Bhuvesh09 commited on
Commit
00dbb22
·
verified ·
1 Parent(s): 5831ee4

Upload Feature tables (train / test / full)

Browse files
Files changed (20) hide show
  1. .gitattributes +9 -0
  2. feature_data/02_feature_layer/training/outputs/VERSION_MANIFEST.json +18 -0
  3. feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_hybrid_summary_20260412.csv +3 -0
  4. feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_suspect_structure_20260412.csv +15 -0
  5. feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_xgb_summary_20260412.csv +3 -0
  6. feature_data/02_feature_layer/training/outputs/eda_profiles/hdb_feature_test_20260412_column_profile.csv +87 -0
  7. feature_data/02_feature_layer/training/outputs/feature_metadata_20260403.json +9 -0
  8. feature_data/02_feature_layer/training/outputs/feature_metadata_20260406.json +9 -0
  9. feature_data/02_feature_layer/training/outputs/feature_metadata_20260412.json +29 -0
  10. feature_data/02_feature_layer/training/outputs/feature_metadata_20260414.json +102 -0
  11. feature_data/02_feature_layer/training/outputs/feature_metadata_20260415.json +9 -0
  12. feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260403.csv +3 -0
  13. feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260406.csv +3 -0
  14. feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260412.csv +3 -0
  15. feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260403.csv +3 -0
  16. feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260406.csv +3 -0
  17. feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260412.csv +3 -0
  18. feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260403.csv +3 -0
  19. feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260406.csv +3 -0
  20. feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260412.csv +3 -0
.gitattributes CHANGED
@@ -58,3 +58,12 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
58
  # Video files - compressed
59
  *.mp4 filter=lfs diff=lfs merge=lfs -text
60
  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
 
