cycle_day,date,doc_date,doc_weight_g,cycle_id,manual_avg_g,manual_source,iot_avg_g,iot_source,iot_minus_manual_g,abs_gap_g,rel_gap_pct,proposed_target_g,proposed_target_method,proposed_train_weight,proposed_use_in_train,review_flag,review_note,reviewer_decision,reviewer_target_g,reviewer_notes
0,2026-05-22,2026-05-22,32.0,cycle7,32.0,DOC / Age-0 Manual,,missing,,,,32.0,doc_manual_only,0.0,False,DOC_REFERENCE_ONLY,DOC / age-0 reference; not used as vision training day,,,
1,2026-05-23,2026-05-22,32.0,cycle7,47.0,Manual,48.0,data_cycle7.jpeg AVG IOT,1.0,1.0,2.083333333333333,47.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=2.1%),,,
2,2026-05-24,2026-05-22,32.0,cycle7,60.0,Manual,58.0,data_cycle7.jpeg AVG IOT,-2.0,2.0,3.3333333333333335,59.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=3.3%),,,
3,2026-05-25,2026-05-22,32.0,cycle7,78.0,Manual,75.0,data_cycle7.jpeg AVG IOT,-3.0,3.0,3.8461538461538463,76.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=3.8%),,,
4,2026-05-26,2026-05-22,32.0,cycle7,96.0,Manual,93.0,data_cycle7.jpeg AVG IOT,-3.0,3.0,3.125,94.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=3.1%),,,
5,2026-05-27,2026-05-22,32.0,cycle7,115.0,Manual,118.0,data_cycle7.jpeg AVG IOT,3.0,3.0,2.5423728813559325,116.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=2.5%),,,
6,2026-05-28,2026-05-22,32.0,cycle7,131.0,Manual,137.0,data_cycle7.jpeg AVG IOT,6.0,6.0,4.37956204379562,134.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=4.4%),,,
7,2026-05-29,2026-05-22,32.0,cycle7,152.0,Manual,174.0,data_cycle7.jpeg AVG IOT,22.0,22.0,12.643678160919542,163.0,mean_manual_iot_large_gap_downweighted,0.25,True,LARGE_GAP_DOWNWEIGHT,Large Manual–IoT gap 12.6% (22.0 g); use mean at weight 0.25,,,
8,2026-05-30,2026-05-22,32.0,cycle7,176.0,Manual,198.0,data_cycle7.jpeg AVG IOT,22.0,22.0,11.11111111111111,187.0,mean_manual_iot_large_gap_downweighted,0.25,True,LARGE_GAP_DOWNWEIGHT,Large Manual–IoT gap 11.1% (22.0 g); use mean at weight 0.25,,,
9,2026-05-31,2026-05-22,32.0,cycle7,201.0,Manual,204.0,data_cycle7.jpeg AVG IOT,3.0,3.0,1.4705882352941175,202.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=1.5%),,,
10,2026-06-01,2026-05-22,32.0,cycle7,232.0,Manual,241.0,data_cycle7.jpeg AVG IOT,9.0,9.0,3.7344398340248963,236.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=3.7%),,,
11,2026-06-02,2026-05-22,32.0,cycle7,263.0,Manual,265.0,data_cycle7.jpeg AVG IOT,2.0,2.0,0.7547169811320755,264.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=0.8%),,,
12,2026-06-03,2026-05-22,32.0,cycle7,312.0,Manual,307.0,data_cycle7.jpeg AVG IOT,-5.0,5.0,1.6025641025641024,309.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=1.6%),,,
13,2026-06-04,2026-05-22,32.0,cycle7,367.0,Manual,357.0,data_cycle7.jpeg AVG IOT,-10.0,10.0,2.7247956403269753,362.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=2.7%),,,
14,2026-06-05,2026-05-22,32.0,cycle7,430.0,Manual,420.0,data_cycle7.jpeg AVG IOT,-10.0,10.0,2.3255813953488373,425.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=2.3%),,,
