446956248716927,0.42990918569669195,24.4696
|
| 57 |
+
flat_type_4 ROOM,onehot_flat_type,bool,82809,0.0,2,0.0,0.0,0.0,1.0,1.0,0.4351942421717446,0.495785419377302,43.5194
|
| 58 |
+
flat_type_5 ROOM,onehot_flat_type,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.22968517914719414,0.4206328972576805,22.9685
|
| 59 |
+
flat_type_EXECUTIVE,onehot_flat_type,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.060488594234926155,0.23839129700017825,6.0489
|
| 60 |
+
flat_type_MULTI-GENERATION,onehot_flat_type,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.00016906374910939632,0.013001430992334114,0.0169
|
| 61 |
+
town_ANG MO KIO,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.03870352256397251,0.1928885927270272,3.8704
|
| 62 |
+
town_BEDOK,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.048895651438853265,0.21565117274882198,4.8896
|
| 63 |
+
town_BISHAN,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.014442874566774143,0.11930821361492132,1.4443
|
| 64 |
+
town_BUKIT BATOK,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.05644314023837989,0.23077685174324625,5.6443
|
| 65 |
+
town_BUKIT MERAH,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.0375080003381275,0.19000417419328092,3.7508
|
| 66 |
+
town_BUKIT PANJANG,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.030938666087019527,0.17315261213098126,3.0939
|
| 67 |
+
town_BUKIT TIMAH,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.002028764989312756,0.04499637265216412,0.2029
|
| 68 |
+
town_CENTRAL AREA,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.006931613713485249,0.08296776224318178,0.6932
|
| 69 |
+
town_CHOA CHU KANG,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.043980726732601526,0.2050534812351376,4.3981
|
| 70 |
+
town_CLEMENTI,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.021253728459466967,0.14422988141762236,2.1254
|
| 71 |
+
town_GEYLANG,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.02470745933413035,0.1552330241470751,2.4707
|
| 72 |
+
town_HOUGANG,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.053086017220350445,0.22420637599659074,5.3086
|
| 73 |
+
town_JURONG EAST,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.019285343380550424,0.1375268966861053,1.9285
|
| 74 |
+
town_JURONG WEST,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.06484802376553273,0.2462589894987288,6.4848
|
| 75 |
+
town_KALLANG/WHAMPOA,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.03157869313721939,0.17487666677638888,3.1579
|
| 76 |
+
town_MARINE PARADE,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.005651559613085534,0.07496457396843531,0.5652
|
| 77 |
+
town_PASIR RIS,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.025033510850269898,0.15622781098393082,2.5034
|
| 78 |
+
town_PUNGGOL,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.07152604185535388,0.25770306394826975,7.1526
|
| 79 |
+
town_QUEENSTOWN,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.02447801567462474,0.15452873773901415,2.4478
|
| 80 |
+
town_SEMBAWANG,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.040768515499523,0.1977546861591495,4.0769
|
| 81 |
+
town_SENGKANG,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.07577678754724727,0.26464223352264016,7.5777
|
| 82 |
+
town_SERANGOON,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.015904068398362496,0.12510522775559194,1.5904
|
| 83 |
+
town_TAMPINES,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.07043920346822205,0.255887304878371,7.0439
