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diff --git a/raw/index.json b/raw/index.json
index 3796536b8d5e8132421d4c036b455e259057c230..5f455496c3430e318c7bc5049e9e27764ec1fa5f 100644
--- a/raw/index.json
+++ b/raw/index.json
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diff --git a/raw/sidecars/1783555261688-0.json b/raw/sidecars/1783555261688-0.json
index bb1371b65c9451ca339264615bb037b798d2dcbb..5874e0eb1e58db3ed8fc6db24c27f306e184ba71 100644
--- a/raw/sidecars/1783555261688-0.json
+++ b/raw/sidecars/1783555261688-0.json
@@ -1,29 +1,80 @@
 {
+  "schemaVersion": 1,
   "id": "1783555261688-0",
   "createdAt": "2026-07-09T00:01:01.695Z",
-  "model": "claude-sonnet-5",
+  "model": "human-relabel",
   "image": "1783555261688-0.jpg",
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-      "confidence": 0.55,
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+        "x": 0.0362,
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@@ -51,5 +102,6 @@
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-  "corrected": false
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/1783562950249-1.json b/raw/sidecars/1783562950249-1.json
index 480a08eb6e0c7bebfbdf54ae51892b2a292aaccf..8c4da1f4faa3028cea0b5460c7d1518e444502db 100644
--- a/raw/sidecars/1783562950249-1.json
+++ b/raw/sidecars/1783562950249-1.json
@@ -1,29 +1,100 @@
 {
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-  "model": "claude-sonnet-5",
+  "model": "human-relabel",
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   "labels": [
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@@ -51,5 +122,6 @@
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-  "corrected": false
-}
+  "corrected": false,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/1783563004531-2.json b/raw/sidecars/1783563004531-2.json
index 65208d4e056f0ed97c030b1d941ace55a194adf7..e7a8dc39b4ff037a982f786c867e0780b7fe179a 100644
--- a/raw/sidecars/1783563004531-2.json
+++ b/raw/sidecars/1783563004531-2.json
@@ -13,6 +13,42 @@
         "y": 0.11,
         "w": 0.18,
         "h": 0.19
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.394,
+            0.155
+          ],
+          [
+            0.4304,
+            0.2241
+          ],
+          [
+            0.3748,
+            0.2559
+          ],
+          [
+            0.3383,
+            0.1868
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.3168509491381186,
+            0.1554966712943805
+          ],
+          [
+            0.44971799836164505,
+            0.1683535396124923
+          ],
+          [
+            0.3725861306252363,
+            0.28168109026670823
+          ]
+        ]
       }
     },
     {
@@ -24,6 +60,42 @@
         "y": 0.35,
         "w": 0.24,
         "h": 0.24
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.204,
+            0.3902
+          ],
+          [
+            0.2638,
+            0.4258
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+          [
+            0.2327,
+            0.4824
+          ],
+          [
+            0.1729,
+            0.4468
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
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+            0.3811545215275167
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+          [
+            0.24439869169428957,
+            0.4954689027377608
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+          [
+            0.1490499382960081,
+            0.4387199845775173
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+        ]
       }
     },
     {
@@ -35,6 +107,46 @@
         "y": 0.35,
         "w": 0.19,
         "h": 0.18
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.7324,
+            0.3451
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+          [
+            0.8289,
+            0.4191
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+          [
+            0.7618,
+            0.5138
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+          [
+            0.6654,
+            0.4398
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+        ]
+      },
+      "face": {
+        "poly": [
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+            0.35480225527585774
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+            0.8214173842336339,
+            0.41509485455528944
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+            0.505946243632439
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+          [
+            0.6761923212952126,
+            0.44565364435300736
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+        ]
       }
     },
     {
@@ -46,6 +158,26 @@
         "y": 0.58,
         "w": 0.17,
         "h": 0.16
+      },
+      "face": {
+        "poly": [
+          [
+            0.4115864696457307,
+            0.5650778713506905
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+            0.6774969347249962
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+            0.72954392177158
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+          [
+            0.3035698311308384,
+            0.6171248583972744
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+        ]
       }
     },
     {
@@ -57,6 +189,42 @@
         "y": 0.55,
         "w": 0.22,
         "h": 0.24
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.6825,
+            0.6052
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+          [
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+            0.7072
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+          [
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+            0.6651
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+      "face": {
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+            0.706440060420188
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+            0.6498019810772934
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+        ]
       }
     }
   ],
@@ -118,4 +286,4 @@
     }
   ],
   "corrected": false
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/1783614109225-0.json b/raw/sidecars/1783614109225-0.json
index 3206169148c5af345b15a18a1730f03295c4ed5a..5a72d4977dee20517ec64eb389841880e9f596ce 100644
--- a/raw/sidecars/1783614109225-0.json
+++ b/raw/sidecars/1783614109225-0.json
@@ -6,7 +6,7 @@
   "image": "1783614109225-0.jpg",
   "labels": [
     {
-      "type": "d10",
+      "type": "d8",
       "value": 5,
       "confidence": 0.85,
       "box": {
@@ -14,6 +14,42 @@
         "y": 0.36,
         "w": 0.16,
         "h": 0.16
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.4538,
+            0.4858
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+            0.4923
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+            0.4235
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+      "face": {
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+            0.5305564419808271
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+          [
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+            0.42255941035230693
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     {
@@ -25,6 +61,42 @@
         "y": 0.34,
         "w": 0.22,
         "h": 0.22
+      },
+      "numeral": {
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+      "face": {
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     },
     {
@@ -36,6 +108,46 @@
         "y": 0.55,
         "w": 0.15,
         "h": 0.15
+      },
+      "numeral": {
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+            0.6431
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+            0.5888
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+            0.6544
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     },
     {
@@ -47,6 +159,30 @@
         "y": 0.53,
         "w": 0.2,
         "h": 0.2
+      },
+      "numeral": {
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+          [
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+            0.663
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+        ]
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     },
     {
@@ -58,6 +194,50 @@
         "y": 0.72,
         "w": 0.24,
         "h": 0.24
+      },
+      "numeral": {
+        "corners": [
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     }
   ],
@@ -119,4 +299,4 @@
     }
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   "corrected": false
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/1783986551402-0.json b/raw/sidecars/1783986551402-0.json
index f0e9423fb1098112b6b9b3ff9f25ea9c4d3e21a6..df00837262a5df2979f8ceb4877fe6473091659d 100644
--- a/raw/sidecars/1783986551402-0.json
+++ b/raw/sidecars/1783986551402-0.json
@@ -15,6 +15,42 @@
         "y": 0.5,
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         "h": 0.22
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+      "numeral": {
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     },
     {
@@ -26,6 +62,50 @@
         "y": 0.49,
         "w": 0.14,
         "h": 0.16
+      },
+      "numeral": {
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diff --git a/raw/sidecars/1783987395126-2.json b/raw/sidecars/1783987395126-2.json
index a362de98805b1ab118826b2bd37d71b9c9464f63..7e876922e27a0c8e55c4ca426d00892c9c3d3bcd 100644
--- a/raw/sidecars/1783987395126-2.json
+++ b/raw/sidecars/1783987395126-2.json
@@ -14,6 +14,42 @@
         "y": 0.5799789251844046,
         "w": 0.1211504774820591,
         "h": 0.11946409754628928
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diff --git a/raw/sidecars/1783989412018-0.json b/raw/sidecars/1783989412018-0.json
index 5760247cf25901658acb456784c1135e3952f6a9..a1c99622e0b76f4e4c341674fd8d98f69c890655 100644
--- a/raw/sidecars/1783989412018-0.json
+++ b/raw/sidecars/1783989412018-0.json
@@ -15,6 +15,42 @@
         "y": 0.62,
         "w": 0.16,
         "h": 0.17
+      },
+      "numeral": {
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diff --git a/raw/sidecars/1783992540043-0.json b/raw/sidecars/1783992540043-0.json
index 3e24cc5866395ec891d121d473bc6388717b0f8b..2f3b233fa06b13ec2855b63cd83ce32a07bfd673 100644
--- a/raw/sidecars/1783992540043-0.json
+++ b/raw/sidecars/1783992540043-0.json
@@ -15,6 +15,42 @@
         "y": 0.02,
         "w": 0.19,
         "h": 0.19
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     {
@@ -26,6 +62,42 @@
         "y": 0.79,
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         "h": 0.18
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+      "numeral": {
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     {
@@ -37,6 +109,50 @@
         "y": 0.75,
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diff --git a/raw/sidecars/1783992690380-1.json b/raw/sidecars/1783992690380-1.json
index efe7b44d842d034070a1eb846e8d3b1408f37063..00ffabafd22207550f96165906cbfb824c74ca3b 100644
--- a/raw/sidecars/1783992690380-1.json
+++ b/raw/sidecars/1783992690380-1.json
@@ -15,6 +15,42 @@
         "y": 0.68,
         "w": 0.14,
         "h": 0.18
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+      "numeral": {
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diff --git a/raw/sidecars/1784074242766-0.json b/raw/sidecars/1784074242766-0.json
index a0034693a07d30d92c7cef8186ae5222373bdef0..8e7f02be99ebe6a40d04f9a4be64706186c3b8dc 100644
--- a/raw/sidecars/1784074242766-0.json
+++ b/raw/sidecars/1784074242766-0.json
@@ -15,6 +15,42 @@
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         "w": 0.19,
         "h": 0.19
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     {
@@ -26,6 +62,42 @@
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diff --git a/raw/sidecars/1784081603106-1.json b/raw/sidecars/1784081603106-1.json
index ea90e12d79f2087176374aa5c76a5b186e5ebbac..ae987d18b6da7d4dd399353e55fa57e77e2dbcc5 100644
--- a/raw/sidecars/1784081603106-1.json
+++ b/raw/sidecars/1784081603106-1.json
@@ -15,6 +15,46 @@
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+      },
+      "face": {
+        "poly": [
+          [
+            0.5794059131999763,
+            0.019204380028845752
+          ],
+          [
+            0.6600698660400912,
+            0.02780946428252085
+          ],
+          [
+            0.6087172094121739,
+            0.09580709883838462
+          ],
+          [
+            0.556104818913511,
+            0.07458198264984064
+          ]
+        ]
       }
     },
     {
@@ -26,6 +66,46 @@
         "y": 0,
         "w": 0.17,
         "h": 0.17
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.7623,
+            0.0073
+          ],
+          [
+            0.802,
+            0.0534
+          ],
+          [
+            0.7487,
+            0.1075
+          ],
+          [
+            0.7089,
+            0.0614
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.7171080958119899,
+            0.02551361936415073
+          ],
+          [
+            0.8050111517813809,
+            0.01253648044346762
+          ],
+          [
+            0.7662026493673845,
+            0.09903807902020258
+          ],
+          [
+            0.7052239114341634,
+            0.0908774685485753
+          ]
+        ]
       }
     },
     {
@@ -37,6 +117,46 @@
         "y": 0.32,
         "w": 0.15,
         "h": 0.2
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.1233,
+            0.3931
+          ],
+          [
+            0.122,
+            0.4647
+          ],
+          [
+            0.0502,
+            0.4631
+          ],
+          [
+            0.0515,
+            0.3916
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.08517410576490705,
+            0.3841500996373133
+          ],
+          [
+            0.14774050324732782,
+            0.4293669924462992
+          ],
+          [
+            0.07833532768612642,
+            0.46072668603389905
+          ],
+          [
+            0.043810922976055364,
+            0.41845424157427596
+          ]
+        ]
       }
     },
     {
@@ -48,6 +168,42 @@
         "y": 0.24,
         "w": 0.19,
         "h": 0.2
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.8294,
+            0.3148
+          ],
+          [
+            0.7956,
+            0.3776
+          ],
+          [
+            0.7386,
+            0.3415
+          ],
+          [
+            0.7725,
+            0.2787
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.782391995138691,
+            0.2762418394478806
+          ],
+          [
+            0.8297862349180454,
+            0.35645423685743927
+          ],
+          [
+            0.7420248498711479,
+            0.3608534139668048
+          ]
+        ]
       }
     },
     {
@@ -59,6 +215,46 @@
         "y": 0.66,
         "w": 0.17,
         "h": 0.19
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.6861,
+            0.7664
+          ],
+          [
+            0.7241,
+            0.7
+          ],
+          [
+            0.7971,
+            0.7491
+          ],
+          [
+            0.7591,
+            0.8155
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.7770881522260652,
+            0.7307271455004353
+          ],
+          [
+            0.7922267683166899,
+            0.7948735074468476
+          ],
+          [
+            0.7321343178224163,
+            0.8066412502956042
+          ],
+          [
+            0.68919630666656,
+            0.7231399331243603
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784081719165-2.json b/raw/sidecars/1784081719165-2.json
index bb0a27763d9350ed1b2f447b8fe2dc1eca03f1b2..9ced4fff7f5435ba2229ee2a99c209b5407b0c37 100644
--- a/raw/sidecars/1784081719165-2.json
+++ b/raw/sidecars/1784081719165-2.json
@@ -15,6 +15,22 @@
         "y": 0,
         "w": 0.22,
         "h": 0.17
+      },
+      "face": {
+        "poly": [
+          [
+            0.485822702714391,
+            0
+          ],
+          [
+            0.536668145581751,
+            0.0657948664007195
+          ],
+          [
+            0.44977114088654996,
+            0.07505629055238555
+          ]
+        ]
       }
     },
     {
@@ -26,6 +42,26 @@
         "y": 0.31,
         "w": 0.16,
         "h": 0.16
+      },
+      "face": {
+        "poly": [
+          [
+            0.9108406983784288,
+            0.36322323578919447
+          ],
+          [
+            0.8813125112818259,
+            0.44798314588505594
+          ],
+          [
+            0.8234687584728001,
+            0.446024998345701
+          ],
+          [
+            0.8294224896643113,
+            0.38360643150444307
+          ]
+        ]
       }
     },
     {
@@ -37,6 +73,26 @@
         "y": 0.46,
         "w": 0.17,
         "h": 0.17
+      },
+      "face": {
+        "poly": [
+          [
+            0.7153840423753192,
+            0.5075207410378814
+          ],
+          [
+            0.8030849929276404,
+            0.5276078493413915
+          ],
+          [
+            0.8106275138296134,
+            0.5944236181175871
+          ],
+          [
+            0.7486248941198066,
+            0.5977844044808768
+          ]
+        ]
       }
     },
     {
@@ -48,6 +104,26 @@
         "y": 0.58,
         "w": 0.16,
         "h": 0.17
+      },
+      "face": {
+        "poly": [
+          [
+            0.928953607827341,
+            0.663728663203324
+          ],
+          [
+            0.9798384044946995,
+            0.6843790937993072
+          ],
+          [
+            0.9571899616781633,
+            0.7379295259786657
+          ],
+          [
+            0.8791331512718766,
+            0.729436308927314
+          ]
+        ]
       }
     },
     {
@@ -59,6 +135,26 @@
         "y": 0.82,
         "w": 0.16,
         "h": 0.16
+      },
+      "face": {
+        "poly": [
+          [
+            0.4834763416873784,
+            0.8364931646662637
+          ],
+          [
+            0.5025638351020782,
+            0.8996863653291824
+          ],
+          [
+            0.43188494948178224,
+            0.9575220870756008
+          ],
+          [
+            0.426717703253385,
+            0.8616731962945336
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784082432820-3.json b/raw/sidecars/1784082432820-3.json
index d8216fbc73b216952ffafdb4afa95fafb31aeb5c..d973aff0ca3518348468b7c3a2267b7ec74676b5 100644
--- a/raw/sidecars/1784082432820-3.json
+++ b/raw/sidecars/1784082432820-3.json
@@ -8,13 +8,37 @@
   "labels": [
     {
       "type": "d20",
-      "value": 13,
+      "value": 0,
       "confidence": 0.55,
       "box": {
         "x": 0.44,
         "y": 0,
         "w": 0.2,
         "h": 0.15
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.49,
+            0.0375
+          ],
+          [
+            0.59,
+            0.0375
+          ],
+          [
+            0.59,
+            0.1125
+          ],
+          [
+            0.49,
+            0.1125
+          ]
+        ]
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     },
     {
@@ -26,6 +50,42 @@
         "y": 0.65,
         "w": 0.2,
         "h": 0.2
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.5886,
+            0.8238
+          ],
+          [
+            0.5155,
+            0.8055
+          ],
+          [
+            0.5286,
+            0.7438
+          ],
+          [
+            0.6017,
+            0.7621
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.5795591021155754,
+            0.675661850511289
+          ],
+          [
+            0.607193932469359,
+            0.7552878234929727
+          ],
+          [
+            0.5297806192612191,
+            0.7414252165457446
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784083380782-4.json b/raw/sidecars/1784083380782-4.json
index d725df14ef38ee003bb50141ac27080e5aac904e..97d38e53e126efdabc9f1740ba048382900961ba 100644
--- a/raw/sidecars/1784083380782-4.json
+++ b/raw/sidecars/1784083380782-4.json
@@ -15,6 +15,30 @@
         "y": 0,
         "w": 0.24,
         "h": 0.18
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.8206,
+            0.0771
+          ],
+          [
+            0.7645,
+            0.0842
+          ],
+          [
+            0.7593,
+            0.0366
+          ],
+          [
+            0.8155,
+            0.0295
+          ]
+        ]
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     },
     {
@@ -26,6 +50,42 @@
         "y": 0.62,
         "w": 0.2,
         "h": 0.22
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.6167,
+            0.7727
+          ],
+          [
+            0.5711,
+            0.7334
+          ],
+          [
+            0.6028,
+            0.6901
+          ],
+          [
+            0.6484,
+            0.7294
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.592242268272786,
+            0.6838154311743541
+          ],
+          [
+            0.6685777676637895,
+            0.7336802910240761
+          ],
+          [
+            0.5905838102172708,
+            0.7804304137506234
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784140126241-0.json b/raw/sidecars/1784140126241-0.json
index c13eae11d9ac4641836bb0ead1e6d48c09eb9f67..b9c19ef157f6c6e2f96e9bfca2257cbc7e0e5d3e 100644
--- a/raw/sidecars/1784140126241-0.json
+++ b/raw/sidecars/1784140126241-0.json
@@ -1,47 +1,83 @@
-{
-  "schemaVersion": 1,
-  "id": "1784140126241-0",
-  "createdAt": "2026-07-15T18:28:46.242Z",
-  "model": "local:dice-shape",
-  "camera": "Nintendo Switch Camera (057e:206d)",
-  "image": "1784140126241-0.jpg",
-  "labels": [
-    {
-      "type": "d20",
-      "value": 10,
-      "confidence": 0.6979045271873474,
-      "box": {
-        "x": 0.5286,
-        "y": 0.7493,
-        "w": 0.1082,
-        "h": 0.1705
-      }
-    }
-  ],
-  "modelLabels": [
-    {
-      "type": "d20",
-      "value": 1,
-      "confidence": 0.6979045271873474,
-      "box": {
-        "x": 0.5286,
-        "y": 0.7493,
-        "w": 0.1082,
-        "h": 0.1705
-      }
-    },
-    {
-      "type": "d4",
-      "value": 1,
-      "confidence": 0.29530027508735657,
-      "box": {
-        "x": 0.9087,
-        "y": 0,
-        "w": 0.0912,
-        "h": 0.2382
-      }
-    }
-  ],
-  "corrected": true,
-  "valuesTrusted": true
+{
+  "schemaVersion": 1,
+  "id": "1784140126241-0",
+  "createdAt": "2026-07-15T18:28:46.242Z",
+  "model": "local:dice-shape",
+  "camera": "Nintendo Switch Camera (057e:206d)",
+  "image": "1784140126241-0.jpg",
+  "labels": [
+    {
+      "type": "d20",
+      "value": 10,
+      "confidence": 0.6979045271873474,
+      "box": {
+        "x": 0.5286,
+        "y": 0.7493,
+        "w": 0.1082,
+        "h": 0.1705
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.6075,
+            0.9022
+          ],
+          [
+            0.5842,
+            0.9368
+          ],
+          [
+            0.5601,
+            0.9057
+          ],
+          [
+            0.5834,
+            0.8712
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.5871484268792235,
+            0.8517946008195072
+          ],
+          [
+            0.6092605147166531,
+            0.931004496198754
+          ],
+          [
+            0.5486888985483541,
+            0.9179290232477705
+          ]
+        ]
+      }
+    }
+  ],
+  "modelLabels": [
+    {
+      "type": "d20",
+      "value": 1,
+      "confidence": 0.6979045271873474,
+      "box": {
+        "x": 0.5286,
+        "y": 0.7493,
+        "w": 0.1082,
+        "h": 0.1705
+      }
+    },
+    {
+      "type": "d4",
+      "value": 1,
+      "confidence": 0.29530027508735657,
+      "box": {
+        "x": 0.9087,
+        "y": 0,
+        "w": 0.0912,
+        "h": 0.2382
+      }
+    }
+  ],
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/1784157315526-0.json b/raw/sidecars/1784157315526-0.json
index 7cc94161abb51ee7ad694239792babadc55996e2..d2eeec0e900ed4f142f0b05ab626a75919fd078c 100644
--- a/raw/sidecars/1784157315526-0.json
+++ b/raw/sidecars/1784157315526-0.json
@@ -15,6 +15,50 @@
         "y": 0.4274,
         "w": 0.1199,
         "h": 0.2152
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.9455,
+            0.4815
+          ],
+          [
+            0.972,
+            0.4815
+          ],
+          [
+            0.972,
+            0.5398
+          ],
+          [
+            0.9455,
+            0.5398
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.9547363837904383,
+            0.44844336733460016
+          ],
+          [
+            0.989141852382458,
+            0.4886290920110232
+          ],
+          [
+            0.9782755982618259,
+            0.5592187996017615
+          ],
+          [
+            0.9371544152928619,
+            0.562659913472331
+          ],
+          [
+            0.922606380681071,
+            0.4941969312127636
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784157516798-4.json b/raw/sidecars/1784157516798-4.json
index 9ae684b4cd7904a9298ccd13188efd1e671090b3..5e30fc599b2aa7037f57717764da31ca65b1572c 100644
--- a/raw/sidecars/1784157516798-4.json
+++ b/raw/sidecars/1784157516798-4.json
@@ -15,6 +15,46 @@
         "y": 0.3015,
         "w": 0.1105,
         "h": 0.2056
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.1585,
+            0.4149
+          ],
+          [
+            0.1314,
+            0.4166
+          ],
+          [
+            0.1305,
+            0.3689
+          ],
+          [
+            0.1576,
+            0.3672
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.1707205477130014,
+            0.3358892666435814
+          ],
+          [
+            0.17592131095048547,
+            0.44209274454533587
+          ],
+          [
+            0.11618185463074851,
+            0.4513385458564187
+          ],
+          [
+            0.11098109139326447,
+            0.34513506795466414
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784157707825-5.json b/raw/sidecars/1784157707825-5.json
index 925879f3c33b0213362d217826332e3d707ad31a..965aa8339ad56d3025316137f8835561a29e529d 100644
--- a/raw/sidecars/1784157707825-5.json
+++ b/raw/sidecars/1784157707825-5.json
@@ -15,6 +15,42 @@
         "y": 0.5912,
         "w": 0.1306,
         "h": 0.2444
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.0981,
+            0.7388
+          ],
+          [
+            0.0776,
+            0.712
+          ],
+          [
+            0.1019,
+            0.6536
+          ],
+          [
+            0.1224,
+            0.6805
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.08102698667560651,
+            0.6407826764604082
+          ],
+          [
+            0.1342472864749102,
+            0.6980387515872843
+          ],
+          [
+            0.07974545281102174,
+            0.751348725798461
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784159053316-j.json b/raw/sidecars/1784159053316-j.json
index 955aa4de8352188645da45e77050bcc3e9551ad5..a5c3057e509d6db0b64c2b767b52975265294deb 100644
--- a/raw/sidecars/1784159053316-j.json
+++ b/raw/sidecars/1784159053316-j.json
@@ -15,6 +15,42 @@
         "y": 0.3577,
         "w": 0.1209,
         "h": 0.2174
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.5211,
+            0.4923
+          ],
+          [
+            0.5151,
+            0.4006
+          ],
+          [
+            0.5659,
+            0.3893
+          ],
+          [
+            0.5719,
+            0.481
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.5623160234937232,
+            0.38812263109052697
+          ],
+          [
+            0.5697051475893421,
+            0.4907768846075826
+          ],
+          [
+            0.5176936765731847,
+            0.4512239746974082
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784160851150-0.json b/raw/sidecars/1784160851150-0.json
index 5afd5d46d7869bb9db1d4c428268a572c90fca42..089184c9279b1e70c51f9c1d173f980ffbccbf01 100644
--- a/raw/sidecars/1784160851150-0.json
+++ b/raw/sidecars/1784160851150-0.json
@@ -1,36 +1,72 @@
-{
-  "schemaVersion": 1,
-  "id": "1784160851150-0",
-  "createdAt": "2026-07-16T00:14:11.150Z",
-  "model": "claude-sonnet-5",
-  "camera": "Nintendo Switch Camera (057e:206d)",
-  "image": "1784160851150-0.jpg",
-  "labels": [
-    {
-      "type": "d20",
-      "value": 7,
-      "confidence": 0.6,
-      "box": {
-        "x": 0.83,
-        "y": 0.72,
-        "w": 0.13,
-        "h": 0.2
-      }
-    }
-  ],
-  "modelLabels": [
-    {
-      "type": "d20",
-      "value": 1,
-      "confidence": 0.6,
-      "box": {
-        "x": 0.83,
-        "y": 0.72,
-        "w": 0.13,
-        "h": 0.2
-      }
-    }
-  ],
-  "corrected": true,
-  "valuesTrusted": true
+{
+  "schemaVersion": 1,
+  "id": "1784160851150-0",
+  "createdAt": "2026-07-16T00:14:11.150Z",
+  "model": "claude-sonnet-5",
+  "camera": "Nintendo Switch Camera (057e:206d)",