15,2026-06-06,2026-05-22,32.0,cycle7,492.0,Manual,473.0,data_cycle7.jpeg AVG IOT,-19.0,19.0,3.861788617886179,482.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=3.9%),,,
16,2026-06-07,2026-05-22,32.0,cycle7,551.0,Manual,536.0,data_cycle7.jpeg AVG IOT,-15.0,15.0,2.722323049001815,543.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=2.7%),,,
17,2026-06-08,2026-05-22,32.0,cycle7,610.0,Manual,614.0,data_cycle7.jpeg AVG IOT,4.0,4.0,0.6514657980456027,612.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=0.7%),,,
18,2026-06-09,2026-05-22,32.0,cycle7,669.0,Manual,679.0,data_cycle7.jpeg AVG IOT,10.0,10.0,1.4727540500736376,674.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=1.5%),,,
19,2026-06-10,2026-05-22,32.0,cycle7,678.0,Manual,734.0,data_cycle7.jpeg AVG IOT,56.0,56.0,7.629427792915531,706.0,mean_manual_iot_downweighted,0.5,True,MODERATE_GAP,Moderate Manual–IoT gap 7.6%; proposed half weight,,,
20,2026-06-11,2026-05-22,32.0,cycle7,763.0,Manual,743.0,data_cycle7.jpeg AVG IOT,-20.0,20.0,2.621231979030144,753.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=2.6%),,,
21,2026-06-12,2026-05-22,32.0,cycle7,873.0,Manual,869.0,data_cycle7.jpeg AVG IOT,-4.0,4.0,0.45819014891179843,871.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=0.5%),,,
22,2026-06-13,2026-05-22,32.0,cycle7,940.0,Manual,942.0,data_cycle7.jpeg AVG IOT,2.0,2.0,0.21231422505307856,941.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=0.2%),,,
23,2026-06-14,2026-05-22,32.0,cycle7,1010.0,Manual,1014.0,data_cycle7.jpeg AVG IOT,4.0,4.0,0.39447731755424065,1012.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=0.4%),,,
24,2026-06-15,2026-05-22,32.0,cycle7,1052.0,Manual,1075.0,data_cycle7.jpeg AVG IOT,23.0,23.0,2.1395348837209305,1063.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=2.1%),,,
25,2026-06-16,2026-05-22,32.0,cycle7,1118.0,Manual,1125.0,data_cycle7.jpeg AVG IOT,7.0,7.0,0.6222222222222222,1121.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=0.6%),,,
26,2026-06-17,2026-05-22,32.0,cycle7,1143.0,Manual,1225.0,data_cycle7.jpeg AVG IOT,82.0,82.0,6.693877551020408,1184.0,mean_manual_iot_downweighted,0.5,True,MODERATE_GAP,Moderate Manual–IoT gap 6.7%; proposed half weight,,,
27,2026-06-18,2026-05-22,32.0,cycle7,1192.5,Manual,1350.0,data_cycle7.jpeg AVG IOT,157.5,157.5,11.666666666666666,1271.25,mean_manual_iot_large_gap_downweighted,0.25,True,LARGE_GAP_DOWNWEIGHT,Large Manual–IoT gap 11.7% (157.5 g); use mean at weight 0.25,,,
28,2026-06-19,2026-05-22,32.0,cycle7,1297.5,Manual,1350.0,data_cycle7.jpeg AVG IOT,52.5,52.5,3.888888888888889,1323.75,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=3.9%),,,
29,2026-06-20,2026-05-22,32.0,cycle7,1360.0,Manual,1425.0,data_cycle7.jpeg AVG IOT,65.0,65.0,4.56140350877193,1392.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=4.6%),,,
30,2026-06-21,2026-05-22,32.0,cycle7,1422.5,Manual,1475.0,data_cycle7.jpeg AVG IOT,52.5,52.5,3.5593220338983054,1448.75,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=3.6%),,,