|
| 84 |
+
town_TOA PAYOH,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.03312441884336244,0.17896250580531037,3.3124
|
| 85 |
+
town_WOODLANDS,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.07452088541100604,0.2626182703263346,7.4521
|
| 86 |
+
town_YISHUN,onehot_town,bool,82809,0.0,2,0.0,0.0,0.0,0.0,1.0,0.06814476687316597,0.25199568343101053,6.8145
|
| 87 |
+
resale_price,target,float64,82809,0.0,3149,150000.0,478000.0,590000.0,718000.0,1700000.0,614260.8797595672,192870.95913878316,
|
feature_data/02_feature_layer/training/outputs/feature_metadata_20260403.json
ADDED
|
@@ -0,0 +1,9 @@
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|
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|
|
| 1 |
+
{
|
| 2 |
+
"export_date": "20260403",
|
| 3 |
+
"total_rows": 260699,
|
| 4 |
+
"train_rows": 178589,
|
| 5 |
+
"test_rows": 82110,
|
| 6 |
+
"columns": 73,
|
| 7 |
+
"split_year": 2023,
|
| 8 |
+
"duplicates_removed": 2106842
|
| 9 |
+
}
|
feature_data/02_feature_layer/training/outputs/feature_metadata_20260406.json
ADDED
|
@@ -0,0 +1,9 @@
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|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"export_date": "20260406",
|
| 3 |
+
"total_rows": 260699,
|
| 4 |
+
"train_rows": 178589,
|
| 5 |
+
"test_rows": 82110,
|
| 6 |
+
"columns": 79,
|
| 7 |
+
"split_year": 2023,
|
| 8 |
+
"duplicates_removed": 2305
|
| 9 |
+
}
|
feature_data/02_feature_layer/training/outputs/feature_metadata_20260412.json
ADDED
|
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"export_date": "20260412",
|
| 3 |
+
"total_rows": 263004,
|
| 4 |
+
"train_rows": 180195,
|
| 5 |
+
"test_rows": 82809,
|
| 6 |
+
"columns": 86,
|
| 7 |
+
"split_year": 2023,
|
| 8 |
+
"duplicates_removed": 0,
|
| 9 |
+
"dropped_features": [
|
| 10 |
+
"market_activity_score",
|
| 11 |
+
"yoy_volume_change",
|
| 12 |
+
"trans_sold_count",
|
| 13 |
+
"trans_rented_count",
|
| 14 |
+
"trans_rental_ratio",
|
| 15 |
+
"primary_school_top_quality_1km",
|
| 16 |
+
"trans_total_count"
|
| 17 |
+
],
|
| 18 |
+
"biz_feature_columns": [
|
| 19 |
+
"biz_shops_eating_rented",
|
| 20 |
+
"biz_offices_rented",
|
| 21 |
+
"biz_commercial_rented_total",
|
| 22 |
+
"biz_childcare_rented",
|
| 23 |
+
"biz_eldercare_rented",
|
| 24 |
+
"biz_community_rented",
|
| 25 |
+
"biz_social_rented_total",
|
| 26 |
+
"market_flats_sold_national",
|
| 27 |
+
"market_flats_rented_national"
|
| 28 |
+
]
|
| 29 |
+
}
|
feature_data/02_feature_layer/training/outputs/feature_metadata_20260414.json
ADDED
|
@@ -0,0 +1,102 @@
|
|
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|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"export_date": "20260414",
|
| 3 |
+
"total_rows": 260699,
|
| 4 |
+
"train_rows": 178589,
|
| 5 |
+
"test_rows": 82110,
|
| 6 |
+
"columns": [
|
| 7 |
+
"resale_price",
|
| 8 |
+
"transaction_year",
|
| 9 |
+
"level_mid",
|
| 10 |
+
"lease_remaining_years",
|
| 11 |
+
"floor_area_sqm",
|
| 12 |
+
"room_count",
|
| 13 |
+
"dist_to_mrt_m",
|
| 14 |
+
"orientation_score",
|
| 15 |
+
"dist_to_highway_m",
|
| 16 |
+
"dist_to_foodcourt_m",
|
| 17 |
+
"dist_to_nearest_mall_m",
|
| 18 |
+
"mall_count_3km",
|
| 19 |
+
"mall_weighted_access_3km",
|
| 20 |
+
"dist_to_nearest_school_m",
|
| 21 |
+
"school_count_1km",
|
| 22 |
+
"primary_school_quality_1km_weighted",
|
| 23 |
+
"primary_school_count_1km",
|
| 24 |
+
"biz_shops_eating_rented",
|
| 25 |
+
"biz_offices_rented",