+  "image": "1784160851150-0.jpg",
+  "labels": [
+    {
+      "type": "d20",
+      "value": 7,
+      "confidence": 0.6,
+      "box": {
+        "x": 0.83,
+        "y": 0.72,
+        "w": 0.13,
+        "h": 0.2
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.9072,
+            0.7844
+          ],
+          [
+            0.9602,
+            0.7844
+          ],
+          [
+            0.9602,
+            0.8522
+          ],
+          [
+            0.9072,
+            0.8522
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.9211274885796319,
+            0.752430356776014
+          ],
+          [
+            0.8939775587088916,
+            0.8516196007891733
+          ],
+          [
+            0.8422233331201305,
+            0.7711086954494837
+          ]
+        ]
+      }
+    }
+  ],
+  "modelLabels": [
+    {
+      "type": "d20",
+      "value": 1,
+      "confidence": 0.6,
+      "box": {
+        "x": 0.83,
+        "y": 0.72,
+        "w": 0.13,
+        "h": 0.2
+      }
+    }
+  ],
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/1784163737725-1.json b/raw/sidecars/1784163737725-1.json
index 83e60e902e7192aef444e3b079f8cfb384c54147..7f4126892cf49ef80e2ae5a491cac46b2f947884 100644
--- a/raw/sidecars/1784163737725-1.json
+++ b/raw/sidecars/1784163737725-1.json
@@ -1,36 +1,52 @@
-{
-  "schemaVersion": 1,
-  "id": "1784163737725-1",
-  "createdAt": "2026-07-16T01:02:17.726Z",
-  "model": "claude-sonnet-5",
-  "camera": "Nintendo Switch Camera (057e:206d)",
-  "image": "1784163737725-1.jpg",
-  "labels": [
-    {
-      "type": "d20",
-      "value": 9,
-      "confidence": 0.55,
-      "box": {
-        "x": 0.31,
-        "y": 0,
-        "w": 0.2,
-        "h": 0.18
-      }
-    }
-  ],
-  "modelLabels": [
-    {
-      "type": "d20",
-      "value": 6,
-      "confidence": 0.55,
-      "box": {
-        "x": 0.31,
-        "y": 0,
-        "w": 0.2,
-        "h": 0.18
-      }
-    }
-  ],
-  "corrected": true,
-  "valuesTrusted": true
+{
+  "schemaVersion": 1,
+  "id": "1784163737725-1",
+  "createdAt": "2026-07-16T01:02:17.726Z",
+  "model": "claude-sonnet-5",
+  "camera": "Nintendo Switch Camera (057e:206d)",
+  "image": "1784163737725-1.jpg",
+  "labels": [
+    {
+      "type": "d20",
+      "value": 9,
+      "confidence": 0.55,
+      "box": {
+        "x": 0.31,
+        "y": 0,
+        "w": 0.2,
+        "h": 0.18
+      },
+      "face": {
+        "poly": [
+          [
+            0.5132602939205205,
+            0
+          ],
+          [
+            0.5699407703572225,
+            0.03206831884313528
+          ],
+          [
+            0.49444827466456465,
+            0.060816138994951315
+          ]
+        ]
+      }
+    }
+  ],
+  "modelLabels": [
+    {
+      "type": "d20",
+      "value": 6,
+      "confidence": 0.55,
+      "box": {
+        "x": 0.31,
+        "y": 0,
+        "w": 0.2,
+        "h": 0.18
+      }
+    }
+  ],
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/1784164772306-2.json b/raw/sidecars/1784164772306-2.json
index ee517bc71d9c51fefc8f513ef4b87f65134311d9..5e6bb4606ad352e60e33f7a9bc88e307a3eaa5f2 100644
--- a/raw/sidecars/1784164772306-2.json
+++ b/raw/sidecars/1784164772306-2.json
@@ -1,36 +1,72 @@
-{
-  "schemaVersion": 1,
-  "id": "1784164772306-2",
-  "createdAt": "2026-07-16T01:19:32.306Z",
-  "model": "claude-sonnet-5",
-  "camera": "Nintendo Switch Camera (057e:206d)",
-  "image": "1784164772306-2.jpg",
-  "labels": [
-    {
-      "type": "d20",
-      "value": 5,
-      "confidence": 0.75,
-      "box": {
-        "x": 0.41,
-        "y": 0.83,
-        "w": 0.15,
-        "h": 0.15
-      }
-    }
-  ],
-  "modelLabels": [
-    {
-      "type": "d20",
-      "value": 5,
-      "confidence": 0.75,
-      "box": {
-        "x": 0.41,
-        "y": 0.83,
-        "w": 0.15,
-        "h": 0.15
-      }
-    }
-  ],
-  "corrected": false,
-  "valuesTrusted": true
+{
+  "schemaVersion": 1,
+  "id": "1784164772306-2",
+  "createdAt": "2026-07-16T01:19:32.306Z",
+  "model": "claude-sonnet-5",
+  "camera": "Nintendo Switch Camera (057e:206d)",
+  "image": "1784164772306-2.jpg",
+  "labels": [
+    {
+      "type": "d20",
+      "value": 5,
+      "confidence": 0.75,
+      "box": {
+        "x": 0.41,
+        "y": 0.83,
+        "w": 0.15,
+        "h": 0.15
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.4706,
+            0.8883
+          ],
+          [
+            0.5092,
+            0.9028
+          ],
+          [
+            0.4973,
+            0.9576
+          ],
+          [
+            0.4587,
+            0.9431
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.4956244526757242,
+            0.8684808252911111
+          ],
+          [
+            0.5175928344035713,
+            0.971432809761004
+          ],
+          [
+            0.43880119248801225,
+            0.9449727463738148
+          ]
+        ]
+      }
+    }
+  ],
+  "modelLabels": [
+    {
+      "type": "d20",
+      "value": 5,
+      "confidence": 0.75,
+      "box": {
+        "x": 0.41,
+        "y": 0.83,
+        "w": 0.15,
+        "h": 0.15
+      }
+    }
+  ],
+  "corrected": false,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/1784164831010-3.json b/raw/sidecars/1784164831010-3.json
index 70d8332ece4b846216acc32257abc706886ef765..b0364c76074b28d3061e4aacb8ec2024d07917e5 100644
--- a/raw/sidecars/1784164831010-3.json
+++ b/raw/sidecars/1784164831010-3.json
@@ -1,36 +1,52 @@
-{
-  "schemaVersion": 1,
-  "id": "1784164831010-3",
-  "createdAt": "2026-07-16T01:20:31.011Z",
-  "model": "claude-sonnet-5",
-  "camera": "Nintendo Switch Camera (057e:206d)",
-  "image": "1784164831010-3.jpg",
-  "labels": [
-    {
-      "type": "d20",
-      "value": 15,
-      "confidence": 0.5,
-      "box": {
-        "x": 0.79,
-        "y": 0.83,
-        "w": 0.16,
-        "h": 0.16
-      }
-    }
-  ],
-  "modelLabels": [
-    {
-      "type": "d20",
-      "value": 15,
-      "confidence": 0.5,
-      "box": {
-        "x": 0.79,
-        "y": 0.83,
-        "w": 0.16,
-        "h": 0.16
-      }
-    }
-  ],
-  "corrected": false,
-  "valuesTrusted": true
+{
+  "schemaVersion": 1,
+  "id": "1784164831010-3",
+  "createdAt": "2026-07-16T01:20:31.011Z",
+  "model": "claude-sonnet-5",
+  "camera": "Nintendo Switch Camera (057e:206d)",
+  "image": "1784164831010-3.jpg",
+  "labels": [
+    {
+      "type": "d20",
+      "value": 15,
+      "confidence": 0.5,
+      "box": {
+        "x": 0.79,
+        "y": 0.83,
+        "w": 0.16,
+        "h": 0.16
+      },
+      "face": {
+        "poly": [
+          [
+            0.7837537932158035,
+            0.875155386515381
+          ],
+          [
+            0.8624289819569557,
+            0.8933242490077227
+          ],
+          [
+            0.8111247969426253,
+            0.9738291624850064
+          ]
+        ]
+      }
+    }
+  ],
+  "modelLabels": [
+    {
+      "type": "d20",
+      "value": 15,
+      "confidence": 0.5,
+      "box": {
+        "x": 0.79,
+        "y": 0.83,
+        "w": 0.16,
+        "h": 0.16
+      }
+    }
+  ],
+  "corrected": false,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/1784483378348-h.json b/raw/sidecars/1784483378348-h.json
index 916859d592bb57e5b06072666de1bdaa7968b4c9..1bf9d57036889fc22e78405b28b4cbbb28498f43 100644
--- a/raw/sidecars/1784483378348-h.json
+++ b/raw/sidecars/1784483378348-h.json
@@ -15,6 +15,50 @@
         "y": 0.68,
         "w": 0.16,
         "h": 0.16
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.8821,
+            0.8487
+          ],
+          [
+            0.8227,
+            0.8719
+          ],
+          [
+            0.8006,
+            0.8123
+          ],
+          [
+            0.86,
+            0.7891
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.8565946844466074,
+            0.781201063202198
+          ],
+          [
+            0.8942055808819476,
+            0.8291558344140254
+          ],
+          [
+            0.8614049049290284,
+            0.8806986308354026
+          ],
+          [
+            0.8035220759008129,
+            0.8645990596872026
+          ],
+          [
+            0.8005491961492958,
+            0.8031061810919408
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784485076577-k.json b/raw/sidecars/1784485076577-k.json
index b4d90050cf9d015a9f90fc1be209f5a87f884f6c..c6723cb9c5fe268e36d53a9db69e2b9401cf16fe 100644
--- a/raw/sidecars/1784485076577-k.json
+++ b/raw/sidecars/1784485076577-k.json
@@ -15,6 +15,46 @@
         "y": 0.61,
         "w": 0.13,
         "h": 0.14
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.8189,
+            0.6674
+          ],
+          [
+            0.8679,
+            0.6919
+          ],
+          [
+            0.8407,
+            0.7493
+          ],
+          [
+            0.7917,
+            0.7249
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.8093874349809922,
+            0.6273196028589181
+          ],
+          [
+            0.9007521141999173,
+            0.6868298733513186
+          ],
+          [
+            0.8427875650190076,
+            0.7806309440160817
+          ],
+          [
+            0.7514228858000827,
+            0.7211206735236811
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784485124395-l.json b/raw/sidecars/1784485124395-l.json
index a3ee84946f8df5aa10865966fb8ba4a4baf38393..bca12db763f741a45ed4ef78ece90d7a7b0669a1 100644
--- a/raw/sidecars/1784485124395-l.json
+++ b/raw/sidecars/1784485124395-l.json
@@ -15,6 +15,22 @@
         "y": 0.27,
         "w": 0.19,
         "h": 0.19
+      },
+      "face": {
+        "poly": [
+          [
+            0.23907151699221776,
+            0.31563501116044745
+          ],
+          [
+            0.3001366915636873,
+            0.38090140851578186
+          ],
+          [
+            0.21454985935274887,
+            0.40256244210261677
+          ]
+        ]
       }
     },
     {
@@ -26,6 +42,46 @@
         "y": 0.22,
         "w": 0.15,
         "h": 0.16
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.5701,
+            0.2337
+          ],
+          [
+            0.6697,
+            0.3362
+          ],
+          [
+            0.5803,
+            0.4276
+          ],
+          [
+            0.4808,
+            0.3251
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.57204637151206,
+            0.25342437369503634
+          ],
+          [
+            0.6483825464602543,
+            0.3320814281978944
+          ],
+          [
+            0.5717685323340939,
+            0.4104532344780406
+          ],
+          [
+            0.4954323573858995,
+            0.33179617997518257
+          ]
+        ]
       }
     },
     {
@@ -37,6 +93,42 @@
         "y": 0.6,
         "w": 0.16,
         "h": 0.16
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.6059,
+            0.7707
+          ],
+          [
+            0.5711,
+            0.7142
+          ],
+          [
+            0.6251,
+            0.6791
+          ],
+          [
+            0.6599,
+            0.7356
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.6049024248789053,
+            0.6840789781763615
+          ],
+          [
+            0.6573187395633504,
+            0.7414494272427302
+          ],
+          [
+            0.5827168163269754,
+            0.7593685657347543
+          ]
+        ]
       }
     },
     {
@@ -48,6 +140,46 @@
         "y": 0.75,
         "w": 0.15,
         "h": 0.15
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.2048,
+            0.8853
+          ],
+          [
+            0.2649,
+            0.8392
+          ],
+          [
+            0.3087,
+            0.8992
+          ],
+          [
+            0.2486,
+            0.9453
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.2661580373998212,
+            0.8167102959787609
+          ],
+          [
+            0.32807889424521286,
+            0.9015333875477908
+          ],
+          [
+            0.24545899985979422,
+            0.9651054672423929
+          ],
+          [
+            0.18353814301440252,
+            0.8802823756733631
+          ]
+        ]
       }
     },
     {
@@ -59,6 +191,46 @@
         "y": 0.75,
         "w": 0.15,
         "h": 0.16
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.671,
+            0.8005
+          ],
+          [
+            0.7941,
+            0.8569
+          ],
+          [
+            0.7383,
+            0.985
+          ],
+          [
+            0.6153,
+            0.9286
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.669632491924763,
+            0.8164396526906383
+          ],
+          [
+            0.7767595127076699,
+            0.8585165098183978
+          ],
+          [
+            0.7357755609598523,
+            0.9685002511555154
+          ],
+          [
+            0.6286485401769455,
+            0.926423394027756
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784485230267-m.json b/raw/sidecars/1784485230267-m.json
index e4ae367ddf06a25c621284e5d15599a159198499..69558eeb7fb5837c6f3b479bf279a3cb05aeb833 100644
--- a/raw/sidecars/1784485230267-m.json
+++ b/raw/sidecars/1784485230267-m.json
@@ -15,6 +15,42 @@
         "y": 0.27,
         "w": 0.14,
         "h": 0.15
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.8653,
+            0.3288
+          ],
+          [
+            0.9155,
+            0.3122
+          ],
+          [
+            0.9326,
+            0.3665
+          ],
+          [
+            0.8824,
+            0.3831
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.884062872372809,
+            0.3017545101626274
+          ],
+          [
+            0.9485625599502685,
+            0.3501884560643179
+          ],
+          [
+            0.8754571698403844,
+            0.3833194075711319
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784485386282-n.json b/raw/sidecars/1784485386282-n.json
index 6888e5d2c4ddf7f1cfb2f54519bb40343e465328..f5bb5450f143e281ec0130a3cd5f913de60bfd23 100644
--- a/raw/sidecars/1784485386282-n.json
+++ b/raw/sidecars/1784485386282-n.json
@@ -15,6 +15,22 @@
         "y": 0.65,
         "w": 0.16,
         "h": 0.2
+      },
+      "face": {
+        "poly": [
+          [
+            0.9116814549110779,
+            0.7651781926514882
+          ],
+          [
+            0.9539713074634588,
+            0.8440633854891665
+          ],
+          [
+            0.8662842568562323,
+            0.8422215180131917
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784485406738-o.json b/raw/sidecars/1784485406738-o.json
index 1952baa8718c8f956ba2361d12a31a95c13e2b73..e0a655e3155e4da1f46742a07e50d3517b85dcae 100644
--- a/raw/sidecars/1784485406738-o.json
+++ b/raw/sidecars/1784485406738-o.json
@@ -15,6 +15,42 @@
         "y": 0.68,
         "w": 0.16,
         "h": 0.16
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.897,
+            0.8539
+          ],
+          [
+            0.8774,
+            0.807
+          ],
+          [
+            0.9247,
+            0.7862
+          ],
+          [
+            0.9442,
+            0.833
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.9123414890174139,
+            0.7661778146225322
+          ],
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+            0.842782338079542
+          ],
+          [
+            0.8678545411507776,
+            0.8402784434517718
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1784489192927-p.json b/raw/sidecars/1784489192927-p.json
index 7d5968cb304979ef0f07501538133e5d32191db3..7c34b8638951808f026a7b4467e0b23d82b64384 100644
--- a/raw/sidecars/1784489192927-p.json
+++ b/raw/sidecars/1784489192927-p.json
@@ -15,6 +15,50 @@
         "y": 0,
         "w": 0.18,
         "h": 0.15
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.3343,
+            0.0249
+          ],
+          [
+            0.372,
+            -0.0069
+          ],
+          [
+            0.4142,
+            0.0458
+          ],
+          [
+            0.3765,
+            0.0776
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.39457504906777047,
+            0
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+          [
+            0.42135628535777114,
+            0.04190002341053706
+          ],
+          [
+            0.3766233478038645,
+            0.08573260272306481
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+            0.055599568170825425
+          ],
+          [
+            0.3332903972259013,
+            0
+          ]
+        ]
       }
     },
     {
@@ -26,6 +70,50 @@
         "y": 0.16,
         "w": 0.19,
         "h": 0.19
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@@ -37,6 +125,42 @@
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@@ -48,6 +172,50 @@
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@@ -59,6 +227,50 @@
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diff --git a/raw/sidecars/1784589825574-0.json b/raw/sidecars/1784589825574-0.json
index 14c2f6de1657264c8e6f0f6a38fe3e963b195129..6393c8332961a6c7ea428a5a8c901368f767258e 100644
--- a/raw/sidecars/1784589825574-0.json
+++ b/raw/sidecars/1784589825574-0.json
@@ -15,6 +15,42 @@
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@@ -26,6 +62,42 @@
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diff --git a/raw/sidecars/1784596236889-0.json b/raw/sidecars/1784596236889-0.json
index 2245ffc75230d51cde31a695f0105d5d9c6b791b..998606638b67b0b991457e1ddb4c40363c842a0f 100644
--- a/raw/sidecars/1784596236889-0.json
+++ b/raw/sidecars/1784596236889-0.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1784680095345-0.json b/raw/sidecars/1784680095345-0.json
index 25c75a4c72e59bb9447b4f5bf3c43a2add5f1755..c47a94e50e8ea8b71fbfaafc8dda229393ae433a 100644
--- a/raw/sidecars/1784680095345-0.json
+++ b/raw/sidecars/1784680095345-0.json
@@ -15,6 +15,42 @@
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@@ -26,6 +62,42 @@
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diff --git a/raw/sidecars/1784680116244-1.json b/raw/sidecars/1784680116244-1.json
index 9a09d9b0531f737e77ad076db0949dd90235cd61..1b83c13bd958994888c50c3510de32aa4b2eb311 100644
--- a/raw/sidecars/1784680116244-1.json
+++ b/raw/sidecars/1784680116244-1.json
@@ -15,6 +15,42 @@
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@@ -26,6 +62,42 @@
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diff --git a/raw/sidecars/1784681002647-2.json b/raw/sidecars/1784681002647-2.json
index b961aaa666d34a12a3b040b83455ab82e7327106..fec583ba6c4c77f91b0781fe289d22035b163d23 100644
--- a/raw/sidecars/1784681002647-2.json
+++ b/raw/sidecars/1784681002647-2.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1784681160667-3.json b/raw/sidecars/1784681160667-3.json
index f4156c7f9fa488d718a829512b60b4aa02eb6cae..164c94481465abd897d555b251bcecddf190470b 100644
--- a/raw/sidecars/1784681160667-3.json
+++ b/raw/sidecars/1784681160667-3.json
@@ -15,6 +15,42 @@
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@@ -26,6 +62,42 @@
         "y": 0.72,
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diff --git a/raw/sidecars/1784681200131-4.json b/raw/sidecars/1784681200131-4.json
index da6036cf0c5dd2006806a5586b0e8fb9584bac4b..7798987361b4040e7ef4351be4350f2ab3198ddf 100644
--- a/raw/sidecars/1784681200131-4.json
+++ b/raw/sidecars/1784681200131-4.json
@@ -15,6 +15,46 @@
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@@ -26,6 +66,46 @@
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diff --git a/raw/sidecars/1784682081726-5.json b/raw/sidecars/1784682081726-5.json
index 2d1dc6426f897eb5b4de27395d7533e595b21ee9..3c052a45ddf0ce263e6d71c69e4702d243191fc7 100644
--- a/raw/sidecars/1784682081726-5.json
+++ b/raw/sidecars/1784682081726-5.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1784682170557-6.json b/raw/sidecars/1784682170557-6.json
index 278636fd40a6430e2983cf932c8b3cbca8f2b5ed..c3c520cc4886305bd64063912008f6f6a4098ff6 100644
--- a/raw/sidecars/1784682170557-6.json
+++ b/raw/sidecars/1784682170557-6.json
@@ -15,6 +15,42 @@
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@@ -26,6 +62,42 @@
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@@ -37,6 +109,42 @@
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diff --git a/raw/sidecars/1784682251580-7.json b/raw/sidecars/1784682251580-7.json
index 60d7570db44fb72671be105dc0552a803e8f6042..a558d58a56ae3a323abadd457211ee86b7a384e2 100644
--- a/raw/sidecars/1784682251580-7.json
+++ b/raw/sidecars/1784682251580-7.json
@@ -15,6 +15,46 @@
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@@ -26,6 +66,26 @@
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diff --git a/raw/sidecars/1784682279661-8.json b/raw/sidecars/1784682279661-8.json
index 4cfa7c71936bb6b9e9aa7e32689226bcead09400..2aa32c56036f668f53e739264af35f6341f62ba1 100644
--- a/raw/sidecars/1784682279661-8.json
+++ b/raw/sidecars/1784682279661-8.json
@@ -15,6 +15,46 @@
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@@ -26,6 +66,46 @@
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diff --git a/raw/sidecars/1784682497736-9.json b/raw/sidecars/1784682497736-9.json
index 07ccbe615e2d0f370ac61bd91a6091e52da7bac1..f63561cce5d9dab815254a0cef8fee79edc43ade 100644
--- a/raw/sidecars/1784682497736-9.json
+++ b/raw/sidecars/1784682497736-9.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1784682670407-a.json b/raw/sidecars/1784682670407-a.json
index 4e334c4d684c22428e3b33b26357d90ff447519d..303386e1fb51e5c85c45620fb1efb3f6461e1b78 100644
--- a/raw/sidecars/1784682670407-a.json
+++ b/raw/sidecars/1784682670407-a.json
@@ -15,6 +15,22 @@
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@@ -26,6 +42,42 @@
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diff --git a/raw/sidecars/1784682729616-b.json b/raw/sidecars/1784682729616-b.json
index c2346c4ed553ac948e9d8e415502d703ee76ac0d..1f9504d3f8d3dd97b2a058adabb2d9c92310c512 100644
--- a/raw/sidecars/1784682729616-b.json
+++ b/raw/sidecars/1784682729616-b.json
@@ -15,6 +15,26 @@
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@@ -26,6 +46,26 @@
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diff --git a/raw/sidecars/1784682822880-c.json b/raw/sidecars/1784682822880-c.json
index d3ee1227dad6eef59ef73335dfea137d46a80574..37989f47b9142a313c5e4633294dd3e0fe2d4fb9 100644
--- a/raw/sidecars/1784682822880-c.json
+++ b/raw/sidecars/1784682822880-c.json
@@ -15,6 +15,42 @@
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@@ -26,6 +62,42 @@
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diff --git a/raw/sidecars/1784682837296-d.json b/raw/sidecars/1784682837296-d.json
index ff367b4e63ce03930ca1d7ff99f05a926bf6da17..f6aeecbab5cad2f3ac71b25a9c5c732c6652f992 100644
--- a/raw/sidecars/1784682837296-d.json
+++ b/raw/sidecars/1784682837296-d.json
@@ -15,6 +15,26 @@
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@@ -26,6 +46,46 @@
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diff --git a/raw/sidecars/1784683484627-e.json b/raw/sidecars/1784683484627-e.json
index 24ee3a58466bf9b8f90d854742c6a7ec29b6fa1a..1f20f0d40f013c4db49b0d4f3c4fb0c56fcb2bfe 100644
--- a/raw/sidecars/1784683484627-e.json
+++ b/raw/sidecars/1784683484627-e.json
@@ -15,6 +15,46 @@
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@@ -26,6 +66,46 @@
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@@ -37,6 +117,46 @@
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@@ -48,6 +168,46 @@
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diff --git a/raw/sidecars/1784767700590-0.json b/raw/sidecars/1784767700590-0.json
index fa855572a58a007084f25a9e91af6bafd562976e..ce4e3cfefc62fd8de34e09a273ced77ee9c97bbd 100644
--- a/raw/sidecars/1784767700590-0.json
+++ b/raw/sidecars/1784767700590-0.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1784767747515-1.json b/raw/sidecars/1784767747515-1.json
index 72afa06e4251678305bc0adabe024e7ee5f82717..7e7f31f430795440d3fec4960aeb092aefaf2711 100644
--- a/raw/sidecars/1784767747515-1.json
+++ b/raw/sidecars/1784767747515-1.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1785089048017-0.json b/raw/sidecars/1785089048017-0.json
index 8a27fe8ed3d649f51ca5b857f53ffca44678464a..ec31ce2d6898aa620687d28312e85b78f2276651 100644
--- a/raw/sidecars/1785089048017-0.json
+++ b/raw/sidecars/1785089048017-0.json
@@ -15,6 +15,42 @@
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@@ -26,6 +62,42 @@
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diff --git a/raw/sidecars/1785093726919-4.json b/raw/sidecars/1785093726919-4.json
index f7914313e4a996daa84cd952ea4d664b2f45c87d..a847e708d3f5b56aed258e7b2dcb68fedef0f242 100644
--- a/raw/sidecars/1785093726919-4.json
+++ b/raw/sidecars/1785093726919-4.json
@@ -15,6 +15,26 @@
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diff --git a/raw/sidecars/1785095934670-5.json b/raw/sidecars/1785095934670-5.json
index 2b5ef8f928405869ee23c5a29ee19d2557135aa2..e4f428111c4bcf0f20b06c2e2b6ad9137de11e48 100644
--- a/raw/sidecars/1785095934670-5.json
+++ b/raw/sidecars/1785095934670-5.json
@@ -15,6 +15,42 @@
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index ad0290e33fc3cb97082ccb6e554de5c54d75f3a1..38622c532ddd59aaec5d1947b622e59370b43696 100644
--- a/raw/sidecars/1785096255448-6.json
+++ b/raw/sidecars/1785096255448-6.json
@@ -15,6 +15,42 @@
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index bc6abf42583e0d7b10d29852d8973831d4051855..c92e79bef41926b74d5ee1a3e73273bc055319ff 100644
--- a/raw/sidecars/1785096373814-7.json
+++ b/raw/sidecars/1785096373814-7.json
@@ -15,6 +15,42 @@
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index d82d3dc3f1f09ae20ed24ed556c7e1f94ff8b8e9..7d53f425a1a79c0cd1055616da0699712ba3a7c2 100644
--- a/raw/sidecars/1785096781849-8.json
+++ b/raw/sidecars/1785096781849-8.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1785096830698-9.json b/raw/sidecars/1785096830698-9.json
index 48634980ea78907d3d94c57aeae8787622ac4096..5b985ac0d22cd5d85634379b9adefd787bc4df6b 100644
--- a/raw/sidecars/1785096830698-9.json
+++ b/raw/sidecars/1785096830698-9.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1785097089261-a.json b/raw/sidecars/1785097089261-a.json
index 3fdbebd707e63f4e13d1c9b2787f6e1f06c81ab7..4768e125cf60677a6ea5938a40da6acf57ef541c 100644
--- a/raw/sidecars/1785097089261-a.json
+++ b/raw/sidecars/1785097089261-a.json
@@ -15,6 +15,42 @@
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index 3d77e38dbbac30766238e48c1d83f029e2cfa276..36b965451977a26dd6967f9ab5d29a77ddcf44c8 100644
--- a/raw/sidecars/1785099185691-b.json
+++ b/raw/sidecars/1785099185691-b.json
@@ -15,6 +15,42 @@
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index e95bbd4eda4c18c9e68b1889f1f109c1edfe4832..399607e7a89be4918ea312a2745875de318ce036 100644
--- a/raw/sidecars/1785195619717-0.json
+++ b/raw/sidecars/1785195619717-0.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1785196569374-1.json b/raw/sidecars/1785196569374-1.json
index 449431f097fc7d63da8d521b202050855f19a7ac..460c832862ebf0a8f680b00eed6ba6552e218070 100644
--- a/raw/sidecars/1785196569374-1.json
+++ b/raw/sidecars/1785196569374-1.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1785198273564-2.json b/raw/sidecars/1785198273564-2.json
index 6a3c51cad67619d929cda3f4b9d704420fd6975a..3b231d07d4fd6e68d302aeb66ca8a7a19fb4a240 100644
--- a/raw/sidecars/1785198273564-2.json
+++ b/raw/sidecars/1785198273564-2.json
@@ -15,6 +15,50 @@
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@@ -26,6 +70,42 @@
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diff --git a/raw/sidecars/1785198326903-3.json b/raw/sidecars/1785198326903-3.json
index 99afcfa66448397b365c89d0834df4329b4ae388..e102750a590fa9bbaa6e2513ab959d75f86bcaf0 100644
--- a/raw/sidecars/1785198326903-3.json
+++ b/raw/sidecars/1785198326903-3.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1785198335894-4.json b/raw/sidecars/1785198335894-4.json
index 1f487e5931b7c590ed618e86b174d3287479d732..87baf22886ddcd59cfb9aaa30d58ee141c17051a 100644
--- a/raw/sidecars/1785198335894-4.json
+++ b/raw/sidecars/1785198335894-4.json
@@ -15,6 +15,42 @@
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diff --git a/raw/sidecars/1785200311531-5.json b/raw/sidecars/1785200311531-5.json
index 68d4610b07c417bdb24e3cb48fb288508299fe37..cd16064a7315bff4f15c130c3b890ee1a092aec9 100644
--- a/raw/sidecars/1785200311531-5.json
+++ b/raw/sidecars/1785200311531-5.json
@@ -15,6 +15,42 @@
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@@ -26,6 +62,42 @@
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@@ -37,6 +109,50 @@
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diff --git a/raw/sidecars/1785200344452-6.json b/raw/sidecars/1785200344452-6.json
index 7925abc0f194f6608cc9183699cd543f78988d95..bb993ea55a74db8eadda12053b72a38b1f936264 100644
--- a/raw/sidecars/1785200344452-6.json
+++ b/raw/sidecars/1785200344452-6.json
@@ -14,6 +14,50 @@