31,2026-06-22,2026-05-22,32.0,cycle7,1442.5,Manual,1525.0,data_cycle7.jpeg AVG IOT,82.5,82.5,5.409836065573771,1483.75,mean_manual_iot_downweighted,0.5,True,MODERATE_GAP,Moderate Manual–IoT gap 5.4%; proposed half weight,,,
32,2026-06-23,2026-05-22,32.0,cycle7,1525.0,Manual,1581.0,data_cycle7.jpeg AVG IOT,56.0,56.0,3.542061986084757,1553.0,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=3.5%),,,
33,2026-06-24,2026-05-22,32.0,cycle7,1647.5,Manual,1615.0,data_cycle7.jpeg AVG IOT,-32.5,32.5,1.9726858877086493,1631.25,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=2.0%),,,
34,2026-06-25,2026-05-22,32.0,cycle7,1697.5,Manual,1689.8,data_cycle7.jpeg AVG IOT,-7.7000000000000455,7.7000000000000455,0.4536082474226831,1693.65,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=0.5%),,,
35,2026-06-26,2026-05-22,32.0,cycle7,1720.0,Manual,1584.5,data_cycle7.jpeg AVG IOT,-135.5,135.5,7.877906976744187,1652.25,mean_manual_iot_downweighted,0.5,True,MODERATE_GAP,Moderate Manual–IoT gap 7.9%; proposed half weight,,,
36,2026-06-27,2026-05-22,32.0,cycle7,1350.0,Manual,1421.0,data_cycle7.jpeg AVG IOT,71.0,71.0,4.9964813511611545,1385.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=5.0%),,,
37,2026-06-28,2026-05-22,32.0,cycle7,1370.0,Manual,1395.0,data_cycle7.jpeg AVG IOT,25.0,25.0,1.7921146953405016,1382.5,mean_manual_iot,1.0,True,AGREE,Manual and IoT within 5% (gap=1.8%),,,
38,2026-06-29,2026-05-22,32.0,cycle7,1340.0,Manual,,missing,,,,1340.0,manual_only,0.7,True,MANUAL_ONLY,IoT missing; use Manual at reduced weight 0.7,,,
39,2026-06-30,2026-05-22,32.0,cycle7,1350.0,Manual,,missing,,,,1350.0,manual_only,0.7,True,MANUAL_ONLY,IoT missing; use Manual at reduced weight 0.7,,,
40,2026-07-01,2026-05-22,32.0,cycle7,1360.0,Manual,,missing,,,,1360.0,manual_only,0.7,True,MANUAL_ONLY,IoT missing; use Manual at reduced weight 0.7,,,
41,2026-07-02,2026-05-22,32.0,cycle7,1370.0,Manual,,missing,,,,1370.0,manual_only,0.7,True,MANUAL_ONLY,IoT missing; use Manual at reduced weight 0.7,,,
42,2026-07-03,2026-05-22,32.0,cycle7,1380.0,Manual,,missing,,,,1380.0,manual_only,0.7,True,MANUAL_ONLY,IoT missing; use Manual at reduced weight 0.7,,,
43,2026-07-04,2026-05-22,32.0,cycle7,1390.0,Manual,,missing,,,,1390.0,manual_only,0.7,True,MANUAL_ONLY,IoT missing; use Manual at reduced weight 0.7,,,
44,2026-07-05,2026-05-22,32.0,cycle7,1400.0,Manual,,missing,,,,1400.0,manual_only,0.7,True,MANUAL_ONLY,IoT missing; use Manual at reduced weight 0.7,,,
45,2026-07-06,2026-05-22,32.0,cycle7,1450.0,Manual,,missing,,,,1450.0,manual_only,0.7,True,MANUAL_ONLY,IoT missing; use Manual at reduced weight 0.7,,,
46,2026-07-07,2026-05-22,32.0,cycle7,1510.0,Manual,,missing,,,,1510.0,manual_only,0.7,True,MANUAL_ONLY,IoT missing; use Manual at reduced weight 0.7,,,
47,2026-07-08,2026-05-22,32.0,cycle7,1610.0,Manual,,missing,,,,1610.0,manual_only,0.7,True,MANUAL_ONLY,IoT missing; use Manual at reduced weight 0.7,,,