|
| 26 |
+
"biz_commercial_rented_total",
|
| 27 |
+
"biz_childcare_rented",
|
| 28 |
+
"biz_eldercare_rented",
|
| 29 |
+
"biz_community_rented",
|
| 30 |
+
"biz_social_rented_total",
|
| 31 |
+
"market_flats_sold_national",
|
| 32 |
+
"market_flats_rented_national",
|
| 33 |
+
"address_key",
|
| 34 |
+
"town_ANG MO KIO",
|
| 35 |
+
"town_BEDOK",
|
| 36 |
+
"town_BISHAN",
|
| 37 |
+
"town_BUKIT BATOK",
|
| 38 |
+
"town_BUKIT MERAH",
|
| 39 |
+
"town_BUKIT PANJANG",
|
| 40 |
+
"town_BUKIT TIMAH",
|
| 41 |
+
"town_CENTRAL AREA",
|
| 42 |
+
"town_CHOA CHU KANG",
|
| 43 |
+
"town_CLEMENTI",
|
| 44 |
+
"town_GEYLANG",
|
| 45 |
+
"town_HOUGANG",
|
| 46 |
+
"town_JURONG EAST",
|
| 47 |
+
"town_JURONG WEST",
|
| 48 |
+
"town_KALLANG/WHAMPOA",
|
| 49 |
+
"town_MARINE PARADE",
|
| 50 |
+
"town_PASIR RIS",
|
| 51 |
+
"town_PUNGGOL",
|
| 52 |
+
"town_QUEENSTOWN",
|
| 53 |
+
"town_SEMBAWANG",
|
| 54 |
+
"town_SENGKANG",
|
| 55 |
+
"town_SERANGOON",
|
| 56 |
+
"town_TAMPINES",
|
| 57 |
+
"town_TOA PAYOH",
|
| 58 |
+
"town_WOODLANDS",
|
| 59 |
+
"town_YISHUN",
|
| 60 |
+
"flat_type_1 ROOM",
|
| 61 |
+
"flat_type_2 ROOM",
|
| 62 |
+
"flat_type_3 ROOM",
|
| 63 |
+
"flat_type_4 ROOM",
|
| 64 |
+
"flat_type_5 ROOM",
|
| 65 |
+
"flat_type_EXECUTIVE",
|
| 66 |
+
"flat_type_MULTI-GENERATION",
|
| 67 |
+
"flat_model_2-room",
|
| 68 |
+
"flat_model_3Gen",
|
| 69 |
+
"flat_model_Adjoined flat",
|
| 70 |
+
"flat_model_Apartment",
|
| 71 |
+
"flat_model_DBSS",
|
| 72 |
+
"flat_model_Improved",
|
| 73 |
+
"flat_model_Improved-Maisonette",
|
| 74 |
+
"flat_model_Maisonette",
|
| 75 |
+
"flat_model_Model A",
|
| 76 |
+
"flat_model_Model A-Maisonette",
|
| 77 |
+
"flat_model_Model A2",
|
| 78 |
+
"flat_model_Multi Generation",
|
| 79 |
+
"flat_model_New Generation",
|
| 80 |
+
"flat_model_Premium Apartment",
|
| 81 |
+
"flat_model_Premium Apartment Loft",
|
| 82 |
+
"flat_model_Premium Maisonette",
|
| 83 |
+
"flat_model_Simplified",
|
| 84 |
+
"flat_model_Standard",
|
| 85 |
+
"flat_model_Terrace",
|
| 86 |
+
"flat_model_Type S1",
|
| 87 |
+
"flat_model_Type S2"
|
| 88 |
+
],
|
| 89 |
+
"num_columns": 81,
|
| 90 |
+
"split_year": 2023,
|
| 91 |
+
"duplicates_removed": 2305,
|
| 92 |
+
"dropped_features": [
|
| 93 |
+
"trans_sold_count",
|
| 94 |
+
"trans_rented_count",
|
| 95 |
+
"trans_total_count",
|
| 96 |
+
"trans_rental_ratio",
|
| 97 |
+
"market_activity_score",
|
| 98 |
+
"yoy_volume_change",
|
| 99 |
+
"primary_school_top_quality_1km"
|
| 100 |
+
],
|
| 101 |
+
"fix_notes": "primary_school_quality_1km_weighted recomputed from sgschooling Phase 2B/2C vacancy/applied data (was locked at constant due to 98% null competition_ratio_extracted)"
|
| 102 |
+
}
|
feature_data/02_feature_layer/training/outputs/feature_metadata_20260415.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"export_date": "20260415",
|
| 3 |
+
"total_rows": 263004,
|
| 4 |
+
"train_rows": 180195,
|
| 5 |
+
"test_rows": 82809,
|
| 6 |
+
"columns": 86,
|
| 7 |
+
"split_year": 2023,
|
| 8 |
+
"duplicates_removed": 0
|
| 9 |
+
}
|
feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260403.csv
ADDED
|
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feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260406.csv
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feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260412.csv
ADDED
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ADDED
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