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@@ -25,6 +69,42 @@
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@@ -36,6 +116,42 @@
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+            0.31557121071827665,
+            0.7191321069460369
+          ]
+        ]
       }
     }
   ],
@@ -76,4 +192,4 @@
   ],
   "corrected": true,
   "valuesTrusted": true
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/1785200388532-7.json b/raw/sidecars/1785200388532-7.json
index 3f11e548b4cab1303eeb655d1fd04abb6fc467e5..0bff9e750ae375d43db71a9df0b94bd47675e084 100644
--- a/raw/sidecars/1785200388532-7.json
+++ b/raw/sidecars/1785200388532-7.json
@@ -15,6 +15,42 @@
         "y": 0.48,
         "w": 0.19,
         "h": 0.19
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.1459,
+            0.6017
+          ],
+          [
+            0.0969,
+            0.6343
+          ],
+          [
+            0.0627,
+            0.582
+          ],
+          [
+            0.1116,
+            0.5494
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.13432999900514758,
+            0.5439331207196979
+          ],
+          [
+            0.1343113757054321,
+            0.6468304966068066
+          ],
+          [
+            0.04597632360672796,
+            0.5953655403192138
+          ]
+        ]
       }
     },
     {
@@ -25,6 +61,50 @@
         "y": 0.35,
         "w": 0.16,
         "h": 0.16
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.7429,
+            0.3983
+          ],
+          [
+            0.7842,
+            0.4535
+          ],
+          [
+            0.7275,
+            0.4966
+          ],
+          [
+            0.6862,
+            0.4414
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.7211702989021296,
+            0.3970007619173342
+          ],
+          [
+            0.7799914763325484,
+            0.4151387054826757
+          ],
+          [
+            0.7810665589956243,
+            0.4771718286683431
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+          [
+            0.722909819191702,
+            0.49737246366005333
+          ],
+          [
+            0.6858918946549184,
+            0.4478240194935932
+          ]
+        ]
       }
     },
     {
@@ -36,6 +116,22 @@
         "y": 0.32,
         "w": 0.16,
         "h": 0.16
+      },
+      "face": {
+        "poly": [
+          [
+            0.9346021634533525,
+            0.36182281089529666
+          ],
+          [
+            0.9511602909235034,
+            0.4490528919089396
+          ],
+          [
+            0.8679882968250671,
+            0.41990216859782475
+          ]
+        ]
       }
     },
     {
@@ -47,6 +143,50 @@
         "y": 0.53,
         "w": 0.14,
         "h": 0.14
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.8336,
+            0.642
+          ],
+          [
+            0.7874,
+            0.6006
+          ],
+          [
+            0.8265,
+            0.5562
+          ],
+          [
+            0.8727,
+            0.5976
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.8346411967692111,
+            0.5534383181572924
+          ],
+          [
+            0.8751063761661577,
+            0.5896949473547419
+          ],
+          [
+            0.8534256403577284,
+            0.6397178204562145
+          ],
+          [
+            0.7995610293300656,
+            0.6343770270503978
+          ],
+          [
+            0.7879516047326068,
+            0.5810533620972393
+          ]
+        ]
       }
     }
   ],
@@ -98,4 +238,4 @@
   ],
   "corrected": true,
   "valuesTrusted": true
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/1785520462636-0.json b/raw/sidecars/1785520462636-0.json
index afc5073a0e6a0513a53aac961881ec3d02280139..f5ea56adf57cce4b1df67983f5392398fac2723f 100644
--- a/raw/sidecars/1785520462636-0.json
+++ b/raw/sidecars/1785520462636-0.json
@@ -15,6 +15,42 @@
         "y": 0.03,
         "w": 0.2,
         "h": 0.22
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.1543,
+            0.1616
+          ],
+          [
+            0.1274,
+            0.1987
+          ],
+          [
+            0.0867,
+            0.1687
+          ],
+          [
+            0.1135,
+            0.1317
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.12658189603373723,
+            0.11092029357578762
+          ],
+          [
+            0.16520936475052023,
+            0.19875664397352868
+          ],
+          [
+            0.07048217671574242,
+            0.1885814122925154
+          ]
+        ]
       }
     },
     {
@@ -26,6 +62,42 @@
         "y": 0.53,
         "w": 0.13,
         "h": 0.15
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.817,
+            0.6431
+          ],
+          [
+            0.816,
+            0.6
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+          [
+            0.8806,
+            0.5983
+          ],
+          [
+            0.8817,
+            0.6415
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
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+            0.56053627688889
+          ],
+          [
+            0.8883494644873247,
+            0.686175142918313
+          ],
+          [
+            0.778904205685072,
+            0.6261087590914123
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1785531229983-0.json b/raw/sidecars/1785531229983-0.json
index 0967f2a2ca2686d17e94baff2b9277e1315fc516..936beb81de23cddf62d7c744fb8ef9c5b7f4ac40 100644
--- a/raw/sidecars/1785531229983-0.json
+++ b/raw/sidecars/1785531229983-0.json
@@ -15,6 +15,42 @@
         "y": 0.38,
         "w": 0.15,
         "h": 0.18
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.3625,
+            0.5323
+          ],
+          [
+            0.3221,
+            0.5052
+          ],
+          [
+            0.3626,
+            0.4439
+          ],
+          [
+            0.403,
+            0.471
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.3307124856843538,
+            0.44194041367576953
+          ],
+          [
+            0.415771810295397,
+            0.47954745692065154
+          ],
+          [
+            0.3409539552221724,
+            0.5350473282298442
+          ]
+        ]
       }
     },
     {
@@ -25,6 +61,42 @@
         "y": 0.5,
         "w": 0.13,
         "h": 0.15
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.8941,
+            0.6335
+          ],
+          [
+            0.8292,
+            0.6293
+          ],
+          [
+            0.8341,
+            0.5544
+          ],
+          [
+            0.8989,
+            0.5587
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.7961656163281117,
+            0.5571262014140989
+          ],
+          [
+            0.9258940626581662,
+            0.5598784083382525
+          ],
+          [
+            0.8586668835137221,
+            0.6718263145147492
+          ]
+        ]
       }
     }
   ],
@@ -54,4 +126,4 @@
   ],
   "corrected": true,
   "valuesTrusted": true
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/1785531382365-1.json b/raw/sidecars/1785531382365-1.json
index f80eb8def0c67b4fae999db0156f9b9b9d2c1867..e2f9dc4dd66c1113dc8e366598daa0b37890090e 100644
--- a/raw/sidecars/1785531382365-1.json
+++ b/raw/sidecars/1785531382365-1.json
@@ -15,6 +15,26 @@
         "y": 0.1264,
         "w": 0.1624,
         "h": 0.1538
+      },
+      "face": {
+        "poly": [
+          [
+            0.38187197529831085,
+            0.15488203727439576
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+          [
+            0.39853719968570706,
+            0.26481917362290786
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+            0.2895467771055352,
+            0.28162915565970603
+          ],
+          [
+            0.27288155271813896,
+            0.17169201931119393
+          ]
+        ]
       }
     },
     {
@@ -26,6 +46,42 @@
         "y": 0.7677,
         "w": 0.1722,
         "h": 0.1631
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.5322,
+            0.8258
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+          [
+            0.5823,
+            0.8618
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+          [
+            0.5499,
+            0.9077
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+          [
+            0.4998,
+            0.8716
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+        ]
+      },
+      "face": {
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+            0.8124281377735624
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+            0.9077813243254573
+          ],
+          [
+            0.48595484908036013,
+            0.8742833836339575
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+        ]
       }
     },
     {
@@ -37,6 +93,46 @@
         "y": 0.1152,
         "w": 0.1906,
         "h": 0.1894
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.5685,
+            0.1619
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+          [
+            0.5685,
+            0.2248
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+          [
+            0.5114,
+            0.2248
+          ],
+          [
+            0.5114,
+            0.1619
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+        ]
+      },
+      "face": {
+        "poly": [
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+            0.1452597287015638
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+            0.6039807318526877,
+            0.2027230151100655
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+            0.5135316628033084,
+            0.23596990981851873
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+          [
+            0.47163821167828107,
+            0.18365224579947423
+          ]
+        ]
       }
     },
     {
@@ -48,6 +144,42 @@
         "y": 0.4024,
         "w": 0.1358,
         "h": 0.1367
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.8613,
+            0.5123
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+          [
+            0.8206,
+            0.4601
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+            0.8657,
+            0.4244
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+          [
+            0.9064,
+            0.4766
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+        ]
+      },
+      "face": {
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+            0.39154589244933
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+            0.47447795849925717
+          ],
+          [
+            0.8159367558392295,
+            0.5069245733508131
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+        ]
       }
     },
     {
@@ -58,6 +190,26 @@
         "y": 0.6341897584999703,
         "w": 0.17443479283907526,
         "h": 0.14810419509879547
+      },
+      "face": {
+        "poly": [
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+            0.6213848279446569
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+            0.7224097421289222
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+            0.77254673298795
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+          [
+            0.7663479693612647,
+            0.6715218188036847
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/1785531467230-2.json b/raw/sidecars/1785531467230-2.json
index 02a0fdb8b6797a5301a50e7f6b37e84f2d1a9d9e..9fef3919f026cf858510787e286ac2be5feb7e91 100644
--- a/raw/sidecars/1785531467230-2.json
+++ b/raw/sidecars/1785531467230-2.json
@@ -15,6 +15,42 @@
         "y": 0.2473,
         "w": 0.1879,
         "h": 0.1785
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.8319,
+            0.298
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+          [
+            0.8835,
+            0.3291
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+          [
+            0.8594,
+            0.3698
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+          [
+            0.8078,
+            0.3388
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+        ]
+      },
+      "face": {
+        "poly": [
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+            0.3824938858066426
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+          [
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+            0.3292459079789848
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+        ]
       }
     },
     {
@@ -26,6 +62,42 @@
         "y": 0.5508,
         "w": 0.1423,
         "h": 0.1585
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.5332,
+            0.58
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+            0.6199
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+            0.6588
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+      "face": {
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     }
   ],
@@ -66,4 +138,4 @@
   ],
   "corrected": true,
   "valuesTrusted": true
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/1785532928032-8.json b/raw/sidecars/1785532928032-8.json
index 898d349260259a6d65b75500780e3b4ed1af96ab..74626497c29dd31d1ab4af94c3fb2108200b14ab 100644
--- a/raw/sidecars/1785532928032-8.json
+++ b/raw/sidecars/1785532928032-8.json
@@ -2,73 +2,256 @@
   "schemaVersion": 1,
   "id": "1785532928032-8",
   "createdAt": "2026-07-31T21:22:08.039Z",
-  "model": "local2:dice-shape+dice-value-cls",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "1785532928032-8.jpg",
   "labels": [
     {
-      "type": "d20",
-      "value": 6,
-      "confidence": 0.7447676658630371,
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       "box": {
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       "box": {
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       "box": {
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+        "w": 0.1332,
+        "h": 0.1556
+      },
+      "face": {
+        "poly": [
+          [
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+            0.8462053876330159
+          ],
+          [
+            0.4986671558142203,
+            0.8462053876330159
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+          [
+            0.4986671558142203,
+            0.9609173264854695
+          ],
+          [
+            0.3849430485127028,
+            0.9609173264854695
+          ]
+        ]
       }
     }
   ],
@@ -153,4 +336,4 @@
   ],
   "corrected": true,
   "valuesTrusted": true
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/1785535964373-0.json b/raw/sidecars/1785535964373-0.json
index 331725533c9d30db75396d0541f951956d74f009..7ccf7afb1b7ed57860c10175686612dbadce3bff 100644
--- a/raw/sidecars/1785535964373-0.json
+++ b/raw/sidecars/1785535964373-0.json
@@ -15,6 +15,42 @@
         "y": 0.7677,
         "w": 0.1728,
         "h": 0.1638
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.3652,
+            0.7795
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+          [
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+            0.8395
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+            0.3751,
+            0.8897
+          ],
+          [
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+            0.8297
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+        ]
+      },
+      "face": {
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+            0.7819499024107677
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+          [
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+            0.9141367399066551
+          ],
+          [
+            0.28998757145431825,
+            0.817452762311743
+          ]
+        ]
       }
     },
     {
@@ -26,6 +62,42 @@
         "y": 0.5048,
         "w": 0.1577,
         "h": 0.1965
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.6403,
+            0.5621
+          ],
+          [
+            0.6984,
+            0.5621
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+            0.6207
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+          [
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+            0.6207
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+        ]
+      },
+      "face": {
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+          [
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+            0.6122784435173293
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+          [
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+            0.6122784435173294
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+        ]
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     }
   ],
@@ -66,4 +138,4 @@
   ],
   "corrected": true,
   "valuesTrusted": true
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/1785536525653-0.json b/raw/sidecars/1785536525653-0.json
index eee76f2e03df5d926c73dcc75f5c2c9509e15b50..e995f010a4b20b552ef1e7bff3439fe5fcef3aaa 100644
--- a/raw/sidecars/1785536525653-0.json
+++ b/raw/sidecars/1785536525653-0.json
@@ -2,29 +2,80 @@
   "schemaVersion": 1,
   "id": "1785536525653-0",
   "createdAt": "2026-07-31T22:22:05.661Z",
-  "model": "local2:dice-shape+dice-value-cls",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "1785536525653-0.jpg",
   "labels": [
     {
-      "type": "d4",
+      "type": "d8",
       "value": 2,
       "box": {
-        "x": 0.3562,
-        "y": 0.3645,
-        "w": 0.1355,
-        "h": 0.1324
+        "x": 0.3533,
+        "y": 0.3693,
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+        "h": 0.1482
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+      "face": {
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+            0.4750901882490392
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     },
     {
       "type": "d20",
       "value": 8,
-      "confidence": 0.24042244255542755,
       "box": {
-        "x": 0.2868,
-        "y": 0.4777,
-        "w": 0.1765,
-        "h": 0.1878
+        "x": 0.2825,
+        "y": 0.4786,
+        "w": 0.1786,
+        "h": 0.174
+      },
+      "numeral": {
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+            0.5601
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+      },
+      "face": {
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+          [
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+            0.613206614051133
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+        ]
       }
     }
   ],
@@ -65,4 +116,4 @@
   ],
   "corrected": true,
   "valuesTrusted": true
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/1785537123495-0.json b/raw/sidecars/1785537123495-0.json
index 96f93940ffc26cc136b3a076957e415f75889119..cf87761907ecd8914204d22842d9a3f84c029b62 100644
--- a/raw/sidecars/1785537123495-0.json
+++ b/raw/sidecars/1785537123495-0.json
@@ -15,6 +15,26 @@
         "y": 0.4378,
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         "h": 0.138
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     {
@@ -26,6 +46,26 @@
         "y": 0.4328,
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+      "face": {
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     {
@@ -37,6 +77,26 @@
         "y": 0.6969,
         "w": 0.1307,
         "h": 0.1408
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+      "face": {
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+            0.7094763711508063
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+            0.8258228318003076
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+            0.8509004382621697
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     {
@@ -48,6 +108,26 @@
         "y": 0.7628,
         "w": 0.1483,
         "h": 0.1434
+      },
+      "face": {
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+            0.9406640734468978
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     {
@@ -59,6 +139,46 @@
         "y": 0.0567,
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     {
@@ -70,6 +190,26 @@
         "y": 0.8377,
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         "h": 0.1098
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+      "face": {
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     {
@@ -81,6 +221,46 @@
         "y": 0.2666,
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         "h": 0.1375
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     {
@@ -92,6 +272,26 @@
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+      "face": {
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diff --git a/raw/sidecars/1785537450877-1.json b/raw/sidecars/1785537450877-1.json
index c6bd16ca265abc554f118304cb0d288f3799fdab..325ed35b12446285ff40ffde6cf191fc655459c9 100644
--- a/raw/sidecars/1785537450877-1.json
+++ b/raw/sidecars/1785537450877-1.json
@@ -2,30 +2,88 @@
   "schemaVersion": 1,
   "id": "1785537450877-1",
   "createdAt": "2026-07-31T22:37:30.883Z",
-  "model": "local2:dice-shape+dice-value-cls",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "1785537450877-1.jpg",
   "labels": [
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diff --git a/raw/sidecars/1785695115507-1.json b/raw/sidecars/1785695115507-1.json
index a4b1d74d2aa1acbe8dfc8313c2a0958486d9ebad..fe10fe3f6593be12b5fc03fe4bcc2bba6f0e4a8f 100644
--- a/raw/sidecars/1785695115507-1.json
+++ b/raw/sidecars/1785695115507-1.json
@@ -2,95 +2,360 @@
   "schemaVersion": 1,
   "id": "1785695115507-1",
   "createdAt": "2026-08-02T18:25:15.514Z",
-  "model": "local:dice-shape",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "1785695115507-1.jpg",
   "labels": [
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diff --git a/raw/sidecars/1785699546420-3.json b/raw/sidecars/1785699546420-3.json
index 0e2e93cf65218ac2d63064bb7ea6992df0d597ad..eda5ca413828a8f289d9f3000eec582d9886d9ad 100644
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@@ -2,97 +2,361 @@
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index 89914be67ff18c04191484475c8fb6181c15ad28..f03725bf7a7e924824fe08d7cdc92868564cd68a 100644
--- a/raw/sidecars/1785699813455-4.json
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@@ -2,7 +2,7 @@
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diff --git a/raw/sidecars/1785700135481-8.json b/raw/sidecars/1785700135481-8.json
index 76974dbc123fd39e75c020a044a8f6e0b7998d44..fec96b7c9040f2913a8901c0be8db0b1861e243f 100644
--- a/raw/sidecars/1785700135481-8.json
+++ b/raw/sidecars/1785700135481-8.json
@@ -2,53 +2,161 @@
   "schemaVersion": 1,
   "id": "1785700135481-8",
   "createdAt": "2026-08-02T19:48:55.488Z",
-  "model": "local:dice-shape",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "cameraRole": "top-down",
   "image": "1785700135481-8.jpg",
   "labels": [
     {
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-      "value": 19,
-      "confidence": 0.9999005323769944,
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+      "value": 2,
       "box": {
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-        "y": 0.7373,
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+        "x": 0.414,
+        "y": 0.2607,
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+        "h": 0.1555
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     },
     {
-      "type": "d20",
-      "value": 16,
-      "confidence": 0.9450076305825608,
+      "type": "d4",
+      "value": 4,
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+        "x": 0.0028,
+        "y": 0.2977,
+        "w": 0.1504,
+        "h": 0.1599
+      },
+      "numeral": {
+        "corners": [
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+          [
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+        ]
+      },
+      "face": {
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+            0.36170490000987854
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+            0.41542328915089544
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+      "type": "d20",
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+        "x": 0.474,
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+        "h": 0.2073
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+      "numeral": {
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+      "face": {
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diff --git a/raw/sidecars/c1783614145767-1.json b/raw/sidecars/c1783614145767-1.json
index 8be8427ba3fd736b77621b587d60436b648574b6..ddb98db7b24fdbda134055d822029c680588dd4c 100644
--- a/raw/sidecars/c1783614145767-1.json
+++ b/raw/sidecars/c1783614145767-1.json
@@ -2,73 +2,299 @@
   "schemaVersion": 1,
   "id": "c1783614145767-1",
   "createdAt": "2026-07-09T17:27:04.267460+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783614145767-1.jpg",
   "labels": [
     {
-      "type": "d20",
-      "value": 7,
-      "confidence": 0.6,
+      "type": "d12",
+      "value": 6,
       "box": {
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-        "y": 0.06,
-        "w": 0.18,
-        "h": 0.18
+        "x": 0.1861,
+        "y": 0.4826,
+        "w": 0.1811,
+        "h": 0.1795
+      },
+      "numeral": {
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+            0.5575
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+        ]
       }
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     {
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-      "confidence": 0.85,
       "box": {
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-        "y": 0.24,
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+        "x": 0.7349,
+        "y": 0.6324,
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+        "h": 0.1486
+      },
+      "numeral": {
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-      "type": "d6",
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-      "confidence": 0.9,
+      "type": "d10",
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       "box": {
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+        "x": 0.3862,
+        "y": 0.7895,
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+        "h": 0.1644
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+      "numeral": {
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       }
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-      "confidence": 0.25,
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       "box": {
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+        "x": 0.032,
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+        "h": 0.1524
+      },
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+        ]
       }
     },
     {
-      "type": "d10",
-      "value": 2,
-      "confidence": 0.85,
+      "type": "d6",
+      "value": 6,
       "box": {
-        "x": 0.39,
-        "y": 0.79,
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+        "x": 0.0074,
+        "y": 0.4291,
+        "w": 0.1657,
+        "h": 0.1654
+      },
+      "numeral": {
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+      },
+      "face": {
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+        ]
       }
     }
   ],
@@ -118,5 +344,6 @@
       }
     }
   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614162075-2.json b/raw/sidecars/c1783614162075-2.json
index 20a661c03dda4fa1293f8069d3ac56ebfd1132cf..b416ab9f9fd93ad909eb7e22155a794cd216cf10 100644
--- a/raw/sidecars/c1783614162075-2.json
+++ b/raw/sidecars/c1783614162075-2.json
@@ -2,73 +2,299 @@
   "schemaVersion": 1,
   "id": "c1783614162075-2",
   "createdAt": "2026-07-09T17:27:04.267460+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783614162075-2.jpg",
   "labels": [
     {
-      "type": "d4",
-      "value": 2,
-      "confidence": 0.3,
+      "type": "d8",
+      "value": 5,
       "box": {
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+        "x": 0.5568,
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       "box": {
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       "box": {
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       "box": {
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-      "confidence": 0.85,
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       "box": {
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       }
     },
     {
-      "type": "d8",
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-      "confidence": 0.85,
+      "type": "d20",
+      "value": 7,
       "box": {
-        "x": 0.56,
-        "y": 0.66,
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+        "x": 0.3371,
+        "y": 0.5113,
+        "w": 0.1843,
+        "h": 0.1916
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+      "numeral": {
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+      "face": {
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+        ]