 
58
  # Video files - compressed
59
  *.mp4 filter=lfs diff=lfs merge=lfs -text
60
  *.webm filter=lfs diff=lfs merge=lfs -text
61
+ feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260403.csv filter=lfs diff=lfs merge=lfs -text
62
+ feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260406.csv filter=lfs diff=lfs merge=lfs -text
63
+ feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260412.csv filter=lfs diff=lfs merge=lfs -text
64
+ feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260403.csv filter=lfs diff=lfs merge=lfs -text
65
+ feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260406.csv filter=lfs diff=lfs merge=lfs -text
66
+ feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260412.csv filter=lfs diff=lfs merge=lfs -text
67
+ feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260403.csv filter=lfs diff=lfs merge=lfs -text
68
+ feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260406.csv filter=lfs diff=lfs merge=lfs -text
69
+ feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260412.csv filter=lfs diff=lfs merge=lfs -text
feature_data/02_feature_layer/training/outputs/VERSION_MANIFEST.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "version": "20260415",
3
+ "timestamp": "2026-04-15T07:35:38.270531+00:00",
4
+ "files": [
5
+ "VERSION_MANIFEST.json",
6
+ "feature_metadata_20260415.json",
7
+ "hdb_feature_table_20260415.csv",
8
+ "hdb_feature_test_20260415.csv",
9
+ "hdb_feature_train_20260415.csv"
10
+ ],
11
+ "duplicates_removed": 0,
12
+ "total_rows": 263004,
13
+ "train_rows": 180195,
14
+ "test_rows": 82809,
15
+ "split_year": 2023,
16
+ "school_quality_fix": "20260415 - recomputed from Phase 2B/2C competition ratios",
17
+ "old_versions_removed": 0
18
+ }
feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_hybrid_summary_20260412.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ variant,n_features,val_mape_blend,val_mape_stack,test_mape_blend,test_mape_stack,test_mape_hybrid
2
+ Without suspect,70,4.2525926693827225,4.281013524354736,7.229862014867271,6.807144988650617,3.9055219787945434
3
+ With suspect,84,4.169308184788721,4.201285053637554,6.583771600385141,6.101731352523991,7.346934691663684
feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_suspect_structure_20260412.csv ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ column,n_unique_test,abs_corr_tx_year_test
2
+ years_since_transaction,15,0.6305136165646134
3
+ recency_normalized,15,0.6305136165646121
4
+ recency_x_school_quality,924,0.628667201651282
5
+ years_since_transaction_sq,15,0.5018875333053906
6
+ recency_x_mall_access,687,0.2728316006440776
7
+ biz_shops_eating_rented,1,
8
+ biz_offices_rented,1,
9
+ biz_commercial_rented_total,1,
10
+ biz_childcare_rented,1,
11
+ biz_eldercare_rented,1,
12
+ biz_community_rented,1,
13
+ biz_social_rented_total,1,
14
+ market_flats_sold_national,1,
15
+ market_flats_rented_national,1,
feature_data/02_feature_layer/training/outputs/eda_profiles/ablation_xgb_summary_20260412.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ model,n_features,n_estimators,val_mape_pct,test_mape_pct
2
+ With suspect block,84,800,5.979426633336815,11.034893021746113
3
+ Without suspect block,70,800,7.1356960304006565,12.481688235917819
feature_data/02_feature_layer/training/outputs/eda_profiles/hdb_feature_test_20260412_column_profile.csv ADDED
@@ -0,0 +1,87 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ column,group,dtype,non_null,missing_pct,n_unique,min,q25,median,q75,max,mean,std,positive_rate_pct
2
+ address_key,id,str,82809,0.0,9421,,,,,,,,
3
+ biz_childcare_rented,numeric_engineered,float64,82809,0.0,2,55.0,55.0,61.0,61.0,61.0,59.13534760714415,2.776882952125101,
4
+ 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,
5
+ biz_community_rented,numeric_engineered,float64,82809,0.0,2,12.0,12.0,12.0,19.0,19.0,14.175427791665157,3.2396967774792853,
6
+ biz_eldercare_rented,numeric_engineered,float64,82809,0.0,2,8.0,8.0,13.0,13.0,13.0,11.44612300595346,2.314069126770918,
7
+ biz_offices_rented,numeric_engineered,float64,82809,0.0,2,90.0,90.0,90.0,127.0,127.0,101.4986897559444,17.124111538104792,
8
+ 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,
9
+ 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,
10
+ 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,
11
+ 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,
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,
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,
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,
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,
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,
17
+ level_mid,numeric_engineered,float64,82809,0.0,17,2.0,5.0,8.0,11.0,50.0,8.808317936456183,5.9490299852173445,
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,
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,
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,
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,
22
+ orientation_score,numeric_engineered,float64,82809,0.0,2,-1.0,-1.0,1.0,1.0,1.0,0.006074218985859025,0.999987589696022,
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,
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,
25
+ recency_normalized,numeric_engineered,float64,82809,0.0,39,0.0087527352297593,0.0899586676391928,0.1565767079990274,0.2231947483588621,0.2895696571845368,0.15476541932106685,0.07979078620105828,
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,
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,
28
+ room_count,numeric_engineered,float64,82809,0.0,6,1.0,3.0,4.0,5.0,6.0,3.9859918607880784,0.8098614985165475,
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,
30
+ transaction_year,numeric_engineered,int64,82809,0.0,4,2023.0,2023.0,2024.0,2025.0,2026.0,2024.0932869615622,0.8985757565589478,
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,
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,
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
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
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
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
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
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
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
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
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
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
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
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
47
+ 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
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
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
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 @@
 
 
 
 
 
 
 
 
 
 
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 @@
 
 
 
 
 
 
 
 
 
 
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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f61dd60a99e091e54f0c36b0ae1d2d2659c7520293fc774de281c49f726ca9ea
3
+ size 137998658
feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260406.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1c1d6f4d67a4d7b151ab87d819feae7f7ad9164fd979c793b69fcf8c2405d670
3
+ size 143994848
feature_data/02_feature_layer/training/outputs/hdb_feature_table_20260412.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cb6dc1f1f71fb80caee0d676bc32ce093b9ab74477dbab077ded43163acf911b
3
+ size 172030954
feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260403.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:97799a7563cc71087ed5716efe3cb240c1edf20eba3575031c02cc5b4a05c789
3
+ size 43474721
feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260406.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6d3a087e1f4ea0ecfe3277505ca4f4189e5442ce18717feaa9e39a6f927d0040
3
+ size 45363364
feature_data/02_feature_layer/training/outputs/hdb_feature_test_20260412.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:80ae84d95a0cb70c1a86c781b27f1403832d7418c63eeea972210fef054d56f7
3
+ size 54220548
feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260403.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:32c8e55c3c951c3dced9c5ee64c2128653013a0a8287a9ba812c2ee574c9f2ec
3
+ size 94525324
feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260406.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fbeb02a7eb7cf0987a4c6319b3eb37c7e8d4c951a58f3d32f019436085a1c8bf
3
+ size 98632984
feature_data/02_feature_layer/training/outputs/hdb_feature_train_20260412.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fb5a90571e8c3b25c88e920f96abf2dafb1107ed8378b902ab9fe595aaf005fe
3
+ size 117812093