       }
     }
   ],
@@ -129,5 +355,6 @@
       }
     }
   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614174408-3.json b/raw/sidecars/c1783614174408-3.json
index ed07039b4ad5ea6198c20b4a7a9674ad625b0a51..687c95d0b0bd4870907884eb14c8e7d75e1495d5 100644
--- a/raw/sidecars/c1783614174408-3.json
+++ b/raw/sidecars/c1783614174408-3.json
@@ -2,73 +2,299 @@
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   "id": "c1783614174408-3",
   "createdAt": "2026-07-09T17:27:04.267460+00:00",
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+  "model": "human-relabel",
   "image": "c1783614174408-3.jpg",
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@@ -129,5 +355,6 @@
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-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614185771-4.json b/raw/sidecars/c1783614185771-4.json
index 96b9863c5a417d024e066a8e0de22421d5d4e93c..77638629e487ac6dc57cf54b83012ee2b76340cb 100644
--- a/raw/sidecars/c1783614185771-4.json
+++ b/raw/sidecars/c1783614185771-4.json
@@ -2,73 +2,299 @@
   "schemaVersion": 1,
   "id": "c1783614185771-4",
   "createdAt": "2026-07-09T17:27:04.267460+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783614185771-4.jpg",
   "labels": [
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@@ -129,5 +355,6 @@
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-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614221870-5.json b/raw/sidecars/c1783614221870-5.json
index 987b18e935efed059c40676d317479fa75967c6e..3c93cdb46d926793ee17016e92f2abfadd290beb 100644
--- a/raw/sidecars/c1783614221870-5.json
+++ b/raw/sidecars/c1783614221870-5.json
@@ -2,73 +2,279 @@
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   "id": "c1783614221870-5",
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-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783614221870-5.jpg",
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+        "x": 0.0947,
+        "y": 0.7403,
+        "w": 0.1651,
+        "h": 0.161
+      },
+      "face": {
+        "poly": [
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+            0.7467463927841417
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+            0.9061593129848265
+          ],
+          [
+            0.10066491176372695,
+            0.8092815243777345
+          ]
+        ]
       }
     },
     {
-      "type": "d6",
+      "type": "d20",
       "value": 3,
-      "confidence": 0.85,
       "box": {
-        "x": 0.09,
-        "y": 0.75,
-        "w": 0.15,
-        "h": 0.16
+        "x": 0.4954,
+        "y": 0.4441,
+        "w": 0.1937,
+        "h": 0.2089
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.6297,
+            0.5212
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+          [
+            0.6307,
+            0.5637
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+          [
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+            0.5651
+          ],
+          [
+            0.5775,
+            0.5225
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+        ]
+      },
+      "face": {
+        "poly": [
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+            0.5800453566682438,
+            0.5965922624184401
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+        ]
       }
     }
   ],
@@ -140,5 +346,6 @@
       }
     }
   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614245613-6.json b/raw/sidecars/c1783614245613-6.json
index ae99bbdf2a588db72f9af3956d44de66016802c7..a05c7a8b62908e664766f70e644dcbeddaebc1f2 100644
--- a/raw/sidecars/c1783614245613-6.json
+++ b/raw/sidecars/c1783614245613-6.json
@@ -2,73 +2,299 @@
   "schemaVersion": 1,
   "id": "c1783614245613-6",
   "createdAt": "2026-07-09T17:27:04.267460+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783614245613-6.jpg",
   "labels": [
     {
-      "type": "d8",
-      "value": 3,
-      "confidence": 0.85,
+      "type": "d4",
+      "value": 4,
       "box": {
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-        "y": 0.13,
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-        "h": 0.15
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+        "h": 0.1567
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     {
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-      "confidence": 0.25,
       "box": {
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+        "h": 0.1627
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     {
-      "type": "d20",
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-      "confidence": 0.7,
+      "type": "d12",
+      "value": 2,
       "box": {
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+        "x": 0.8079,
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+        "h": 0.1742
+      },
+      "numeral": {
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+      "face": {
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       }
     },
     {
-      "type": "d10",
-      "value": 4,
-      "confidence": 0.5,
+      "type": "d8",
+      "value": 3,
       "box": {
-        "x": 0.66,
-        "y": 0.6,
-        "w": 0.15,
-        "h": 0.16
+        "x": 0.4028,
+        "y": 0.1348,
+        "w": 0.153,
+        "h": 0.1508
+      },
+      "numeral": {
+        "corners": [
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+      },
+      "face": {
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+        ]
       }
     },
     {
-      "type": "d12",
-      "value": 2,
-      "confidence": 0.75,
+      "type": "d6",
+      "value": 1,
       "box": {
-        "x": 0.79,
-        "y": 0.51,
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-        "h": 0.19
+        "x": 0.0774,
+        "y": 0.6674,
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+        "h": 0.1503
+      },
+      "numeral": {
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+      },
+      "face": {
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+        ]
       }
     },
     {
-      "type": "d6",
-      "value": 2,
-      "confidence": 0.7,
+      "type": "d20",
+      "value": 10,
       "box": {
-        "x": 0.08,
-        "y": 0.63,
-        "w": 0.15,
-        "h": 0.16
+        "x": 0.3933,
+        "y": 0.6022,
+        "w": 0.1858,
+        "h": 0.1848
+      },
+      "numeral": {
+        "corners": [
+          [
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+          [
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+          ],
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+            0.6724
+          ],
+          [
+            0.5176,
+            0.6664
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
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+            0.6672365885837919
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+            0.6767829195696065
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+        ]
       }
     }
   ],
@@ -140,5 +366,6 @@
       }
     }
   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614267867-7.json b/raw/sidecars/c1783614267867-7.json
index cb426e1d466c15db7c7fbe3edd07f24420b24ead..6cf3ff388eed8902921f26ec98d9aad4e139ac76 100644
--- a/raw/sidecars/c1783614267867-7.json
+++ b/raw/sidecars/c1783614267867-7.json
@@ -14,7 +14,27 @@
         "w": 0.15,
         "h": 0.15
       },
-      "confidence": 0.9
+      "confidence": 0.9,
+      "face": {
+        "poly": [
+          [
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+            0.29564106733322293
+          ],
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+            0.3219727943427982
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+            0.15956409552026096,
+            0.38248395545250763
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+        ]
+      }
     },
     {
       "type": "d6",
@@ -25,7 +45,27 @@
         "w": 0.17,
         "h": 0.15
       },
-      "confidence": 0.9
+      "confidence": 0.9,
+      "face": {
+        "poly": [
+          [
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+            0.396845818412971
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+            0.396845818412971
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+        ]
+      }
     },
     {
       "type": "d6",
@@ -36,7 +76,27 @@
         "w": 0.16,
         "h": 0.16
       },
-      "confidence": 0.9
+      "confidence": 0.9,
+      "face": {
+        "poly": [
+          [
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+            0.7387607772699577
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+        ]
+      }
     },
     {
       "type": "d6",
@@ -47,7 +107,27 @@
         "w": 0.17,
         "h": 0.16
       },
-      "confidence": 0.85
+      "confidence": 0.85,
+      "face": {
+        "poly": [
+          [
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+          [
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+            0.6483882303778753
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+        ]
+      }
     }
   ],
   "modelLabels": [
diff --git a/raw/sidecars/c1783614275839-8.json b/raw/sidecars/c1783614275839-8.json
index 3c946ef63aba5a991fa95725a924007146cf888b..f20052e2a06875eed6d85b720b763e1322069532 100644
--- a/raw/sidecars/c1783614275839-8.json
+++ b/raw/sidecars/c1783614275839-8.json
@@ -14,7 +14,47 @@
         "w": 0.15,
         "h": 0.15
       },
-      "confidence": 0.9
+      "confidence": 0.9,
+      "numeral": {
+        "corners": [
+          [
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+            0.1423
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+      "face": {
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+      }
     },
     {
       "type": "d6",
@@ -25,7 +65,47 @@
         "w": 0.17,
         "h": 0.17
       },
-      "confidence": 0.9
+      "confidence": 0.9,
+      "numeral": {
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+      }
     },
     {
       "type": "d6",
@@ -36,7 +116,47 @@
         "w": 0.16,
         "h": 0.16
       },
-      "confidence": 0.9
+      "confidence": 0.9,
+      "numeral": {
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+      }
     },
     {
       "type": "d6",
@@ -47,7 +167,47 @@
         "w": 0.18,
         "h": 0.18
       },
-      "confidence": 0.85
+      "confidence": 0.85,
+      "numeral": {
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   "modelLabels": [
diff --git a/raw/sidecars/c1783614286181-9.json b/raw/sidecars/c1783614286181-9.json
index 6f0c42bb0471a396eec7fbf286e9b07551b5de3d..f8ddfb6762de6466a7ded7f6b3476c41562477d9 100644
--- a/raw/sidecars/c1783614286181-9.json
+++ b/raw/sidecars/c1783614286181-9.json
@@ -14,6 +14,26 @@
         "y": 0.14,
         "w": 0.15,
         "h": 0.15
+      },
+      "face": {
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+        ]
       }
     },
     {
@@ -25,6 +45,46 @@
         "y": 0.13,
         "w": 0.17,
         "h": 0.16
+      },
+      "numeral": {
+        "corners": [
+          [
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     },
     {
@@ -36,6 +96,26 @@
         "y": 0.47,
         "w": 0.15,
         "h": 0.15
+      },
+      "face": {
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     },
     {
@@ -47,6 +127,26 @@
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+      },
+      "face": {
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     }
   ],
@@ -97,4 +197,4 @@
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   "corrected": true
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614306271-a.json b/raw/sidecars/c1783614306271-a.json
index ab5f1a3348473f232f73ada61e62fcd1606c1475..14cee26cf80e7be8d1aac6211b049e0eafa8f0f6 100644
--- a/raw/sidecars/c1783614306271-a.json
+++ b/raw/sidecars/c1783614306271-a.json
@@ -14,7 +14,27 @@
         "w": 0.15,
         "h": 0.17
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+      "confidence": 0.9,
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diff --git a/raw/sidecars/c1783614443049-j.json b/raw/sidecars/c1783614443049-j.json
index 8b6dc5864f50000e680abed4b0a29bbc9f3a72b9..864c6db1c58a750ae97cad11f0831ad44eb1729c 100644
--- a/raw/sidecars/c1783614443049-j.json
+++ b/raw/sidecars/c1783614443049-j.json
@@ -14,7 +14,47 @@
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@@ -25,7 +65,47 @@
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diff --git a/raw/sidecars/c1783614450792-k.json b/raw/sidecars/c1783614450792-k.json
index 51aebe1717adeeb780e26037f1f0e3a665997656..27e657c44e5375c0364e6626c9707b29fdf84042 100644
--- a/raw/sidecars/c1783614450792-k.json
+++ b/raw/sidecars/c1783614450792-k.json
@@ -14,7 +14,47 @@
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@@ -25,7 +65,47 @@
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diff --git a/raw/sidecars/c1783614457116-l.json b/raw/sidecars/c1783614457116-l.json
index 0effcac32d80f0eb73b374495396150712e64e3f..55cf039262aa3e1c663498b0abe293ead607b017 100644
--- a/raw/sidecars/c1783614457116-l.json
+++ b/raw/sidecars/c1783614457116-l.json
@@ -14,7 +14,47 @@
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@@ -25,7 +65,31 @@
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+        "illegible": true
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diff --git a/raw/sidecars/c1783614484067-m.json b/raw/sidecars/c1783614484067-m.json
index c2f1019a1f89b387d34a6e34ea7d4d1d4521333e..d2ccf38a870b5dabeb9f099e6de7546f7ba277ba 100644
--- a/raw/sidecars/c1783614484067-m.json
+++ b/raw/sidecars/c1783614484067-m.json
@@ -14,6 +14,42 @@
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@@ -25,6 +61,42 @@
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@@ -53,4 +125,4 @@
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+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614490468-n.json b/raw/sidecars/c1783614490468-n.json
index e4cb2e9413de46b103d0eb37fac13d2041606f37..b076d7fbb0965f2bc80aa4366a65e6b6d2ea37af 100644
--- a/raw/sidecars/c1783614490468-n.json
+++ b/raw/sidecars/c1783614490468-n.json
@@ -14,6 +14,42 @@
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@@ -25,6 +61,42 @@
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@@ -53,4 +125,4 @@
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+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614498449-o.json b/raw/sidecars/c1783614498449-o.json
index 29dd0eb3c5e175ef56114964136b759e8a7363f7..84b9d0cfe4d2b6b69aaa0e478230d48f24f87810 100644
--- a/raw/sidecars/c1783614498449-o.json
+++ b/raw/sidecars/c1783614498449-o.json
@@ -14,7 +14,43 @@
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@@ -25,7 +61,43 @@
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diff --git a/raw/sidecars/c1783614507525-p.json b/raw/sidecars/c1783614507525-p.json
index ae5a8bf161ae7e3983459447aa46b7244dbca030..fa12b7a4b102e4e369f4638666145adebee59146 100644
--- a/raw/sidecars/c1783614507525-p.json
+++ b/raw/sidecars/c1783614507525-p.json
@@ -14,6 +14,42 @@
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@@ -25,6 +61,42 @@
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@@ -53,4 +125,4 @@
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\ No newline at end of file
diff --git a/raw/sidecars/c1783614520657-q.json b/raw/sidecars/c1783614520657-q.json
index 596fd1fd49175515dc18d77d080b7863b71a06ef..b4c1dbe6cf4868a8944724d522f689388151c6c3 100644
--- a/raw/sidecars/c1783614520657-q.json
+++ b/raw/sidecars/c1783614520657-q.json
@@ -14,7 +14,51 @@
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@@ -25,7 +69,51 @@
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diff --git a/raw/sidecars/c1783614529961-r.json b/raw/sidecars/c1783614529961-r.json
index d1c498a1c77b193b2987bcfc55c9ecfd11d117cf..67ee54229ec3fd5f3ae3ec1f5e5b3b225f26c770 100644
--- a/raw/sidecars/c1783614529961-r.json
+++ b/raw/sidecars/c1783614529961-r.json
@@ -14,7 +14,51 @@
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@@ -25,7 +69,51 @@
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diff --git a/raw/sidecars/c1783614579297-s.json b/raw/sidecars/c1783614579297-s.json
index fb2941e4e18b94e4cb98256953bc4174ff15e0c7..711ed6e5d0809edb7ffb2575eb337d7b5f6d1d94 100644
--- a/raw/sidecars/c1783614579297-s.json
+++ b/raw/sidecars/c1783614579297-s.json
@@ -14,7 +14,51 @@
         "w": 0.19,
         "h": 0.19
       },
-      "confidence": 0.75
+      "confidence": 0.75,
+      "numeral": {
+        "corners": [
+          [
+            0.7815,
+            0.7978
+          ],
+          [
+            0.838,
+            0.8073
+          ],
+          [
+            0.8282,
+            0.8711
+          ],
+          [
+            0.7717,
+            0.8617
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.8110014904708046,
+            0.7768447554959541
+          ],
+          [
+            0.8571465897062522,
+            0.8267433663926149
+          ],
+          [
+            0.825808242940024,
+            0.8878381647564279
+          ],
+          [
+            0.760294980251817,
+            0.8756982157844249
+          ],
+          [
+            0.7511439039628328,
+            0.8071005163342247
+          ]
+        ]
+      }
     },
     {
       "type": "d12",
@@ -25,7 +69,51 @@
         "w": 0.19,
         "h": 0.19
       },
-      "confidence": 0.6
+      "confidence": 0.6,
+      "numeral": {
+        "corners": [
+          [
+            0.7315,
+            0.3138
+          ],
+          [
+            0.7127,
+            0.375
+          ],
+          [
+            0.6352,
+            0.3492
+          ],
+          [
+            0.6541,
+            0.2879
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.7146956775642868,
+            0.2944205689534861
+          ],
+          [
+            0.7372748404971823,
+            0.3484326478620153
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+          [
+            0.6948952810749863,
+            0.38747257460692874
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+          [
+            0.6461241099909278,
+            0.35758849734506215
+          ],
+          [
+            0.6583614280120396,
+            0.30007919512988723
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+        ]
+      }
     }
   ],
   "modelLabels": [
diff --git a/raw/sidecars/c1783614586072-t.json b/raw/sidecars/c1783614586072-t.json
index fad35ef884318d303a98a2f91dbb4fc6a0aab321..57736f93ecf0afaf620012a1406694e7e854e300 100644
--- a/raw/sidecars/c1783614586072-t.json
+++ b/raw/sidecars/c1783614586072-t.json
@@ -1,56 +1,144 @@
-{
-  "schemaVersion": 1,
-  "id": "c1783614586072-t",
-  "createdAt": "2026-07-10T14:33:33.523Z",
-  "model": "reconciled:claude-sonnet-5",
-  "image": "c1783614586072-t.jpg",
-  "labels": [
-    {
-      "type": "d12",
-      "value": 10,
-      "box": {
-        "x": 0.11,
-        "y": 0.6,
-        "w": 0.18,
-        "h": 0.19
-      },
-      "confidence": 0.85
-    },
-    {
-      "type": "d12",
-      "value": 4,
-      "box": {
-        "x": 0.2,
-        "y": 0.72,
-        "w": 0.2,
-        "h": 0.2
-      },
-      "confidence": 0.85
-    }
-  ],
-  "modelLabels": [
-    {
-      "type": "d10",
-      "value": 10,
-      "confidence": 0.85,
-      "box": {
-        "x": 0.11,
-        "y": 0.6,
-        "w": 0.18,
-        "h": 0.19
-      }
-    },
-    {
-      "type": "d12",
-      "value": 4,
-      "confidence": 0.85,
-      "box": {
-        "x": 0.2,
-        "y": 0.72,
-        "w": 0.2,
-        "h": 0.2
-      }
-    }
-  ],
-  "corrected": false
+{
+  "schemaVersion": 1,
+  "id": "c1783614586072-t",
+  "createdAt": "2026-07-10T14:33:33.523Z",
+  "model": "reconciled:claude-sonnet-5",
+  "image": "c1783614586072-t.jpg",
+  "labels": [
+    {
+      "type": "d12",
+      "value": 10,
+      "box": {
+        "x": 0.11,
+        "y": 0.6,
+        "w": 0.18,
+        "h": 0.19
+      },
+      "confidence": 0.85,
+      "numeral": {
+        "corners": [
+          [
+            0.2397,
+            0.6677
+          ],
+          [
+            0.2336,
+            0.7386
+          ],
+          [
+            0.167,
+            0.7324
+          ],
+          [
+            0.1731,
+            0.6614
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.2214708895680757,
+            0.6546724383930452
+          ],
+          [
+            0.25015361324192664,
+            0.7073666463094878
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+          [
+            0.21086444459660827,
+            0.7520407467440603
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+          [
+            0.15789967931022397,
+            0.7269566513130102
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+          [
+            0.16445482280239623,
+            0.6667797273250027
+          ]
+        ]
+      }
+    },
+    {
+      "type": "d12",
+      "value": 4,
+      "box": {
+        "x": 0.2,
+        "y": 0.72,
+        "w": 0.2,
+        "h": 0.2
+      },
+      "confidence": 0.85,
+      "numeral": {
+        "corners": [
+          [
+            0.3087,
+            0.7981
+          ],
+          [
+            0.3485,
+            0.8175
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+          [
+            0.3261,
+            0.8672
+          ],
+          [
+            0.2864,
+            0.8478
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.3297523483047973,
+            0.780881372018554
+          ],
+          [
+            0.36770597350461665,
+            0.832068849532276
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+          [
+            0.3326585398266336,
+            0.8854538558533153
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+          [
+            0.27304440939536306,
+            0.8672601267356236
+          ],
+          [
+            0.27124828425705144,
+            0.8026307774377422
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+        ]
+      }
+    }
+  ],
+  "modelLabels": [
+    {
+      "type": "d10",
+      "value": 10,
+      "confidence": 0.85,
+      "box": {
+        "x": 0.11,
+        "y": 0.6,
+        "w": 0.18,
+        "h": 0.19
+      }
+    },
+    {
+      "type": "d12",
+      "value": 4,
+      "confidence": 0.85,
+      "box": {
+        "x": 0.2,
+        "y": 0.72,
+        "w": 0.2,
+        "h": 0.2
+      }
+    }
+  ],
+  "corrected": false
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783614599450-u.json b/raw/sidecars/c1783614599450-u.json
index 3d6937eb470762a6c41366918b6f875ae2d792e0..c6899b25592971ee78cffc7f6d2c8215a56c2945 100644
--- a/raw/sidecars/c1783614599450-u.json
+++ b/raw/sidecars/c1783614599450-u.json
@@ -2,41 +2,154 @@
   "schemaVersion": 1,
   "id": "c1783614599450-u",
   "createdAt": "2026-07-10T14:33:33.536Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "image": "c1783614599450-u.jpg",
   "labels": [
     {
-      "type": "d4",
-      "value": 2,
+      "type": "d6",
+      "value": 6,
       "box": {
-        "x": 0.12,
-        "y": 0.48,
-        "w": 0.11,
-        "h": 0.13
+        "x": 0.58,
+        "y": 0.8016,
+        "w": 0.1588,
+        "h": 0.1653
       },
-      "confidence": 0.3
+      "numeral": {
+        "corners": [
+          [
+            0.5857,
+            0.8644
+          ],
+          [
+            0.6953,
+            0.8162
+          ],
+          [
+            0.7419,
+            0.931
+          ],
+          [
+            0.6323,
+            0.9792
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.6910722594144425,
+            0.817300314843286
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+          [
+            0.7354582272611538,
+            0.9266460038733826
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+            0.6303946071720962,
+            0.9728410067997271
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+          [
+            0.5860086393253846,
+            0.8634953177696305
+          ]
+        ]
+      }
     },
     {
-      "type": "d6",
-      "value": 6,
+      "type": "d4",
+      "value": 2,
       "box": {
-        "x": 0.75,
-        "y": 0.36,
-        "w": 0.13,
-        "h": 0.11
+        "x": 0.1085,
+        "y": 0.4497,
+        "w": 0.1559,
+        "h": 0.1501
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.1475,
+            0.5125
+          ],
+          [
+            0.2025,
+            0.5125
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+          [
+            0.2025,
+            0.5775
+          ],
+          [
+            0.1475,
+            0.5775
+          ]
+        ]
       },
-      "confidence": 0.9
+      "face": {
+        "poly": [
+          [
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+            0.5084751709586282
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+          [
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+            0.5596724953051239
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+          [
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+            0.5772912775135409
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+        ]
+      }
     },
     {
       "type": "d6",
       "value": 6,
       "box": {
-        "x": 0.58,
-        "y": 0.81,
-        "w": 0.14,
-        "h": 0.13
+        "x": 0.7439,
+        "y": 0.3706,
+        "w": 0.1134,
+        "h": 0.1162
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.7461,
+            0.3823
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+          [
+            0.8529,
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+          [
+            0.8529,
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+          ],
+          [
+            0.7461,
+            0.4828
+          ]
+        ]
       },
-      "confidence": 0.9
+      "face": {
+        "poly": [
+          [
+            0.7583604084131569,
+            0.3862789767030652
+          ],
+          [
+            0.8493930187078153,
+            0.389626935788211
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+          [
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+            0.4843697543627098
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+          [
+            0.7551435582152616,
+            0.481021795277564
+          ]
+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -74,5 +187,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": false,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783614611746-v.json b/raw/sidecars/c1783614611746-v.json
index edefddd58837b2ee54c937923d15c91a791dc3eb..00adacff7b927902b1c9819d530f44e2d67a0307 100644
--- a/raw/sidecars/c1783614611746-v.json
+++ b/raw/sidecars/c1783614611746-v.json
@@ -2,40 +2,113 @@
   "schemaVersion": 1,
   "id": "c1783614611746-v",
   "createdAt": "2026-07-09T17:27:04.267460+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783614611746-v.jpg",
   "labels": [
     {
-      "type": "d6",
-      "value": 4,
-      "confidence": 0.9,
+      "type": "d4",
+      "value": 1,
       "box": {
-        "x": 0.33,
-        "y": 0.22,
-        "w": 0.14,
-        "h": 0.15
+        "x": 0.4249,
+        "y": 0.2783,
+        "w": 0.1488,
+        "h": 0.1449
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.4905,
+            0.34
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+          [
+            0.5263,
+            0.3551
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+          [
+            0.5115,
+            0.3931
+          ],
+          [
+            0.4757,
+            0.378
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+        ]
+      },
+      "face": {
+        "poly": [
+          [
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+            0.3262741659455781
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+            0.3946312438841399
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+          [
+            0.46317024055782313,
+            0.36870405318884086
+          ]
+        ]
       }
     },
     {
-      "type": "d4",
+      "type": "d6",
       "value": 1,
-      "confidence": 0.3,
       "box": {
-        "x": 0.43,
-        "y": 0.29,
-        "w": 0.15,
-        "h": 0.12
+        "x": 0.3312,
+        "y": 0.2274,
+        "w": 0.1353,
+        "h": 0.1369
+      },
+      "face": {
+        "poly": [
+          [
+            0.382492947769529,
+            0.2276258315864179
+          ],
+          [
+            0.4644024527274558,
+            0.2788262847965259
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+          [
+            0.41520705223047094,
+            0.3640741684135821
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+          [
+            0.3332975472725442,
+            0.3128737152034741
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+        ]
       }
     },
     {
       "type": "d6",
-      "value": 1,
-      "confidence": 0.9,
+      "value": 4,
       "box": {
-        "x": 0.02,
-        "y": 0.55,
-        "w": 0.16,
-        "h": 0.16
+        "x": 0.0179,
+        "y": 0.5415,
+        "w": 0.1692,
+        "h": 0.1706
+      },
+      "face": {
+        "poly": [
+          [
+            0.09882581850291038,
+            0.5370968379351111
+          ],
+          [
+            0.18454699545823938,
+            0.6299741428355435
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+          [
+            0.09530684375670495,
+            0.7191890504382513
+          ],
+          [
+            0.009585666801375958,
+            0.6263117455378188
+          ]
+        ]
       }
     }
   ],
@@ -63,5 +136,6 @@
       }
     }
   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614621875-w.json b/raw/sidecars/c1783614621875-w.json
index 9b2491d9aee2a3a53320f798fc03cee5a9ce277b..6c59dafa6aca863f94f4645f0b0e5ff1dff0b5fd 100644
--- a/raw/sidecars/c1783614621875-w.json
+++ b/raw/sidecars/c1783614621875-w.json
@@ -2,40 +2,113 @@
   "schemaVersion": 1,
   "id": "c1783614621875-w",
   "createdAt": "2026-07-09T17:16:08.269784+00:00",
-  "model": "claude-sonnet-5",
+  "model": "human-relabel",
   "image": "c1783614621875-w.jpg",
   "labels": [
     {
-      "type": "d4",
-      "value": 4,
-      "confidence": 0.4,
+      "type": "d6",
+      "value": 6,
       "box": {
-        "x": 0.33,
-        "y": 0.2,
-        "w": 0.12,
-        "h": 0.14
+        "x": 0.1873,
+        "y": 0.7095,
+        "w": 0.1435,
+        "h": 0.156
+      },
+      "face": {
+        "poly": [
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+            0.7272566941625487
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+            0.8806399416009612
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+          [
+            0.18969255601647594,
+            0.762211791254206
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+        ]
       }
     },
     {
-      "type": "d6",
-      "value": 6,
-      "confidence": 0.95,
+      "type": "d4",
+      "value": 4,
       "box": {
-        "x": 0.19,
-        "y": 0.71,
-        "w": 0.14,
-        "h": 0.16
+        "x": 0.3405,
+        "y": 0.2028,
+        "w": 0.1313,
+        "h": 0.1317
+      },
+      "numeral": {
+        "corners": [
+          [
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+            0.2287
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+          [
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+            0.2696
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+          [
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+            0.2951
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+          [
+            0.3584,
+            0.2542
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+        ]
+      },
+      "face": {
+        "poly": [
+          [
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+            0.23386060902044511
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+            0.28647104037040955
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+        ]
       }
     },
     {
       "type": "d6",
       "value": 1,
-      "confidence": 0.85,
       "box": {
-        "x": 0.28,
-        "y": 0.88,
-        "w": 0.12,
-        "h": 0.12
+        "x": 0.2756,
+        "y": 0.8705,
+        "w": 0.1198,
+        "h": 0.1191
+      },
+      "face": {
+        "poly": [
+          [
+            0.33151185180327875,
+            0.869906959363216
+          ],
+          [
+            0.4053106258351863,
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+          [
+            0.3381436379803752,
+            1
+          ],
+          [
+            0.2643448639484677,
+            0.946713543690456
+          ]
+        ]
       }
     }
   ],
@@ -74,5 +147,6 @@
       }
     }
   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614633509-x.json b/raw/sidecars/c1783614633509-x.json
index 25592fedce7851173dd3dbc1fb07f98bd7fb1ffc..bdccb3d48466640278f1c8c9433c9d9e99b13c2b 100644
--- a/raw/sidecars/c1783614633509-x.json
+++ b/raw/sidecars/c1783614633509-x.json
@@ -2,40 +2,153 @@
   "schemaVersion": 1,
   "id": "c1783614633509-x",
   "createdAt": "2026-07-09T17:27:04.267460+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783614633509-x.jpg",
   "labels": [
     {
-      "type": "d6",
-      "value": 5,
-      "confidence": 0.9,
+      "type": "d4",
+      "value": 2,
       "box": {
-        "x": 0.03,
-        "y": 0.58,
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-        "h": 0.14
+        "x": 0.4695,
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+      "numeral": {
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+      "face": {
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     },
     {
       "type": "d6",
       "value": 3,
-      "confidence": 0.95,
       "box": {
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-        "y": 0.47,
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-        "h": 0.14
+        "x": 0.5099,
+        "y": 0.4677,
+        "w": 0.1469,
+        "h": 0.1394
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+      "numeral": {
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     {
-      "type": "d4",
-      "value": 1,
-      "confidence": 0.25,
+      "type": "d6",
+      "value": 5,
       "box": {
-        "x": 0.46,
-        "y": 0.63,
-        "w": 0.13,
-        "h": 0.13
+        "x": 0.0217,
+        "y": 0.582,
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@@ -63,5 +176,6 @@
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   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614650737-y.json b/raw/sidecars/c1783614650737-y.json
index f06a95ca402f1674f3ff36d3aa8239e1123a0fb4..66e7143f338ebdfd8248879c986f5a730945ccd6 100644
--- a/raw/sidecars/c1783614650737-y.json
+++ b/raw/sidecars/c1783614650737-y.json
@@ -14,7 +14,47 @@
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@@ -25,7 +65,47 @@
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@@ -36,7 +116,47 @@
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@@ -47,7 +167,43 @@
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diff --git a/raw/sidecars/c1783614667621-z.json b/raw/sidecars/c1783614667621-z.json
index 880e66fb46e9af5e4041ae7f8e32dff88edd7d00..3aedaf191ce3005f0f4b0b717dcf59f6e2dc2128 100644
--- a/raw/sidecars/c1783614667621-z.json
+++ b/raw/sidecars/c1783614667621-z.json
@@ -14,7 +14,47 @@
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@@ -25,7 +65,47 @@
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@@ -36,7 +116,47 @@
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+      "confidence": 0.8,
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@@ -47,7 +167,43 @@
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diff --git a/raw/sidecars/c1783614684947-10.json b/raw/sidecars/c1783614684947-10.json
index 5b9f73da59d7192556dfb71154a7a7b3ada8ddd3..71996f39542ea5b8ffd11a9b24965af37ed71205 100644
--- a/raw/sidecars/c1783614684947-10.json
+++ b/raw/sidecars/c1783614684947-10.json
@@ -14,7 +14,27 @@
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@@ -25,7 +45,27 @@
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@@ -36,7 +76,27 @@
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@@ -47,7 +107,43 @@
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diff --git a/raw/sidecars/c1783614694986-11.json b/raw/sidecars/c1783614694986-11.json
index 3e78b118602adba4a025534a1019dd268dc3ff05..8f699119061126e524f6d5894a5c3669b6364cfe 100644
--- a/raw/sidecars/c1783614694986-11.json
+++ b/raw/sidecars/c1783614694986-11.json
@@ -14,7 +14,27 @@
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@@ -25,7 +45,11 @@
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+      "confidence": 0.9,
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@@ -36,7 +60,27 @@
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@@ -47,7 +91,43 @@
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diff --git a/raw/sidecars/c1783614717408-12.json b/raw/sidecars/c1783614717408-12.json
index 3ec10dd531d159e9567fa3294bbdacb618d56e3c..cf78ab2d3fa5ff7aa3baf5dee5fd64f84faa3886 100644
--- a/raw/sidecars/c1783614717408-12.json
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@@ -14,7 +14,47 @@
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diff --git a/raw/sidecars/c1783614731353-13.json b/raw/sidecars/c1783614731353-13.json
index 3677188ef930e05d9f519c35c99da63b225e4f90..6e454bb1732462f7267197a409e8dd6f22a890c7 100644
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index a7ba0fcd1dd53340443ac0dc3927c7ac718412a9..a16c6636cdbd1c102ca4bf1c67dd3ff771c4d92e 100644
--- a/raw/sidecars/c1783614756554-14.json
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@@ -6,7 +6,7 @@
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index 2359f9d6ad7165077edca2bc9a8a5fdff36b800f..886165323512eff488c9a9ad8d215d1edd794915 100644
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@@ -14,7 +14,43 @@
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index 2f4b18d8793d9b2fba6568203d4f7ada9c00f56b..fee29aa8597f3e639305d0ecd6077fc4605524a7 100644
--- a/raw/sidecars/c1783614822507-16.json
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@@ -14,7 +14,43 @@
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index 13052d9c13ded7ee51b4a33836a62d958968170e..86dc5d58935765a7015add84e1838ae05ab1a4f5 100644
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+          [
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+            0.91030677609553
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+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -162,5 +423,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783614876972-18.json b/raw/sidecars/c1783614876972-18.json
index fcdd02ee54dba61102aa67224f1c6c99ded4d89b..4861cc74bde7cb2a7e70aca49a96a6b05115ef84 100644
--- a/raw/sidecars/c1783614876972-18.json
+++ b/raw/sidecars/c1783614876972-18.json
@@ -2,85 +2,306 @@
   "schemaVersion": 1,
   "id": "c1783614876972-18",
   "createdAt": "2026-07-10T14:33:33.628Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "image": "c1783614876972-18.jpg",
   "labels": [
     {
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+      "type": "d8",
+      "value": 3,
       "box": {
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-        "y": 0.19,
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+        "y": 0.532,
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+        "h": 0.1555
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+      "numeral": {
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+      }
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       "box": {
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+        "x": 0.6581,
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+      "face": {
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       "box": {
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+        "y": 0.3332,
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+      "face": {
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       "box": {
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+        "x": 0.078,
+        "y": 0.5025,
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+      "face": {
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   ],
   "modelLabels": [
@@ -162,5 +383,6 @@
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   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783614889529-19.json b/raw/sidecars/c1783614889529-19.json
index 4d0d3e894ff60377e53a24310375ab516a41215b..1e5307ce49cffc62aa2322f579fac448e0fc4382 100644
--- a/raw/sidecars/c1783614889529-19.json
+++ b/raw/sidecars/c1783614889529-19.json
@@ -2,84 +2,345 @@
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   "id": "c1783614889529-19",
   "createdAt": "2026-07-09T17:27:04.267460+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783614889529-19.jpg",
   "labels": [
     {
-      "type": "d4",
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-      "confidence": 0.3,
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       "box": {
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@@ -151,5 +412,6 @@
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   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614899858-1a.json b/raw/sidecars/c1783614899858-1a.json
index 6f7161ee2e8ce3d9917e7b982331bb02be658ea8..f215eca94b053a6ec73a2cd88dc7f65e5fc762e8 100644
--- a/raw/sidecars/c1783614899858-1a.json
+++ b/raw/sidecars/c1783614899858-1a.json
@@ -2,84 +2,345 @@
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   "id": "c1783614899858-1a",
   "createdAt": "2026-07-09T17:27:04.267460+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783614899858-1a.jpg",
   "labels": [
     {
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+      "type": "d8",
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-      "confidence": 0.6,
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@@ -162,5 +423,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783614911853-1b.json b/raw/sidecars/c1783614911853-1b.json
index 6e6c22dbb285d8c48589a9ddf3e6b87d01dc4e02..f4ad47ed7221a4df82b5959174823cc57f9480b7 100644
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+++ b/raw/sidecars/c1783614911853-1b.json
@@ -2,84 +2,345 @@
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@@ -162,5 +423,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783618106646-0.json b/raw/sidecars/c1783618106646-0.json
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+            0.30234565498017363
+          ],
+          [
+            0.4495966537608832,
+            0.35304821946804055
+          ]
+        ]
       }
     },
     {
       "type": "d6",
       "value": 5,
-      "confidence": 0.95,
       "box": {
-        "x": 0.11,
-        "y": 0.79,
-        "w": 0.13,
-        "h": 0.14
+        "x": 0.1098,
+        "y": 0.7943,
+        "w": 0.158,
+        "h": 0.161
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.1777,
+            0.9278
+          ],
+          [
+            0.1407,
+            0.8721
+          ],
+          [
+            0.1961,
+            0.8323
+          ],
+          [
+            0.233,
+            0.888
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.20318242519519797,
+            0.8025182573042103
+          ],
+          [
+            0.26679039281793004,
+            0.8983357234678007
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+            0.17472521903557128,
+            0.9645361555642394
+          ],
+          [
+            0.11111725141283915,
+            0.8687186894006491
+          ]
+        ]
       }
     }
   ],
@@ -162,5 +391,6 @@
       }
     }
   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783618129512-2.json b/raw/sidecars/c1783618129512-2.json
index dd58c21bc73b8eeb0eac5938aa8cf000d9e9de51..fc0db768bc949ceb01731e58c8515e3586226ee6 100644
--- a/raw/sidecars/c1783618129512-2.json
+++ b/raw/sidecars/c1783618129512-2.json
@@ -2,21 +2,57 @@
   "schemaVersion": 1,
   "id": "c1783618129512-2",
   "createdAt": "2026-07-09T17:37:21.462166+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783618129512-2.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
-      "confidence": 0.25,
+      "value": 4,
       "box": {
-        "x": 0.03,
-        "y": 0.55,
-        "w": 0.15,
-        "h": 0.15
+        "x": 0.0357,
+        "y": 0.5566,
+        "w": 0.1651,
+        "h": 0.1566
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.2708,
+            0.6658
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+          [
+            0.3458,
+            0.6658
+          ],
+          [
+            0.3458,
+            0.7408
+          ],
+          [
+            0.2708,
+            0.7408
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.1290756631028762,
+            0.6502856318570246
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+          [
+            0.17135263036163834,
+            0.6647983100044127
+          ],
+          [
+            0.1381379858323605,
+            0.6956471285192943
+          ]
+        ]
       }
     }
   ],
   "modelLabels": [],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783618138238-3.json b/raw/sidecars/c1783618138238-3.json
index 20b964ffbc18b5571eac5b8d32ff3861f11e3af4..3386517d6374f8bdb347f84674e8914258430a5e 100644
--- a/raw/sidecars/c1783618138238-3.json
+++ b/raw/sidecars/c1783618138238-3.json
@@ -2,19 +2,54 @@
   "schemaVersion": 1,
   "id": "c1783618138238-3",
   "createdAt": "2026-07-10T14:33:33.640Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "image": "c1783618138238-3.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 2,
+      "value": 4,
       "box": {
-        "x": 0.29,
-        "y": 0.44,
-        "w": 0.19,
-        "h": 0.17
+        "x": 0.2905,
+        "y": 0.4429,
+        "w": 0.1651,
+        "h": 0.161
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.3492,
+            0.5534
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+          [
+            0.3956,
+            0.5534
+          ],
+          [
+            0.3956,
+            0.5966
+          ],
+          [
+            0.3492,
+            0.5966
+          ]
+        ]
       },
-      "confidence": 0.3
+      "face": {
+        "poly": [
+          [
+            0.36861082074781953,
+            0.5590117713785568
+          ],
+          [
+            0.38889144689686544,
+            0.5864796804451241
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+          [
+            0.3558947811834399,
+            0.59102509894904
+          ]
+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -30,5 +65,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783618146839-4.json b/raw/sidecars/c1783618146839-4.json
index 4a8fa98f5b011c66813192bbff0f9f788a773967..2b5cf796f9f3eae523afe8fb72b1eebb4b84fa91 100644
--- a/raw/sidecars/c1783618146839-4.json
+++ b/raw/sidecars/c1783618146839-4.json
@@ -2,21 +2,57 @@
   "schemaVersion": 1,
   "id": "c1783618146839-4",
   "createdAt": "2026-07-09T17:37:21.462166+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783618146839-4.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
-      "confidence": 0.2,
+      "value": 4,
       "box": {
-        "x": 0.0,
-        "y": 0.38,
-        "w": 0.1,
-        "h": 0.15
+        "x": 0.0026,
+        "y": 0.3951,
+        "w": 0.1051,
+        "h": 0.1246
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.0301,
+            0.4469
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+          [
+            0.0599,
+            0.4201
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+          [
+            0.0847,
+            0.45
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+          [
+            0.055,
+            0.4768
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+        ]
+      },
+      "face": {
+        "poly": [
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+            0.42796136735899687
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+          [
+            0.08506264758704768,
+            0.4425888936896859
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+          [
+            0.04886734367532767,
+            0.4785810831533506
+          ]
+        ]
       }
     }
   ],
   "modelLabels": [],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783618152763-5.json b/raw/sidecars/c1783618152763-5.json
index 3cd8ac4b2affc8b2447f95cd6166b9ce99a8191c..4c85c9734afc02b4fe92328f13401c974e9066e7 100644
--- a/raw/sidecars/c1783618152763-5.json
+++ b/raw/sidecars/c1783618152763-5.json
@@ -2,21 +2,57 @@
   "schemaVersion": 1,
   "id": "c1783618152763-5",
   "createdAt": "2026-07-09T17:37:21.462166+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783618152763-5.jpg",
   "labels": [
     {
       "type": "d4",
       "value": 1,
-      "confidence": 0.2,
       "box": {
-        "x": 0.02,
-        "y": 0.51,
-        "w": 0.13,
-        "h": 0.13
+        "x": 0.0327,
+        "y": 0.5062,
+        "w": 0.1147,
+        "h": 0.1209
+      },
+      "numeral": {
+        "corners": [
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+            0.5562
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+            0.5335
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+            0.1203,
+            0.5581
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+          [
+            0.1032,
+            0.5807
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+        ]
+      },
+      "face": {
+        "poly": [
+          [
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+            0.5355119367267617
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+          [
+            0.12211608386252934,
+            0.5435997012244796
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+          [
+            0.08834730949684716,
+            0.588297245782383
+          ]
+        ]
       }
     }
   ],
   "modelLabels": [],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783618162188-6.json b/raw/sidecars/c1783618162188-6.json
index def3fc94c3768c285a26a87b00bfb48200ee789b..69611a0e31115ae56e56a5c23250050c23923857 100644
--- a/raw/sidecars/c1783618162188-6.json
+++ b/raw/sidecars/c1783618162188-6.json
@@ -2,21 +2,57 @@
   "schemaVersion": 1,
   "id": "c1783618162188-6",
   "createdAt": "2026-07-09T17:37:21.462166+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783618162188-6.jpg",
   "labels": [
     {
       "type": "d4",
       "value": 1,
-      "confidence": 0.25,
       "box": {
-        "x": 0.31,
-        "y": 0.73,
-        "w": 0.14,
-        "h": 0.15
+        "x": 0.3029,
+        "y": 0.7275,
+        "w": 0.1451,
+        "h": 0.1484
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.3817,
+            0.8474
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+          [
+            0.3552,
+            0.8185
+          ],
+          [
+            0.3925,
+            0.7814
+          ],
+          [
+            0.419,
+            0.8104
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.35246752027468475,
+            0.8436184053291023
+          ],
+          [
+            0.37157117758891683,
+            0.7757872627711957
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+          [
+            0.4184623970883215,
+            0.8269213792693804
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+        ]
       }
     }
   ],
   "modelLabels": [],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783618167088-7.json b/raw/sidecars/c1783618167088-7.json
index 450a7c66b0313be6a02c591c2ab0a2ac37f4a8b3..7548f72dbd70327ad3df2f88e0b1f5acdd8907f9 100644
--- a/raw/sidecars/c1783618167088-7.json
+++ b/raw/sidecars/c1783618167088-7.json
@@ -2,21 +2,37 @@
   "schemaVersion": 1,
   "id": "c1783618167088-7",
   "createdAt": "2026-07-09T17:37:21.462166+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783618167088-7.jpg",
   "labels": [
     {
       "type": "d4",
       "value": 1,
-      "confidence": 0.2,
       "box": {
-        "x": 0.0,
-        "y": 0.75,
-        "w": 0.12,
-        "h": 0.15
+        "x": 0.0261,
+        "y": 0.7299,
+        "w": 0.1393,
+        "h": 0.1282
+      },
+      "face": {
+        "poly": [
+          [
+            0.06657841433511882,
+            0.8067262144289232
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+          [
+            0.12306038467967387,
+            0.8232545622809468
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+          [
+            0.08106597742751498,
+            0.865898826694879
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+        ]
       }
     }
   ],
   "modelLabels": [],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783618179426-9.json b/raw/sidecars/c1783618179426-9.json
index 372c72ad52d28a1bedec6dad63504b04d0bb992e..0576e05a72c2e228bfc4fa4557b510b0b26ddaff 100644
--- a/raw/sidecars/c1783618179426-9.json
+++ b/raw/sidecars/c1783618179426-9.json
@@ -2,40 +2,153 @@
   "schemaVersion": 1,
   "id": "c1783618179426-9",
   "createdAt": "2026-07-09T17:37:21.462166+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783618179426-9.jpg",
   "labels": [
     {
       "type": "d6",
       "value": 2,
-      "confidence": 0.95,
       "box": {
-        "x": 0.4,
-        "y": 0.11,
-        "w": 0.13,
-        "h": 0.13
+        "x": 0.3886,
+        "y": 0.5274,
+        "w": 0.1535,
+        "h": 0.163
+      },
+      "numeral": {
+        "corners": [
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+            0.5907
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+            0.535
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+            0.6455
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+          [
+            0.4435,
+            0.7012
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+        ]
+      },
+      "face": {
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+            0.5391209973736191
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+          [
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+            0.6515897415730123
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+            0.5873971545787342
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     },
     {
       "type": "d6",
       "value": 4,
-      "confidence": 0.95,
       "box": {
-        "x": 0.39,
-        "y": 0.53,
-        "w": 0.15,
-        "h": 0.15
+        "x": 0.4004,
+        "y": 0.103,
+        "w": 0.1322,
+        "h": 0.1328
+      },
+      "numeral": {
+        "corners": [
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+            0.2341
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+      },
+      "face": {
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+            0.23508554262229653
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+            0.1628286369789734
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+        ]
       }
     },
     {
       "type": "d4",
-      "value": 1,
-      "confidence": 0.25,
+      "value": 4,
       "box": {
-        "x": 0.75,
-        "y": 0.58,
-        "w": 0.14,
-        "h": 0.13
+        "x": 0.7603,
+        "y": 0.5846,
+        "w": 0.1312,
+        "h": 0.1284
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.8395,
+            0.6467
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+          [
+            0.8541,
+            0.6746
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+          [
+            0.8177,
+            0.6951
+          ],
+          [
+            0.8032,
+            0.6672
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+        ]
+      },
+      "face": {
+        "poly": [
+          [
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+            0.6530095874154938
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+        ]
       }
     }
   ],
@@ -63,5 +176,6 @@
       }
     }
   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783618188166-a.json b/raw/sidecars/c1783618188166-a.json
index 0f6a430b2f53a497f69f1a20461ee4de2556156f..5215763f05cdb2f8827319a55934ed512254a63e 100644
--- a/raw/sidecars/c1783618188166-a.json
+++ b/raw/sidecars/c1783618188166-a.json
@@ -2,40 +2,117 @@
   "schemaVersion": 1,
   "id": "c1783618188166-a",
   "createdAt": "2026-07-09T17:37:21.462166+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783618188166-a.jpg",
   "labels": [
     {
       "type": "d6",
-      "value": 6,
-      "confidence": 0.95,
+      "value": 2,
       "box": {
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-        "y": 0.53,
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+        "x": 0.2106,
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     },
     {
-      "type": "d4",
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-      "confidence": 0.3,
+      "type": "d6",
+      "value": 6,
       "box": {
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-        "h": 0.15
+        "x": 0.3957,
+        "y": 0.8655,
+        "w": 0.1691,
+        "h": 0.1345
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     },
     {
-      "type": "d6",
+      "type": "d4",
       "value": 2,
-      "confidence": 0.7,
       "box": {
-        "x": 0.41,
-        "y": 0.86,
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-        "h": 0.14
+        "x": 0.3598,
+        "y": 0.7115,
+        "w": 0.1503,
+        "h": 0.1424
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+      "numeral": {
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+      "face": {
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     }
   ],
@@ -52,5 +129,6 @@
       }
     }
   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783618193860-b.json b/raw/sidecars/c1783618193860-b.json
index 0ce6d062a3dd12d47c6b088e92dc96d83b2eb3e7..5ff80d7b6e23f5037e960d243089607c86db6fe4 100644
--- a/raw/sidecars/c1783618193860-b.json
+++ b/raw/sidecars/c1783618193860-b.json
@@ -2,41 +2,142 @@
   "schemaVersion": 1,
   "id": "c1783618193860-b",
   "createdAt": "2026-07-10T14:33:33.650Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "image": "c1783618193860-b.jpg",
   "labels": [
     {
       "type": "d4",
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+      "value": 3,
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+        "y": 0.6418,
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+        "h": 0.128
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+      "numeral": {
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@@ -74,5 +175,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783618207108-c.json b/raw/sidecars/c1783618207108-c.json
index 8563b35c5fefcd4ac81c82de84995c78f1e41225..8e8197221226fecf1c5345d56be5b9a3f49fa191 100644
--- a/raw/sidecars/c1783618207108-c.json
+++ b/raw/sidecars/c1783618207108-c.json
@@ -2,30 +2,100 @@
   "schemaVersion": 1,
   "id": "c1783618207108-c",
   "createdAt": "2026-07-10T14:33:33.662Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "image": "c1783618207108-c.jpg",
   "labels": [
     {
       "type": "d4",
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+      "value": 4,
       "box": {
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+        "x": 0.5582,
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+        "y": 0.8371,
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+        "h": 0.1629
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+      "face": {
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@@ -52,5 +122,6 @@
       }
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783618213151-d.json b/raw/sidecars/c1783618213151-d.json
index cb538b2b660c9409fb8affffd3b1bd653a4461ce..ee8b28620cc10947daa2fa723bf397965548776b 100644
--- a/raw/sidecars/c1783618213151-d.json
+++ b/raw/sidecars/c1783618213151-d.json
@@ -2,29 +2,79 @@
   "schemaVersion": 1,
   "id": "c1783618213151-d",
   "createdAt": "2026-07-09T17:37:21.462166+00:00",
-  "model": "assistant-adjudicated",
+  "model": "human-relabel",
   "image": "c1783618213151-d.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
-      "confidence": 0.2,
+      "value": 3,
       "box": {
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+        "x": 0.0155,
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       "box": {
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+        "x": 0.4093,
+        "y": 0.6086,
+        "w": 0.1786,
+        "h": 0.1827
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+      "numeral": {
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+      "face": {
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@@ -41,5 +91,6 @@
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   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783618220478-e.json b/raw/sidecars/c1783618220478-e.json
index f7d6582fcb1c7176792ce147ee8e6cffad3800be..f03acd7b8bdf7e1fc4b6c6f81060781734d2dd9d 100644
--- a/raw/sidecars/c1783618220478-e.json
+++ b/raw/sidecars/c1783618220478-e.json
@@ -2,30 +2,100 @@
   "schemaVersion": 1,
   "id": "c1783618220478-e",
   "createdAt": "2026-07-10T14:33:33.667Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "image": "c1783618220478-e.jpg",
   "labels": [
     {
       "type": "d4",
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+      "value": 1,
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+        "x": 0.034,
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+      "face": {
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+        "x": 0.2013,
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+      "face": {
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   "modelLabels": [
@@ -52,5 +122,6 @@
       }
     }
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-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783640251567-0.json b/raw/sidecars/c1783640251567-0.json
index 287061e5feef95b3ac3a173fc6556c56a613abcb..47e9ec6dddecd21443f4fa9310a8f46a475a1628 100644
--- a/raw/sidecars/c1783640251567-0.json
+++ b/raw/sidecars/c1783640251567-0.json
@@ -2,7 +2,7 @@
   "schemaVersion": 1,
   "id": "c1783640251567-0",
   "createdAt": "2026-07-10T14:33:33.676Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783640251567-0.jpg",
   "labels": [
@@ -10,23 +10,93 @@
       "type": "d4",
       "value": 2,
       "box": {
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+        "x": 0.2587,
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+        "x": 0.2331,
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+      "face": {
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   "modelLabels": [
@@ -53,5 +123,6 @@
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     }
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-  "corrected": false
+  "corrected": false,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783640520459-2.json b/raw/sidecars/c1783640520459-2.json
index eee94d555acb42db81a50b93a397888008290cff..c75fde4701d67d5b5e0e466749fa69fc2d030f95 100644
--- a/raw/sidecars/c1783640520459-2.json
+++ b/raw/sidecars/c1783640520459-2.json
@@ -2,7 +2,7 @@
   "schemaVersion": 1,
   "id": "c1783640520459-2",
   "createdAt": "2026-07-10T14:33:33.681Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783640520459-2.jpg",
   "labels": [
@@ -10,23 +10,93 @@
       "type": "d4",
       "value": 4,
       "box": {
-        "x": 0.29,
-        "y": 0.21,
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-        "h": 0.13
+        "x": 0.2866,
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   "modelLabels": [
@@ -53,5 +123,6 @@
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-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783640563115-3.json b/raw/sidecars/c1783640563115-3.json
index 3f358ef04d5353ae329575f72a1c9ba0eebf8da7..33cf5992df3d3f2a574c9a4e327b449d145d876f 100644
--- a/raw/sidecars/c1783640563115-3.json
+++ b/raw/sidecars/c1783640563115-3.json
@@ -2,75 +2,301 @@
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   "id": "c1783640563115-3",
   "createdAt": "2026-07-10T14:33:33.694Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783640563115-3.jpg",
   "labels": [
     {
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@@ -141,5 +367,6 @@
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 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783640664629-4.json b/raw/sidecars/c1783640664629-4.json
index 3e96ac36d786704c65f83c32c977fd47dbd419aa..ae9fb59caae2f471144d6fee8acd4e78ec07648d 100644
--- a/raw/sidecars/c1783640664629-4.json
+++ b/raw/sidecars/c1783640664629-4.json
@@ -2,68 +2,300 @@
   "schemaVersion": 1,
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@@ -129,5 +361,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783640692770-5.json b/raw/sidecars/c1783640692770-5.json
index ea7c49ff3ffd2c5cf078abaaf1620e8406fb67de..38cd7ad8e59c3d43ddea77dd9697898afe1da985 100644
--- a/raw/sidecars/c1783640692770-5.json
+++ b/raw/sidecars/c1783640692770-5.json
@@ -2,75 +2,301 @@
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   "id": "c1783640692770-5",
   "createdAt": "2026-07-10T14:33:33.706Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
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   "image": "c1783640692770-5.jpg",
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@@ -141,5 +367,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783640733235-7.json b/raw/sidecars/c1783640733235-7.json
index b83bb4085930614d8a55813297e9b7741119397d..ec76259c0450e159197007ee6f0aa260e1ccf480 100644
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+++ b/raw/sidecars/c1783640733235-7.json
@@ -2,68 +2,214 @@
   "schemaVersion": 1,
   "id": "c1783640733235-7",
   "createdAt": "2026-07-10T14:58:32.051Z",
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+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783640733235-7.jpg",
   "labels": [
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-        "y": 0.24,
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@@ -129,5 +275,6 @@
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-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783640769163-9.json b/raw/sidecars/c1783640769163-9.json
index b6cdc4800a453f0edfdcc8c77df0c51b89e1c25c..0bb443261329b89db61da3d140864e44881ea224 100644
--- a/raw/sidecars/c1783640769163-9.json
+++ b/raw/sidecars/c1783640769163-9.json
@@ -15,7 +15,47 @@
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@@ -26,7 +66,47 @@
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@@ -37,7 +117,47 @@
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@@ -48,7 +168,47 @@
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diff --git a/raw/sidecars/c1783640777842-a.json b/raw/sidecars/c1783640777842-a.json
index 823e5061bd890e6541cef9440560fbff9c4999ab..4a93bc0dff1e30f4f254a79b562ccbc627ff0bc2 100644
--- a/raw/sidecars/c1783640777842-a.json
+++ b/raw/sidecars/c1783640777842-a.json
@@ -15,7 +15,27 @@
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@@ -26,7 +46,47 @@
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@@ -37,7 +97,27 @@
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@@ -48,7 +128,47 @@
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diff --git a/raw/sidecars/c1783640792946-b.json b/raw/sidecars/c1783640792946-b.json
index 4ef014d1b046591cba0b315bcaa5d6fed56e24ca..2510c4e742e455d25a27922a00e46d45652f9cd2 100644
--- a/raw/sidecars/c1783640792946-b.json
+++ b/raw/sidecars/c1783640792946-b.json
@@ -15,7 +15,47 @@
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@@ -26,7 +66,27 @@
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@@ -37,7 +97,27 @@
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@@ -48,7 +128,27 @@
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diff --git a/raw/sidecars/c1783640804921-c.json b/raw/sidecars/c1783640804921-c.json
index af8b5bf5a9f884032d63b12399dc023134714768..11e9af5e30d1e8780937f45fc9bbd78227e7a48b 100644
--- a/raw/sidecars/c1783640804921-c.json
+++ b/raw/sidecars/c1783640804921-c.json
@@ -15,7 +15,27 @@
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@@ -26,7 +46,27 @@
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@@ -37,7 +77,27 @@
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@@ -48,7 +108,27 @@
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diff --git a/raw/sidecars/c1783640822105-d.json b/raw/sidecars/c1783640822105-d.json
index 28e356ff5004cb36496106f52575fbde378030b2..0575fc574c2cf5cc403374ea9c76183c492a4e28 100644
--- a/raw/sidecars/c1783640822105-d.json
+++ b/raw/sidecars/c1783640822105-d.json
@@ -15,7 +15,47 @@
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index c3cb4ae489dd520ae315b3d851c52f1b8e43f2c7..702eb4403e5fc15fc99ce1590d3ce8e40c355401 100644
--- a/raw/sidecars/c1783640835173-e.json
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@@ -14,6 +14,42 @@
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index 62efed0f18c00f0fac44748c461cc044bc60549b..59892da533822ef0ed0bd5f600a300fb41dcb4c9 100644
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@@ -15,7 +15,43 @@
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@@ -15,7 +15,43 @@
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index d2bd67b512e7b907b036a292db6eb258febc8ffc..6c24cbb8ed0c641e1baaf96d4f94f423040c8a63 100644
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@@ -15,7 +15,43 @@
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@@ -15,7 +15,43 @@
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index e0a2ff8f6597518e346363f02b2c5819ec9dd579..9f9b3f343afeeeb16687e1d23e550cc60ac4217e 100644
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@@ -15,7 +15,47 @@
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index 6e1fa0cea4afe42cde6683ad683dc781dec9bcd8..f3b01e0af630fa692862db1b5a7ce332815f85e8 100644
--- a/raw/sidecars/c1783640941184-k.json
+++ b/raw/sidecars/c1783640941184-k.json
@@ -14,6 +14,46 @@
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index 5589fcdaec9d22a54d93a2e14a612e3b6f67136d..180f514a731c716586ff00dd3ab1e3948fb5a139 100644
--- a/raw/sidecars/c1783640952033-l.json
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@@ -15,7 +15,47 @@
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@@ -14,6 +14,46 @@
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diff --git a/raw/sidecars/c1783640981058-n.json b/raw/sidecars/c1783640981058-n.json
index 79402c4c8bfb5e308a04f7b570b2d132c3056139..3b6fd89b6f732c768fb9b616fe244aa04846e7fc 100644
--- a/raw/sidecars/c1783640981058-n.json
+++ b/raw/sidecars/c1783640981058-n.json
@@ -1,57 +1,137 @@
-{
-  "schemaVersion": 1,
-  "id": "c1783640981058-n",
-  "createdAt": "2026-07-10T14:33:33.827Z",
-  "model": "reconciled:claude-sonnet-5",
-  "camera": "Android Webcam (18d1:4eed)",
-  "image": "c1783640981058-n.jpg",
-  "labels": [
-    {
-      "type": "d10",
-      "value": 8,
-      "box": {
-        "x": 0.335,
-        "y": 0.055,
-        "w": 0.16,
-        "h": 0.16
-      },
-      "confidence": 0.75
-    },
-    {
-      "type": "d100",
-      "value": 10,
-      "box": {
-        "x": 0.345,
-        "y": 0.365,
-        "w": 0.13,
-        "h": 0.135
-      },
-      "confidence": 0.7
-    }
-  ],
-  "modelLabels": [
-    {
-      "type": "d10",
-      "value": 8,
-      "confidence": 0.75,
-      "box": {
-        "x": 0.335,
-        "y": 0.055,
-        "w": 0.16,
-        "h": 0.16
-      }
-    },
-    {
-      "type": "d10",
-      "value": 10,
-      "confidence": 0.7,
-      "box": {
-        "x": 0.345,
-        "y": 0.365,
-        "w": 0.13,
-        "h": 0.135
-      }
-    }
-  ],
-  "corrected": false
+{
+  "schemaVersion": 1,
+  "id": "c1783640981058-n",
+  "createdAt": "2026-07-10T14:33:33.827Z",
+  "model": "reconciled:claude-sonnet-5",
+  "camera": "Android Webcam (18d1:4eed)",
+  "image": "c1783640981058-n.jpg",
+  "labels": [
+    {
+      "type": "d10",
+      "value": 8,
+      "box": {
+        "x": 0.335,
+        "y": 0.055,
+        "w": 0.16,
+        "h": 0.16
+      },
+      "confidence": 0.75,
+      "numeral": {
+        "corners": [
+          [
+            0.3829,
+            0.1018
+          ],
+          [
+            0.4242,
+            0.1156
+          ],
+          [
+            0.4069,
+            0.1744
+          ],
+          [
+            0.3655,
+            0.1607
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.4102576086366028,
+            0.07780448321901398
+          ],
+          [
+            0.42879081896821086,
+            0.1537052779697081
+          ],
+          [
+            0.3861962993020426,
+            0.18365444466160816
+          ],
+          [
+            0.3611709328326741,
+            0.13631379463563187
+          ]
+        ]
+      }
+    },
+    {
+      "type": "d100",
+      "value": 10,
+      "box": {
+        "x": 0.345,
+        "y": 0.365,
+        "w": 0.13,
+        "h": 0.135
+      },
+      "confidence": 0.7,
+      "numeral": {
+        "corners": [
+          [
+            0.4384,
+            0.4465
+          ],
+          [
+            0.4066,
+            0.4871
+          ],
+          [
+            0.3465,
+            0.4337
+          ],
+          [
+            0.3784,
+            0.3931
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.40995153966684433,
+            0.4101581138054891
+          ],
+          [
+            0.43118035890067863,
+            0.4780398718852502
+          ],
+          [
+            0.3663072714646281,
+            0.45916858943346855
+          ],
+          [
+            0.36337382439949834,
+            0.40972055976551297
+          ]
+        ]
+      }
+    }
+  ],
+  "modelLabels": [
+    {
+      "type": "d10",
+      "value": 8,
+      "confidence": 0.75,
+      "box": {
+        "x": 0.335,
+        "y": 0.055,
+        "w": 0.16,
+        "h": 0.16
+      }
+    },
+    {
+      "type": "d10",
+      "value": 10,
+      "confidence": 0.7,
+      "box": {
+        "x": 0.345,
+        "y": 0.365,
+        "w": 0.13,
+        "h": 0.135
+      }
+    }
+  ],
+  "corrected": false
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783640994326-o.json b/raw/sidecars/c1783640994326-o.json
index 27f8851794d2f19186e530f38e42427cb52a0b72..2f31da79dd99d21f8fa4bff1f71e8841ee3a356a 100644
--- a/raw/sidecars/c1783640994326-o.json
+++ b/raw/sidecars/c1783640994326-o.json
@@ -15,7 +15,11 @@
         "w": 0.12,
         "h": 0.14
       },
-      "confidence": 0.55
+      "confidence": 0.55,
+      "face": {
+        "poly": [],
+        "illegible": true
+      }
     },
     {
       "type": "d8",
@@ -26,7 +30,43 @@
         "w": 0.11,
         "h": 0.13
       },
-      "confidence": 0.45
+      "confidence": 0.45,
+      "numeral": {
+        "corners": [
+          [
+            0.8495,
+            0.2841
+          ],
+          [
+            0.8724,
+            0.3314
+          ],
+          [
+            0.8203,
+            0.36
+          ],
+          [
+            0.7974,
+            0.3127
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.784220470114269,
+            0.2847326412689395
+          ],
+          [
+            0.8931741435649658,
+            0.2983562742710284
+          ],
+          [
+            0.8276053863207654,
+            0.3919110844600322
+          ]
+        ]
+      }
     }
   ],
   "modelLabels": [
diff --git a/raw/sidecars/c1783641006891-p.json b/raw/sidecars/c1783641006891-p.json
index e27ad989f7f136f584b6cd48b3fcfa26a5fe1c79..ab1bdaa890a05bcd9585323428e0692e571409d8 100644
--- a/raw/sidecars/c1783641006891-p.json
+++ b/raw/sidecars/c1783641006891-p.json
@@ -14,6 +14,42 @@
         "y": 0.192,
         "w": 0.132,
         "h": 0.132
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.2518,
+            0.2529
+          ],
+          [
+            0.2663,
+            0.2056
+          ],
+          [
+            0.3179,
+            0.2236
+          ],
+          [
+            0.3035,
+            0.2708
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.32969412678955384,
+            0.18716205034885824
+          ],
+          [
+            0.30205430071415934,
+            0.30671748176051916
+          ],
+          [
+            0.21853605566936374,
+            0.22147833811355266
+          ]
+        ]
       }
     },
     {
@@ -24,6 +60,42 @@
         "y": 0.06,
         "w": 0.128,
         "h": 0.138
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.5956,
+            0.0965
+          ],
+          [
+            0.5937,
+            0.1348
+          ],
+          [
+            0.5344,
+            0.1315
+          ],
+          [
+            0.5363,
+            0.0932
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.5370532010831961,
+            0.05078514042897146
+          ],
+          [
+            0.6219985057780966,
+            0.11413330379985634
+          ],
+          [
+            0.5279498316002459,
+            0.16070966944094192
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/c1783641022299-q.json b/raw/sidecars/c1783641022299-q.json
index a4ff4f632b68722dafb546dab4c7e24c6db7ba95..958aef4e97e708ff599fceb625a4c2160d5f8a15 100644
--- a/raw/sidecars/c1783641022299-q.json
+++ b/raw/sidecars/c1783641022299-q.json
@@ -14,6 +14,42 @@
         "y": 0.173,
         "w": 0.115,
         "h": 0.158
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.1699,
+            0.192
+          ],
+          [
+            0.2158,
+            0.2072
+          ],
+          [
+            0.1946,
+            0.2794
+          ],
+          [
+            0.1488,
+            0.2642
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.1997502728985473,
+            0.1721599255685816
+          ],
+          [
+            0.2316689216396739,
+            0.28695453059879555
+          ],
+          [
+            0.12224754975264415,
+            0.25896024866289924
+          ]
+        ]
       }
     },
     {
@@ -24,6 +60,42 @@
         "y": 0.357,
         "w": 0.122,
         "h": 0.128
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.6587,
+            0.4203
+          ],
+          [
+            0.6604,
+            0.3709
+          ],
+          [
+            0.7111,
+            0.373
+          ],
+          [
+            0.7093,
+            0.4224
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.723508809494663,
+            0.33817880821850654
+          ],
+          [
+            0.7188215141632682,
+            0.46609222809135625
+          ],
+          [
+            0.6170222003805297,
+            0.3978176461106722
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/c1783641031952-r.json b/raw/sidecars/c1783641031952-r.json
index cee29511fd979810dae20abe71874ce0879a1648..fbb751cc547e42b116b99380e26277124f6244ee 100644
--- a/raw/sidecars/c1783641031952-r.json
+++ b/raw/sidecars/c1783641031952-r.json
@@ -14,6 +14,42 @@
         "y": 0.311,
         "w": 0.121,
         "h": 0.123
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.2708,
+            0.3676
+          ],
+          [
+            0.2912,
+            0.3303
+          ],
+          [
+            0.3341,
+            0.3569
+          ],
+          [
+            0.3136,
+            0.3942
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.36698149771149724,
+            0.3242701182733147
+          ],
+          [
+            0.311255571609204,
+            0.4374761349872777
+          ],
+          [
+            0.24694986427304866,
+            0.3295391693168054
+          ]
+        ]
       }
     },
     {
@@ -24,6 +60,42 @@
         "y": 0.421,
         "w": 0.14,
         "h": 0.137
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.5972,
+            0.4742
+          ],
+          [
+            0.573,
+            0.5052
+          ],
+          [
+            0.5315,
+            0.4686
+          ],
+          [
+            0.5557,
+            0.4375
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.5796814180220259,
+            0.397767800514147
+          ],
+          [
+            0.6073088643052182,
+            0.5159672130109335
+          ],
+          [
+            0.49726100974006376,
+            0.4823175306092286
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/c1783641051291-s.json b/raw/sidecars/c1783641051291-s.json
index 847c92680fad596b3d3c11bf9535c782209cd3ce..a9b7e7b03bf921881dcc569049596939e52fec31 100644
--- a/raw/sidecars/c1783641051291-s.json
+++ b/raw/sidecars/c1783641051291-s.json
@@ -7,23 +7,95 @@
   "image": "c1783641051291-s.jpg",
   "labels": [
     {
-      "type": "d12",
+      "type": "d8",
       "value": 1,
       "box": {
         "x": 0.558,
         "y": 0.232,
         "w": 0.09,
         "h": 0.11
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.6091,
+            0.225
+          ],
+          [
+            0.6555,
+            0.2707
+          ],
+          [
+            0.6033,
+            0.3308
+          ],
+          [
+            0.5569,
+            0.2852
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.6498109718930022,
+            0.2211300305700377
+          ],
+          [
+            0.6235109006683791,
+            0.34516199823931926
+          ],
+          [
+            0.535678127438619,
+            0.2589187502205305
+          ]
+        ]
       }
     },
     {
-      "type": "d12",
+      "type": "d8",
       "value": 1,
       "box": {
         "x": 0.783,
         "y": 0.227,
         "w": 0.092,
         "h": 0.122
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.8777,
+            0.2911
+          ],
+          [
+            0.8402,
+            0.3341
+          ],
+          [
+            0.7881,
+            0.2826
+          ],
+          [
+            0.8256,
+            0.2397
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.8340381119422373,
+            0.2129210998273074
+          ],
+          [
+            0.8842768215001,
+            0.32459372993544877
+          ],
+          [
+            0.7682372300192015,
+            0.31503662372205543
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/c1783641059114-t.json b/raw/sidecars/c1783641059114-t.json
index 8be750692f0c68eccdc58875121fa6437572716c..c4ff74d72b47a9472e8961e8b1690086d9cad89f 100644
--- a/raw/sidecars/c1783641059114-t.json
+++ b/raw/sidecars/c1783641059114-t.json
@@ -7,23 +7,95 @@
   "image": "c1783641059114-t.jpg",
   "labels": [
     {
-      "type": "d12",
+      "type": "d8",
       "value": 1,
       "box": {
         "x": 0.498,
         "y": 0.045,
         "w": 0.108,
         "h": 0.093
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.585,
+            0.1158
+          ],
+          [
+            0.5394,
+            0.1178
+          ],
+          [
+            0.5373,
+            0.0633
+          ],
+          [
+            0.5829,
+            0.0613
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.6167286420659878,
+            0.04327095028575957
+          ],
+          [
+            0.5634582744490187,
+            0.15141439607925816
+          ],
+          [
+            0.5020465690619167,
+            0.04827074260025667
+          ]
+        ]
       }
     },
     {
-      "type": "d12",
+      "type": "d8",
       "value": 1,
       "box": {
         "x": 0.747,
         "y": 0.138,
         "w": 0.122,
         "h": 0.125
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.7941,
+            0.1943
+          ],
+          [
+            0.7995,
+            0.1609
+          ],
+          [
+            0.8491,
+            0.17
+          ],
+          [
+            0.8437,
+            0.2035
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.8605202595721985,
+            0.1269834649258713
+          ],
+          [
+            0.8453598683611686,
+            0.24365636892288106
+          ],
+          [
+            0.757948766297402,
+            0.171354372882017
+          ]
+        ]
       }
     }
   ],
diff --git a/raw/sidecars/c1783641071499-u.json b/raw/sidecars/c1783641071499-u.json
index 8fda88ae46ae2016ca7f444a72582ad509b3d725..beb37b6a85eb5dfa78f7ca16b9bbacfe15456630 100644
--- a/raw/sidecars/c1783641071499-u.json
+++ b/raw/sidecars/c1783641071499-u.json
@@ -15,7 +15,51 @@
         "w": 0.155,
         "h": 0.16
       },
-      "confidence": 0.75
+      "confidence": 0.75,
+      "numeral": {
+        "corners": [
+          [
+            0.7693,
+            0.332
+          ],
+          [
+            0.6919,
+            0.3279
+          ],
+          [
+            0.6957,
+            0.248
+          ],
+          [
+            0.7731,
+            0.2521
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
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+            0.23371539354841042
+          ],
+          [
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+            0.2367719906797167
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+          [
+            0.7772356736710244,
+            0.2951798744930603
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+          [
+            0.7295924140060901,
+            0.3282213347693552
+          ],
+          [
+            0.6853272353759949,
+            0.29023419644469134
+          ]
+        ]
+      }
     },
     {
       "type": "d12",
@@ -26,7 +70,51 @@
         "w": 0.145,
         "h": 0.15
       },
-      "confidence": 0.55
+      "confidence": 0.55,
+      "numeral": {
+        "corners": [
+          [
+            0.1934,
+            0.4792
+          ],
+          [
+            0.2659,
+            0.4792
+          ],
+          [
+            0.2659,
+            0.5542
+          ],
+          [
+            0.1934,
+            0.5542
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.22539969951923078,
+            0.4664468201427564
+          ],
+          [
+            0.2731635938970393,
+            0.5033596710660806
+          ],
+          [
+            0.2549194096797765,
+            0.563085918481677
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+          [
+            0.19587998935868509,
+            0.563085918481677
+          ],
+          [
+            0.17763580514142222,
+            0.5033596710660806
+          ]
+        ]
+      }
     }
   ],
   "modelLabels": [
diff --git a/raw/sidecars/c1783641080741-v.json b/raw/sidecars/c1783641080741-v.json
index b50f101e265c2c3c58e923d424110349be8a0b26..4bb5d4227b8022a86ef5151886cc5ad57e901118 100644
--- a/raw/sidecars/c1783641080741-v.json
+++ b/raw/sidecars/c1783641080741-v.json
@@ -15,7 +15,51 @@
         "w": 0.15,
         "h": 0.16
       },
-      "confidence": 0.85
+      "confidence": 0.85,
+      "numeral": {
+        "corners": [
+          [
+            0.2974,
+            0.2527
+          ],
+          [
+            0.3423,
+            0.2806
+          ],
+          [
+            0.3083,
+            0.3427
+          ],
+          [
+            0.2634,
+            0.3149
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.33057232433688344,
+            0.2536180708084274
+          ],
+          [
+            0.35386641018341647,
+            0.30978483887942004
+          ],
+          [
+            0.3108455767138402,
+            0.3507063991695801
+          ],
+          [
+            0.26096315355876004,
+            0.3198305462305844
+          ],
+          [
+            0.2731549540772919,
+            0.2598266593924816
+          ]
+        ]
+      }
     },
     {
       "type": "d12",
@@ -26,7 +70,51 @@
         "w": 0.15,
         "h": 0.16
       },
-      "confidence": 0.75
+      "confidence": 0.75,
+      "numeral": {
+        "corners": [
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+      },
+      "face": {
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+            0.390972633673511
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   "modelLabels": [
diff --git a/raw/sidecars/c1783641091583-w.json b/raw/sidecars/c1783641091583-w.json
index 4341f4f8814cef6c980799c7281c284b76cd4691..613118f5f6b0aeac1f2f602cab87bd7e7b157075 100644
--- a/raw/sidecars/c1783641091583-w.json
+++ b/raw/sidecars/c1783641091583-w.json
@@ -2,42 +2,135 @@
   "schemaVersion": 1,
   "id": "c1783641091583-w",
   "createdAt": "2026-07-10T14:33:33.847Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641091583-w.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 2,
+      "value": 1,
       "box": {
-        "x": 0.6,
-        "y": 0.38,
-        "w": 0.13,
-        "h": 0.14
+        "x": 0.593,
+        "y": 0.3995,
+        "w": 0.1433,
+        "h": 0.1384
       },
-      "confidence": 0.55
+      "numeral": {
+        "corners": [
+          [
+            0.6503,
+            0.4936
+          ],
+          [
+            0.6787,
+            0.5005
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+            0.5391
+          ],
+          [
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+            0.5323
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+        ]
+      },
+      "face": {
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+            0.4938968349450714
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+            0.526987239724439
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+            0.5193172181021091
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+        ]
+      }
     },
     {
       "type": "d6",
-      "value": 6,
+      "value": 1,
       "box": {
-        "x": 0.43,
-        "y": 0.19,
-        "w": 0.13,
-        "h": 0.14
+        "x": 0.4325,
+        "y": 0.1847,
+        "w": 0.1264,
+        "h": 0.1424
+      },
+      "numeral": {
+        "corners": [
+          [
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+            0.2861
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+            0.3053
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+            0.2168
+          ],
+          [
+            0.5042,
+            0.1976
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+        ]
       },
-      "confidence": 0.9
+      "face": {
+        "poly": [
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+            0.19136519772027638
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+          [
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+            0.2880639571320587
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+            0.3181077665129427
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+            0.4321599201189931,
+            0.22140900710116038
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+        ]
+      }
     },
     {
       "type": "d6",
-      "value": 3,
+      "value": 1,
       "box": {
-        "x": 0.57,
-        "y": 0.68,
-        "w": 0.1,
-        "h": 0.1
+        "x": 0.581,
+        "y": 0.7236,
+        "w": 0.0968,
+        "h": 0.0969
       },
-      "confidence": 0.75
+      "face": {
+        "poly": [
+          [
+            0.6352258470078463,
+            0.721162564678415
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+          [
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+            0.7833467804971385
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+            0.8316335118312617
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+          [
+            0.5767652369267711,
+            0.7694492960125383
+          ]
+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -75,5 +168,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641104304-x.json b/raw/sidecars/c1783641104304-x.json
index e965cb882de26ff9ed155f898a8e54703476aba2..983481862a6604b03910635bfae1b612e25bdd67 100644
--- a/raw/sidecars/c1783641104304-x.json
+++ b/raw/sidecars/c1783641104304-x.json
@@ -2,7 +2,7 @@
   "schemaVersion": 1,
   "id": "c1783641104304-x",
   "createdAt": "2026-07-10T14:58:32.067Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641104304-x.jpg",
   "labels": [
@@ -10,30 +10,146 @@
       "type": "d6",
       "value": 1,
       "box": {
-        "x": 0.527,
-        "y": 0.111,
-        "w": 0.09,
-        "h": 0.137
+        "x": 0.5006,
+        "y": 0.0937,
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+        "h": 0.1479
+      },
+      "numeral": {
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+            0.49775648923928417,
+            0.12209146877251491
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+        ]
       }
     },
     {
       "type": "d4",
-      "value": 1,
+      "value": 2,
       "box": {
-        "x": 0.375,
-        "y": 0.317,
-        "w": 0.094,
-        "h": 0.138
+        "x": 0.3705,
+        "y": 0.3129,
+        "w": 0.1325,
+        "h": 0.1376
+      },
+      "numeral": {
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+        ]
+      },
+      "face": {
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+            0.4442825596675711
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+        ]
       }
     },
     {
       "type": "d6",
       "value": 1,
       "box": {
-        "x": 0.596,
-        "y": 0.614,
-        "w": 0.126,
-        "h": 0.128
+        "x": 0.5965,
+        "y": 0.606,
+        "w": 0.1173,
+        "h": 0.1227
+      },
+      "numeral": {
+        "corners": [
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+            0.6733
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+        ]
+      },
+      "face": {
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     }
   ],
@@ -69,5 +185,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641116638-y.json b/raw/sidecars/c1783641116638-y.json
index 22909a11bddac3e3cf28b7deba039764529b8f5d..92b89f42727b5e4664e57fea22089be395a7b5ce 100644
--- a/raw/sidecars/c1783641116638-y.json
+++ b/raw/sidecars/c1783641116638-y.json
@@ -2,42 +2,111 @@
   "schemaVersion": 1,
   "id": "c1783641116638-y",
   "createdAt": "2026-07-10T14:33:33.851Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641116638-y.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
+      "value": 2,
       "box": {
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-        "y": 0.6,
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-        "h": 0.15
+        "x": 0.4904,
+        "y": 0.6301,
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+        "h": 0.1211
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-      "confidence": 0.4
+      "face": {
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+        "illegible": true
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     },
     {
       "type": "d6",
       "value": 1,
       "box": {
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-        "y": 0.415,
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-        "h": 0.15
+        "x": 0.2622,
+        "y": 0.4263,
+        "w": 0.134,
+        "h": 0.1367
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-      "confidence": 0.7
+      "numeral": {
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+            0.5426
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+        ]
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
+      }
     },
     {
       "type": "d6",
-      "value": 4,
+      "value": 1,
       "box": {
-        "x": 0.105,
-        "y": 0.51,
-        "w": 0.14,
-        "h": 0.145
+        "x": 0.119,
+        "y": 0.5322,
+        "w": 0.1358,
+        "h": 0.1388
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+      "numeral": {
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+      },
+      "face": {
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+        "illegible": true
+      }
     }
   ],
   "modelLabels": [
@@ -75,5 +144,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641134938-z.json b/raw/sidecars/c1783641134938-z.json
index 729969cbdf1787dace86ed39d2dcc91156c0ed61..de5868562184d1da1e6a253ae5835ff004f49562 100644
--- a/raw/sidecars/c1783641134938-z.json
+++ b/raw/sidecars/c1783641134938-z.json
@@ -14,6 +14,26 @@
         "y": 0.152,
         "w": 0.132,
         "h": 0.135
+      },
+      "face": {
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     {
@@ -24,6 +44,46 @@
         "y": 0.265,
         "w": 0.122,
         "h": 0.132
+      },
+      "numeral": {
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     },
     {
@@ -34,6 +94,30 @@
         "y": 0.708,
         "w": 0.132,
         "h": 0.117
+      },
+      "numeral": {
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+      "face": {
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+        "illegible": true
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   ],
diff --git a/raw/sidecars/c1783641149691-10.json b/raw/sidecars/c1783641149691-10.json
index 8098a43fe6455806578a00ae8495c95ff00363c7..3bf79862102a30ecef2198ad536d7b7a56e50fec 100644
--- a/raw/sidecars/c1783641149691-10.json
+++ b/raw/sidecars/c1783641149691-10.json
@@ -15,7 +15,27 @@
         "w": 0.155,
         "h": 0.155
       },
-      "confidence": 0.9
+      "confidence": 0.9,
+      "face": {
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+            0.30640929660927374
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+      }
     },
     {
       "type": "d6",
@@ -26,7 +46,27 @@
         "w": 0.115,
         "h": 0.13
       },
-      "confidence": 0.8
+      "confidence": 0.8,
+      "face": {
+        "poly": [
+          [
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     },
     {
       "type": "d6",
@@ -37,7 +77,47 @@
         "w": 0.13,
         "h": 0.115
       },
-      "confidence": 0.55
+      "confidence": 0.55,
+      "numeral": {
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     {
       "type": "d20",
@@ -48,7 +128,43 @@
         "w": 0.145,
         "h": 0.155
       },
-      "confidence": 0.5
+      "confidence": 0.5,
+      "numeral": {
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   "modelLabels": [
diff --git a/raw/sidecars/c1783641164966-11.json b/raw/sidecars/c1783641164966-11.json
index 4d6c20b8ae6c7807e80b8ef1717a825142e909e6..4474d991a8ced5460e0633d025d4047d54fef119 100644
--- a/raw/sidecars/c1783641164966-11.json
+++ b/raw/sidecars/c1783641164966-11.json
@@ -15,7 +15,47 @@
         "w": 0.14,
         "h": 0.15
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+      "confidence": 0.9,
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     {
       "type": "d6",
@@ -26,7 +66,47 @@
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         "h": 0.16
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+      "confidence": 0.9,
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@@ -37,7 +117,47 @@
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+      "confidence": 0.75,
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index e24175c57aa40e89663e4eb41a2105152c47f6b7..84db04857d99d1f357ad39c2020bbe75e54b3239 100644
--- a/raw/sidecars/c1783641198080-13.json
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@@ -15,7 +15,27 @@
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index 112dd658ed6a2c21a0c0201e2ac08c79b1183fef..fb7f07ef1e2e2274f98541bb997332c7d210422c 100644
--- a/raw/sidecars/c1783641209525-14.json
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@@ -15,7 +15,47 @@
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index e46334312af118dc079350378cbbf33010707dcb..30c3769b041cd9b876c3a4584257261355bfe3c8 100644
--- a/raw/sidecars/c1783641235404-15.json
+++ b/raw/sidecars/c1783641235404-15.json
@@ -15,7 +15,43 @@
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index 8b4533e194808bc6c7291bffde1494d8a6f3bdd3..ceed05bcbb19b79c7f1322fd8518f27af24c7cf8 100644
--- a/raw/sidecars/c1783641253808-16.json
+++ b/raw/sidecars/c1783641253808-16.json
@@ -14,6 +14,42 @@
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diff --git a/raw/sidecars/c1783641270327-17.json b/raw/sidecars/c1783641270327-17.json
index 04303c4cdd769f301e6c9c4c6ea3e4741ef0ca0a..d7d5c916f3c038f93ef3a2c25b58b75c90863849 100644
--- a/raw/sidecars/c1783641270327-17.json
+++ b/raw/sidecars/c1783641270327-17.json
@@ -14,6 +14,30 @@
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index af31b6206d0749e62e9b9967d8ec32d4134ce324..45906ba9026f28ab83e540ad447fd5cdb349807b 100644
--- a/raw/sidecars/c1783641290681-18.json
+++ b/raw/sidecars/c1783641290681-18.json
@@ -14,6 +14,30 @@
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diff --git a/raw/sidecars/c1783641326019-19.json b/raw/sidecars/c1783641326019-19.json
index bfd4cf3df85664a00276a80078088b49c36a6d74..798b5183121ba6de13640cd8a973522a0cc37427 100644
--- a/raw/sidecars/c1783641326019-19.json
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@@ -14,6 +14,10 @@
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@@ -34,6 +78,46 @@
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@@ -44,6 +128,42 @@
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@@ -54,6 +174,46 @@
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@@ -64,6 +224,10 @@
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+      "face": {
+        "poly": [],
+        "illegible": true
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@@ -74,6 +238,50 @@
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@@ -84,6 +292,42 @@
         "y": 0.528,
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+      },
+      "numeral": {
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diff --git a/raw/sidecars/c1783641340334-1a.json b/raw/sidecars/c1783641340334-1a.json
index 25a31f1ebb2d1dacc2d9c88e945f4000ed07952d..ccbcbae7a1cf9a39be0f31aa874168d0fe8d01c5 100644
--- a/raw/sidecars/c1783641340334-1a.json
+++ b/raw/sidecars/c1783641340334-1a.json
@@ -14,6 +14,26 @@
         "y": 0,
         "w": 0.108,
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+      },
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@@ -24,6 +44,26 @@
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+      "face": {
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@@ -34,6 +74,30 @@
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+      "face": {
+        "poly": [],
+        "illegible": true
       }
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@@ -44,6 +108,22 @@
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+      },
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@@ -54,6 +134,10 @@
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+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
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@@ -64,6 +148,46 @@
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+      },
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@@ -74,6 +198,50 @@
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@@ -84,6 +252,42 @@
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diff --git a/raw/sidecars/c1783641365832-1b.json b/raw/sidecars/c1783641365832-1b.json
index 05c1e27f60781dfc6f83fbd5248af9b7eb76d31d..cdfbd7ce62f48f2554e0adbd3c35348c1538793f 100644
--- a/raw/sidecars/c1783641365832-1b.json
+++ b/raw/sidecars/c1783641365832-1b.json
@@ -2,88 +2,356 @@
   "schemaVersion": 1,
   "id": "c1783641365832-1b",
   "createdAt": "2026-07-10T14:58:32.095Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641365832-1b.jpg",
   "labels": [
     {
-      "type": "d4",
-      "value": 1,
+      "type": "d10",
+      "value": 2,
       "box": {
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-        "h": 0.132
+        "x": 0.383,
+        "y": 0.2306,
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+      "face": {
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+        "illegible": true
       }
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-      "type": "d8",
+      "type": "d6",
       "value": 1,
       "box": {
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+        "x": 0.4997643875313283,
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+      "face": {
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+        "illegible": true
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     {
-      "type": "d10",
-      "value": 1,
+      "type": "d20",
+      "value": 3,
       "box": {
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+        "x": 0.4196,
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       "box": {
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+        "x": 0.1432,
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+      },
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+        ]
       }
     },
     {
-      "type": "d20",
-      "value": 1,
+      "type": "d4",
+      "value": 3,
       "box": {
-        "x": 0.418,
-        "y": 0.672,
-        "w": 0.147,
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+        "x": 0.3859,
+        "y": 0.1198,
+        "w": 0.1164,
+        "h": 0.1192
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+        ]
       }
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     {
-      "type": "d12",
-      "value": 1,
+      "type": "d4",
+      "value": 4,
       "box": {
-        "x": 0.133,
-        "y": 0.752,
-        "w": 0.128,
-        "h": 0.162
+        "x": 0.1672,
+        "y": 0.1762,
+        "w": 0.0789,
+        "h": 0.0984
+      },
+      "numeral": {
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+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     }
   ],
@@ -169,5 +437,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641380319-1c.json b/raw/sidecars/c1783641380319-1c.json
index cdc82a478d6021a659f037f4e7c1369cac13dad4..546cf3a7395a399f81d454c4c560a7b7dfb262bd 100644
--- a/raw/sidecars/c1783641380319-1c.json
+++ b/raw/sidecars/c1783641380319-1c.json
@@ -2,88 +2,388 @@
   "schemaVersion": 1,
   "id": "c1783641380319-1c",
   "createdAt": "2026-07-10T14:58:32.106Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641380319-1c.jpg",
   "labels": [
     {
-      "type": "d20",
-      "value": 1,
+      "type": "d8",
+      "value": 2,
       "box": {
-        "x": 0.261,
-        "y": 0.114,
-        "w": 0.117,
-        "h": 0.163
+        "x": 0.2178,
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-        "y": 0.763,
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@@ -169,5 +469,6 @@
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-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641400037-1d.json b/raw/sidecars/c1783641400037-1d.json
index ae0ac9c8ab5d0a7273107849337aedbdb5c85f18..f1918deb291d1967160d36813ea6c527a8e76671 100644
--- a/raw/sidecars/c1783641400037-1d.json
+++ b/raw/sidecars/c1783641400037-1d.json
@@ -15,7 +15,11 @@
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         "h": 0.13
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-      "confidence": 0.3
+      "confidence": 0.3,
+      "face": {
+        "poly": [],
+        "illegible": true
+      }
     },
     {
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@@ -26,7 +30,47 @@
         "w": 0.13,
         "h": 0.13
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-      "confidence": 0.9
+      "confidence": 0.9,
+      "numeral": {
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@@ -37,7 +81,47 @@
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         "h": 0.13
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+      "confidence": 0.85,
+      "numeral": {
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@@ -48,7 +132,43 @@
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         "h": 0.16
       },
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+      "confidence": 0.55,
+      "numeral": {
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@@ -59,7 +179,47 @@
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+      "confidence": 0.5,
+      "numeral": {
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@@ -70,18 +230,86 @@
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+      "confidence": 0.45,
+      "numeral": {
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+      "face": {
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+        "illegible": true
+      }
     },
     {
       "type": "d12",
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+      "value": 6,
       "box": {
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         "h": 0.16
       },
-      "confidence": 0.45
+      "confidence": 0.45,
+      "numeral": {
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@@ -92,7 +320,43 @@
         "w": 0.2,
         "h": 0.2
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+      "confidence": 0.6,
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   "modelLabels": [
diff --git a/raw/sidecars/c1783641462271-1e.json b/raw/sidecars/c1783641462271-1e.json
index cdecac4b1573868425731af5c72a743dfc85530c..a68b4a9b847cc907906450313e81ffac6cf07ef0 100644
--- a/raw/sidecars/c1783641462271-1e.json
+++ b/raw/sidecars/c1783641462271-1e.json
@@ -14,6 +14,10 @@
         "y": 0.518,
         "w": 0.122,
         "h": 0.115
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     }
   ],
diff --git a/raw/sidecars/c1783641473101-1f.json b/raw/sidecars/c1783641473101-1f.json
index 1890a00b1bacf183074b40532be8c0e2b041682d..9a3c69e4e5cdc88bf3ce4f1b815498b833720e2c 100644
--- a/raw/sidecars/c1783641473101-1f.json
+++ b/raw/sidecars/c1783641473101-1f.json
@@ -2,7 +2,7 @@
   "schemaVersion": 1,
   "id": "c1783641473101-1f",
   "createdAt": "2026-07-10T14:58:32.133Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641473101-1f.jpg",
   "labels": [
@@ -10,10 +10,46 @@
       "type": "d4",
       "value": 1,
       "box": {
-        "x": 0.41,
-        "y": 0.262,
-        "w": 0.14,
-        "h": 0.13
+        "x": 0.4221,
+        "y": 0.2447,
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   ],
@@ -29,5 +65,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": false,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641479966-1g.json b/raw/sidecars/c1783641479966-1g.json
index ca7d933ffd38a38cc7c814c69c7cd6aee936c4be..9671d6d9c3d1f4185550c863978dcee605ec6d2b 100644
--- a/raw/sidecars/c1783641479966-1g.json
+++ b/raw/sidecars/c1783641479966-1g.json
@@ -2,7 +2,7 @@
   "schemaVersion": 1,
   "id": "c1783641479966-1g",
   "createdAt": "2026-07-10T14:58:32.138Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641479966-1g.jpg",
   "labels": [
@@ -10,10 +10,46 @@
       "type": "d4",
       "value": 1,
       "box": {
-        "x": 0.635,
-        "y": 0.495,
-        "w": 0.155,
-        "h": 0.13
+        "x": 0.6407,
+        "y": 0.4911,
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+        "h": 0.1256
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@@ -29,5 +65,6 @@
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     }
   ],
-  "corrected": false
+  "corrected": false,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641486492-1h.json b/raw/sidecars/c1783641486492-1h.json
index 50c6b994ef79563f1e816258b7439ebd75df4e92..84a0c6d5955073e7b314b1c6e43d0999863de702 100644
--- a/raw/sidecars/c1783641486492-1h.json
+++ b/raw/sidecars/c1783641486492-1h.json
@@ -2,20 +2,55 @@
   "schemaVersion": 1,
   "id": "c1783641486492-1h",
   "createdAt": "2026-07-10T14:33:33.921Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641486492-1h.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 2,
+      "value": 3,
       "box": {
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-        "y": 0.63,
-        "w": 0.135,
-        "h": 0.135
+        "x": 0.2285,
+        "y": 0.6326,
+        "w": 0.1334,
+        "h": 0.141
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.3157,
+            0.7533
+          ],
+          [
+            0.3209,
+            0.7178
+          ],
+          [
+            0.3542,
+            0.7233
+          ],
+          [
+            0.3491,
+            0.7588
+          ]
+        ]
       },
-      "confidence": 0.3
+      "face": {
+        "poly": [
+          [
+            0.3080175890746857,
+            0.7319359208561257
+          ],
+          [
+            0.3491612590945014,
+            0.714972380391491
+          ],
+          [
+            0.34240058903033205,
+            0.7613551340303569
+          ]
+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -31,5 +66,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641491497-1i.json b/raw/sidecars/c1783641491497-1i.json
index 3e00d0527e8548550aa6a06ebe456c39e9e0fbca..b28b9fd51e023e119022a4ad4d14851283e5017e 100644
--- a/raw/sidecars/c1783641491497-1i.json
+++ b/raw/sidecars/c1783641491497-1i.json
@@ -2,20 +2,55 @@
   "schemaVersion": 1,
   "id": "c1783641491497-1i",
   "createdAt": "2026-07-10T14:33:33.932Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641491497-1i.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 2,
+      "value": 1,
       "box": {
-        "x": 0.555,
-        "y": 0.3,
-        "w": 0.13,
-        "h": 0.14
+        "x": 0.553,
+        "y": 0.3064,
+        "w": 0.1306,
+        "h": 0.1292
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.6179,
+            0.4136
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+          [
+            0.6389,
+            0.3952
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+          [
+            0.6539,
+            0.4146
+          ],
+          [
+            0.6329,
+            0.433
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+        ]
       },
-      "confidence": 0.4
+      "face": {
+        "poly": [
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+            0.621100238349245,
+            0.3992747330544108
+          ],
+          [
+            0.651825876448716,
+            0.4121409360036975
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+          [
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+            0.4340118701000862
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+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -31,5 +66,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641497686-1j.json b/raw/sidecars/c1783641497686-1j.json
index 119210506ada28794f7c8d48554ea878e3926333..2a17f1d5148bee28130fe17fcaa7f3db1f91f217 100644
--- a/raw/sidecars/c1783641497686-1j.json
+++ b/raw/sidecars/c1783641497686-1j.json
@@ -2,20 +2,23 @@
   "schemaVersion": 1,
   "id": "c1783641497686-1j",
   "createdAt": "2026-07-10T14:33:33.942Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641497686-1j.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 4,
+      "value": 2,
       "box": {
-        "x": 0.3,
-        "y": 0.58,
-        "w": 0.14,
-        "h": 0.15
+        "x": 0.2933,
+        "y": 0.5739,
+        "w": 0.144,
+        "h": 0.155
       },
-      "confidence": 0.3
+      "face": {
+        "poly": [],
+        "illegible": true
+      }
     }
   ],
   "modelLabels": [
@@ -31,5 +34,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641502360-1k.json b/raw/sidecars/c1783641502360-1k.json
index 83c604b17d298be4c11a5cec52fd7966a8ed8692..4195651825179f0dedd0cc551b16c11b89e6cfe5 100644
--- a/raw/sidecars/c1783641502360-1k.json
+++ b/raw/sidecars/c1783641502360-1k.json
@@ -2,7 +2,7 @@
   "schemaVersion": 1,
   "id": "c1783641502360-1k",
   "createdAt": "2026-07-10T14:58:32.151Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641502360-1k.jpg",
   "labels": [
@@ -10,10 +10,34 @@
       "type": "d4",
       "value": 1,
       "box": {
-        "x": 0.662,
-        "y": 0.276,
-        "w": 0.157,
-        "h": 0.132
+        "x": 0.6602,
+        "y": 0.27,
+        "w": 0.1438,
+        "h": 0.1449
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.7371,
+            0.3553
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+          [
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+            0.3071
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+          [
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+            0.3259
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+          [
+            0.772,
+            0.3741
+          ]
+        ]
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     }
   ],
@@ -29,5 +53,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": false,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641506952-1l.json b/raw/sidecars/c1783641506952-1l.json
index e7fd8e4f7deb02ea455c055a09245a1bb2c2fa62..4749b67609132c388b5a7203bd61ddcd200bedc0 100644
--- a/raw/sidecars/c1783641506952-1l.json
+++ b/raw/sidecars/c1783641506952-1l.json
@@ -2,20 +2,55 @@
   "schemaVersion": 1,
   "id": "c1783641506952-1l",
   "createdAt": "2026-07-10T14:33:33.944Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641506952-1l.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 2,
+      "value": 1,
       "box": {
-        "x": 0.41,
-        "y": 0.28,
-        "w": 0.15,
-        "h": 0.16
+        "x": 0.4068,
+        "y": 0.3013,
+        "w": 0.1405,
+        "h": 0.1304
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.469,
+            0.4036
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+          [
+            0.4942,
+            0.3812
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+          [
+            0.5108,
+            0.4024
+          ],
+          [
+            0.4856,
+            0.4248
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+        ]
       },
-      "confidence": 0.3
+      "face": {
+        "poly": [
+          [
+            0.47786883457271345,
+            0.38680736605890154
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+          [
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+            0.3987741416578835
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+          [
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+            0.42094385690801583
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+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -31,5 +66,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641516765-1m.json b/raw/sidecars/c1783641516765-1m.json
index fce25d44ae7c2544ef042e5925ef467d5427e1c9..efc3708eeacf721792e6fda8b758aed8e6702957 100644
--- a/raw/sidecars/c1783641516765-1m.json
+++ b/raw/sidecars/c1783641516765-1m.json
@@ -15,7 +15,11 @@
         "w": 0.14,
         "h": 0.14
       },
-      "confidence": 0.5
+      "confidence": 0.5,
+      "face": {
+        "poly": [],
+        "illegible": true
+      }
     },
     {
       "type": "d6",
@@ -26,7 +30,47 @@
         "w": 0.16,
         "h": 0.15
       },
-      "confidence": 0.9
+      "confidence": 0.9,
+      "numeral": {
+        "corners": [
+          [
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+            0.5604
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+            0.6034
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+          [
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+            0.6582
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+        ]
+      },
+      "face": {
+        "poly": [
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+          [
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+            0.6004749636011518
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+            0.17838654533166695,
+            0.643455307116257
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+          [
+            0.13797987508093937,
+            0.5621431188339289
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+        ]
+      }
     },
     {
       "type": "d6",
@@ -37,7 +81,27 @@
         "w": 0.11,
         "h": 0.11
       },
-      "confidence": 0.75
+      "confidence": 0.75,
+      "face": {
+        "poly": [
+          [
+            0.34047326104413,
+            0.42985657109324776
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+          [
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+            0.5043466605104391
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+            0.5043466605104391
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+          [
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+            0.4298565710932478
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+        ]
+      }
     }
   ],
   "modelLabels": [
diff --git a/raw/sidecars/c1783641529888-1n.json b/raw/sidecars/c1783641529888-1n.json
index 682d6193adecf79039db046db398842da2dc7a4c..603a3f3cda4ede843c9efe5b9001d1e30c8ceefd 100644
--- a/raw/sidecars/c1783641529888-1n.json
+++ b/raw/sidecars/c1783641529888-1n.json
@@ -2,42 +2,135 @@
   "schemaVersion": 1,
   "id": "c1783641529888-1n",
   "createdAt": "2026-07-10T14:33:33.948Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641529888-1n.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
+      "value": 4,
       "box": {
-        "x": 0.68,
-        "y": 0.6,
-        "w": 0.16,
-        "h": 0.16
+        "x": 0.6722,
+        "y": 0.6061,
+        "w": 0.1467,
+        "h": 0.1566
       },
-      "confidence": 0.4
+      "face": {
+        "poly": [
+          [
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+      }
     },
     {
       "type": "d6",
-      "value": 3,
+      "value": 1,
       "box": {
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-        "y": 0.31,
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-        "h": 0.15
+        "x": 0.209,
+        "y": 0.3179,
+        "w": 0.1414,
+        "h": 0.1486
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+      "numeral": {
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+            0.4441
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       },
-      "confidence": 0.7
+      "face": {
+        "poly": [
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+      }
     },
     {
       "type": "d6",
-      "value": 6,
+      "value": 1,
       "box": {
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-        "y": 0.83,
-        "w": 0.14,
-        "h": 0.15
+        "x": 0.363,
+        "y": 0.8574,
+        "w": 0.1299,
+        "h": 0.1341
       },
-      "confidence": 0.6
+      "numeral": {
+        "corners": [
+          [
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+        ]
+      },
+      "face": {
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+      }
     }
   ],
   "modelLabels": [
@@ -75,5 +168,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641553101-1o.json b/raw/sidecars/c1783641553101-1o.json
index c832eac052011051b0c027ed243a212b4c9b7d37..7ff17859a5ea5b395af2f98153a651bfb74d805f 100644
--- a/raw/sidecars/c1783641553101-1o.json
+++ b/raw/sidecars/c1783641553101-1o.json
@@ -14,6 +14,46 @@
         "y": 0.262,
         "w": 0.117,
         "h": 0.165
+      },
+      "numeral": {
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     },
     {
@@ -24,6 +64,26 @@
         "y": 0.46,
         "w": 0.125,
         "h": 0.145
+      },
+      "face": {
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     },
     {
@@ -34,6 +94,30 @@
         "y": 0.73,
         "w": 0.098,
         "h": 0.118
+      },
+      "numeral": {
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+      "face": {
+        "poly": [],
+        "illegible": true
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diff --git a/raw/sidecars/c1783641564349-1p.json b/raw/sidecars/c1783641564349-1p.json
index 7b8e11a07e4975a45c9dba8c771fed8307119ee7..c7fe7d2e5ca70934ab6d10c1ebc4cb4cde5e75ab 100644
--- a/raw/sidecars/c1783641564349-1p.json
+++ b/raw/sidecars/c1783641564349-1p.json
@@ -2,38 +2,134 @@
   "schemaVersion": 1,
   "id": "c1783641564349-1p",
   "createdAt": "2026-07-10T14:58:32.174Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641564349-1p.jpg",
   "labels": [
     {
-      "type": "d6",
-      "value": 1,
+      "type": "d4",
+      "value": 2,
       "box": {
-        "x": 0.148,
-        "y": 0.302,
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     {
       "type": "d6",
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       "box": {
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+        "x": 0.2978,
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     },
     {
-      "type": "d4",
+      "type": "d6",
       "value": 1,
       "box": {
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-        "y": 0.702,
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+        "x": 0.1293,
+        "y": 0.2994,
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@@ -69,5 +165,6 @@
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-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641576877-1q.json b/raw/sidecars/c1783641576877-1q.json
index 3e49aa6c343c7d2f67a1e6f2ca5e3c1effcd83c4..50de9a3c726464c448b188b8c02482d7e12d8f72 100644
--- a/raw/sidecars/c1783641576877-1q.json
+++ b/raw/sidecars/c1783641576877-1q.json
@@ -2,28 +2,100 @@
   "schemaVersion": 1,
   "id": "c1783641576877-1q",
   "createdAt": "2026-07-10T14:58:32.184Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641576877-1q.jpg",
   "labels": [
     {
-      "type": "d20",
-      "value": 1,
+      "type": "d4",
+      "value": 4,
       "box": {
-        "x": 0.331,
-        "y": 0.242,
-        "w": 0.168,
-        "h": 0.16
+        "x": 0.4256,
+        "y": 0.5385,
+        "w": 0.1184,
+        "h": 0.1115
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.4969,
+            0.6025
+          ],
+          [
+            0.4661,
+            0.6049
+          ],
+          [
+            0.4642,
+            0.5776
+          ],
+          [
+            0.4951,
+            0.5752
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.48262726739046063,
+            0.6189314426643053
+          ],
+          [
+            0.45379446878001845,
+            0.575572916125095
+          ],
+          [
+            0.5035119753679822,
+            0.570691801548669
+          ]
+        ]
       }
     },
     {
-      "type": "d4",
-      "value": 1,
+      "type": "d20",
+      "value": 9,
       "box": {
-        "x": 0.426,
-        "y": 0.54,
-        "w": 0.113,
-        "h": 0.112
+        "x": 0.3209,
+        "y": 0.2338,
+        "w": 0.1641,
+        "h": 0.1742
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.4144,
+            0.2975
+          ],
+          [
+            0.3971,
+            0.3346
+          ],
+          [
+            0.3565,
+            0.3132
+          ],
+          [
+            0.3738,
+            0.2761
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.38480019787359687,
+            0.254870662439603
+          ],
+          [
+            0.42801324860135226,
+            0.3239491847429062
+          ],
+          [
+            0.35016522885557977,
+            0.3292171920675521
+          ]
+        ]
       }
     }
   ],
@@ -49,5 +121,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641584243-1r.json b/raw/sidecars/c1783641584243-1r.json
index e2749eae6bd595853e61aed694422ffd1fdc5391..4bd3eb331bcf3322feb1026e00f8edabfcb26cd0 100644
--- a/raw/sidecars/c1783641584243-1r.json
+++ b/raw/sidecars/c1783641584243-1r.json
@@ -2,7 +2,7 @@
   "schemaVersion": 1,
   "id": "c1783641584243-1r",
   "createdAt": "2026-07-10T14:33:33.952Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783641584243-1r.jpg",
   "labels": [
@@ -10,23 +10,93 @@
       "type": "d4",
       "value": 4,
       "box": {
-        "x": 0.46,
-        "y": 0.44,
-        "w": 0.12,
-        "h": 0.14
+        "x": 0.4552,
+        "y": 0.4374,
+        "w": 0.1324,
+        "h": 0.135
+      },
+      "numeral": {
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+            0.5193
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+            0.5086
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+          [
+            0.5323,
+            0.5557
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+          [
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+            0.5663
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+        ]
       },
-      "confidence": 0.4
+      "face": {
+        "poly": [
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+            0.5097433624303177
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+          [
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+            0.5398464804527521
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+          [
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+            0.5539968883493225
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+        ]
+      }
     },
     {
       "type": "d20",
       "value": 7,
       "box": {
-        "x": 0.77,
-        "y": 0.42,
-        "w": 0.15,
-        "h": 0.16
+        "x": 0.7661,
+        "y": 0.4205,
+        "w": 0.1737,
+        "h": 0.1802
+      },
+      "numeral": {
+        "corners": [
+          [
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+            0.5406
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+          [
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+            0.4914
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+          [
+            0.8823,
+            0.4893
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+          [
+            0.8838,
+            0.5385
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+        ]
       },
-      "confidence": 0.55
+      "face": {
+        "poly": [
+          [
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+            0.4788310428294573
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+          [
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+            0.5642709775549904
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+          [
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+            0.528645636455987
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+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -53,5 +123,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": false,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783641602479-1s.json b/raw/sidecars/c1783641602479-1s.json
index 721ebd62c2374762b9deb148394997d4cfbe00e1..5057b0b5c2dae1315d015a8c11d0a10600d016ba 100644
--- a/raw/sidecars/c1783641602479-1s.json
+++ b/raw/sidecars/c1783641602479-1s.json
@@ -14,6 +14,10 @@
         "y": 0.216,
         "w": 0.13,
         "h": 0.135
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     },
     {
@@ -24,6 +28,42 @@
         "y": 0.123,
         "w": 0.108,
         "h": 0.178
+      },
+      "numeral": {
+        "corners": [
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+            0.5892,
+            0.1849
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+            0.1377
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+            0.2132
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+        ]
+      },
+      "face": {
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+            0.15100781806134697
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+            0.1550673250787499
+          ],
+          [
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+            0.22556758935929078
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     }
   ],
diff --git a/raw/sidecars/c1783642999669-1t.json b/raw/sidecars/c1783642999669-1t.json
index 63aeec45a453a4edf13ec3ef34343fb3e70ab57d..274a6e3e317305d05fc11c4d9218a2898bc6756f 100644
--- a/raw/sidecars/c1783642999669-1t.json
+++ b/raw/sidecars/c1783642999669-1t.json
@@ -15,7 +15,11 @@
         "w": 0.13,
         "h": 0.15
       },
-      "confidence": 0.35
+      "confidence": 0.35,
+      "face": {
+        "poly": [],
+        "illegible": true
+      }
     },
     {
       "type": "d6",
@@ -26,7 +30,27 @@
         "w": 0.11,
         "h": 0.11
       },
-      "confidence": 0.85
+      "confidence": 0.85,
+      "face": {
+        "poly": [
+          [
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+            0.5354875262114818
+          ],
+          [
+            0.8220208263843809,
+            0.5559298871732802
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+            0.6659123030695082
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+          [
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+            0.6454699421077098
+          ]
+        ]
+      }
     },
     {
       "type": "d8",
@@ -37,7 +61,43 @@
         "w": 0.13,
         "h": 0.14
       },
-      "confidence": 0.5
+      "confidence": 0.5,
+      "numeral": {
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+      "face": {
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+            0.8124008591718918
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+      }
     },
     {
       "type": "d10",
@@ -48,7 +108,47 @@
         "w": 0.14,
         "h": 0.15
       },
-      "confidence": 0.55
+      "confidence": 0.55,
+      "numeral": {
+        "corners": [
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+            0.3131
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+      "face": {
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+            0.29660123079932516
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+      }
     },
     {
       "type": "d12",
@@ -59,7 +159,51 @@
         "w": 0.15,
         "h": 0.16
       },
-      "confidence": 0.5
+      "confidence": 0.5,
+      "numeral": {
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+          [
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+      "face": {
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+            0.7738207769179695
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+      }
     },
     {
       "type": "d20",
@@ -70,7 +214,43 @@
         "w": 0.18,
         "h": 0.2
       },
-      "confidence": 0.4
+      "confidence": 0.4,
+      "numeral": {
+        "corners": [
+          [
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diff --git a/raw/sidecars/c1783643179993-1u.json b/raw/sidecars/c1783643179993-1u.json
index 00cc94c70e82a679addad43a89256fa25fb56273..393f9643bad9ea99a64899958c87543171cf2f61 100644
--- a/raw/sidecars/c1783643179993-1u.json
+++ b/raw/sidecars/c1783643179993-1u.json
@@ -14,6 +14,30 @@
         "y": 0.158,
         "w": 0.107,
         "h": 0.156
+      },
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+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
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     {
@@ -24,6 +48,46 @@
         "y": 0.478,
         "w": 0.1,
         "h": 0.115
+      },
+      "numeral": {
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     {
@@ -34,6 +98,42 @@
         "y": 0.195,
         "w": 0.128,
         "h": 0.122
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+      "numeral": {
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     {
@@ -44,6 +144,46 @@
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+      },
+      "numeral": {
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     {
@@ -54,6 +194,50 @@
         "y": 0.622,
         "w": 0.145,
         "h": 0.154
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@@ -64,6 +248,42 @@
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diff --git a/raw/sidecars/c1783643366257-1v.json b/raw/sidecars/c1783643366257-1v.json
index 798be48dddf0ddd29d4b4a9abf8fc0109a09fb6b..c8aff681a6999ad62cf675b41bb0ad4fd99cce1f 100644
--- a/raw/sidecars/c1783643366257-1v.json
+++ b/raw/sidecars/c1783643366257-1v.json
@@ -2,68 +2,260 @@
   "schemaVersion": 1,
   "id": "c1783643366257-1v",
   "createdAt": "2026-07-10T14:58:32.218Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783643366257-1v.jpg",
   "labels": [
     {
-      "type": "d20",
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       "box": {
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@@ -129,5 +321,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783643435078-1w.json b/raw/sidecars/c1783643435078-1w.json
index afd8714b4d9b25d30caa82250a467c852524477c..d1c037d0665dc53733979c3c571a71cdb44c55a6 100644
--- a/raw/sidecars/c1783643435078-1w.json
+++ b/raw/sidecars/c1783643435078-1w.json
@@ -2,75 +2,261 @@
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   "createdAt": "2026-07-10T14:33:33.966Z",
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+  "model": "human-relabel",
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   "image": "c1783643435078-1w.jpg",
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@@ -141,5 +327,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783643945556-0.json b/raw/sidecars/c1783643945556-0.json
index eaa52166e1b7b265d27dbe351927a95e1a4e6d4b..d48c2365a6bf82b4dbfd444b81e04643aa101aea 100644
--- a/raw/sidecars/c1783643945556-0.json
+++ b/raw/sidecars/c1783643945556-0.json
@@ -2,7 +2,7 @@
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   "id": "c1783643945556-0",
   "createdAt": "2026-07-10T14:33:33.968Z",
-  "model": "reconciled:claude-sonnet-5",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
   "image": "c1783643945556-0.jpg",
   "labels": [
@@ -10,67 +10,323 @@
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@@ -141,5 +397,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783644083534-1.json b/raw/sidecars/c1783644083534-1.json
index 183904232d2b9010ef38908baac4bf4683e1b256..77e437eadeb6691f5137606b3dc7d68457dcb4b2 100644
--- a/raw/sidecars/c1783644083534-1.json
+++ b/raw/sidecars/c1783644083534-1.json
@@ -2,45 +2,249 @@
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   "id": "c1783644083534-1",
   "createdAt": "2026-07-10T01:20:00.000Z",
-  "model": "assistant-adjudicated",
-  "image": "c1783644083534-1.jpg",
+  "model": "human-relabel",
   "camera": "Android Webcam (18d1:4eed)",
+  "image": "c1783644083534-1.jpg",
   "labels": [
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+      "face": {
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+        "illegible": true
+      }
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@@ -48,32 +252,58 @@
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+      "box": {
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+        "y": 0,
+        "w": 0.18,
+        "h": 0.13
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-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/c1783644105324-2.json b/raw/sidecars/c1783644105324-2.json
index b8c8ddc6f7055a51a974c0fab3e3e61339f37c38..b11969f71cdbde4364854140be2f2f22e0da8746 100644
--- a/raw/sidecars/c1783644105324-2.json
+++ b/raw/sidecars/c1783644105324-2.json
@@ -15,7 +15,47 @@
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@@ -26,7 +66,47 @@
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@@ -37,7 +117,47 @@
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@@ -48,7 +168,47 @@
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diff --git a/raw/sidecars/c1783644134244-3.json b/raw/sidecars/c1783644134244-3.json
index c4358544b377432cafbdf5c60c160da067be3b49..884761d31d758d45bdb7b46dd299489ffaf8eb88 100644
--- a/raw/sidecars/c1783644134244-3.json
+++ b/raw/sidecars/c1783644134244-3.json
@@ -15,7 +15,47 @@
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@@ -26,7 +66,47 @@
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@@ -37,7 +117,47 @@
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+      "confidence": 0.85,
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@@ -48,7 +168,47 @@
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diff --git a/raw/sidecars/c1783644168807-4.json b/raw/sidecars/c1783644168807-4.json
index 98e7a3f7dc77519a5f2f081d8043739a6fa29d01..ce81b2c54bd6f565b4f9555b7ab024445a9b8909 100644
--- a/raw/sidecars/c1783644168807-4.json
+++ b/raw/sidecars/c1783644168807-4.json
@@ -14,6 +14,26 @@
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@@ -24,6 +44,26 @@
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@@ -34,6 +74,26 @@
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@@ -44,6 +104,26 @@
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diff --git a/raw/sidecars/c1783687077358-0.json b/raw/sidecars/c1783687077358-0.json
index 433ea02f22ee71e3ab07a0652af105d24b11a5df..5f9847cd66d83db0ea6a6d582f3abf782ce63df6 100644
--- a/raw/sidecars/c1783687077358-0.json
+++ b/raw/sidecars/c1783687077358-0.json
@@ -15,7 +15,27 @@
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@@ -26,7 +46,27 @@
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@@ -37,7 +77,27 @@
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@@ -48,7 +108,27 @@
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index 697be622902cb3b2d1a19e67f2c6c7c69eeec349..acfe651f3b69d6061597f3da73bc2b8a899f3986 100644
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index cba4225c0c8600bacf7ef5e0dc4342eb484de142..e31e4100219a8582a146f938a6b774ee34d8e22f 100644
--- a/raw/sidecars/c1783687107154-2.json
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@@ -15,7 +15,43 @@
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@@ -15,7 +15,43 @@
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@@ -15,7 +15,27 @@
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--- a/raw/sidecars/c1783687178053-8.json
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@@ -14,6 +14,46 @@
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diff --git a/raw/sidecars/c1783687200544-a.json b/raw/sidecars/c1783687200544-a.json
index 2447869fd1a0f30e06a93609c503f9ae3cf19640..5d8713573f49dcb197933a2f6ae732abd3993b73 100644
--- a/raw/sidecars/c1783687200544-a.json
+++ b/raw/sidecars/c1783687200544-a.json
@@ -14,6 +14,46 @@
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index 59e70ddb0f37137b9ead141b8d865e12923606cf..336ff2c5a7673be2982fa1132f7cda2c310075d2 100644
--- a/raw/sidecars/c1783687211946-b.json
+++ b/raw/sidecars/c1783687211946-b.json
@@ -14,6 +14,46 @@
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diff --git a/raw/sidecars/c1783687229810-c.json b/raw/sidecars/c1783687229810-c.json
index c5f44eb586a594fd1cdba956dfbb41543484bccb..b560edeed5ac4fa47c66e3742fe2928ceb2959e9 100644
--- a/raw/sidecars/c1783687229810-c.json
+++ b/raw/sidecars/c1783687229810-c.json
@@ -14,6 +14,42 @@
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@@ -24,6 +60,42 @@
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index dbfcca4b7a4fe9659e0576f5c8c531235ff9668d..7f1259d5561897d39c1d3cd3ab1d27dca1bb4f6f 100644
--- a/raw/sidecars/c1783687333252-d.json
+++ b/raw/sidecars/c1783687333252-d.json
@@ -14,6 +14,42 @@
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@@ -24,6 +60,42 @@
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index 2aff431649a47cb1c231cdd1d79c0194e5c4b364..9d77bbd36d1065441ecf3a07fbd5b204e8e965b9 100644
--- a/raw/sidecars/c1783687339760-e.json
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@@ -15,7 +15,43 @@
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@@ -26,7 +62,11 @@
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diff --git a/raw/sidecars/c1783687349598-f.json b/raw/sidecars/c1783687349598-f.json
index e3a207ac2da0215917af1fc7b85c4a15991a9e6a..b73d9279e0939cbac338782ee345f2e2896e3499 100644
--- a/raw/sidecars/c1783687349598-f.json
+++ b/raw/sidecars/c1783687349598-f.json
@@ -8,12 +8,48 @@
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@@ -24,6 +60,42 @@
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index b164c1cb8a9fdb63b92f51c987a8fb52e468b668..026a8963fbf85421c833bfe1435e0fe7aacbd0a2 100644
--- a/raw/sidecars/c1783687364191-g.json
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@@ -7,23 +7,95 @@
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index c2fd387fefa45fa76a35c9059cb9e25072999141..dff4893eb9cafbbfe92c603ebb9c3c86bdaf0fa3 100644
--- a/raw/sidecars/c1783687680270-h.json
+++ b/raw/sidecars/c1783687680270-h.json
@@ -14,6 +14,50 @@
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@@ -24,6 +68,30 @@
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index 534786cc2182b535b21c2e92c3532e9a47272655..e0876eed124f5920e765593d93051dde7cee2b26 100644
--- a/raw/sidecars/c1783687693977-i.json
+++ b/raw/sidecars/c1783687693977-i.json
@@ -14,6 +14,50 @@
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diff --git a/raw/sidecars/c1783687715353-j.json b/raw/sidecars/c1783687715353-j.json
index aa25a69c5cadd964da1bcde1592ea34bf6898571..9eae9cc724e7463c77689c26fd6542fe7a723f11 100644
--- a/raw/sidecars/c1783687715353-j.json
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@@ -14,6 +14,30 @@
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diff --git a/raw/sidecars/c1783687729185-k.json b/raw/sidecars/c1783687729185-k.json
index 6a042fea3c8843990303b6b30f691522f361cf75..1aa4e013f46f3ce4fb34bed92948e0a402f521be 100644
--- a/raw/sidecars/c1783687729185-k.json
+++ b/raw/sidecars/c1783687729185-k.json
@@ -2,42 +2,83 @@
   "schemaVersion": 1,
   "id": "c1783687729185-k",
   "createdAt": "2026-07-10T14:33:34.121Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783687729185-k.jpg",
   "labels": [
     {
-      "type": "d4",
+      "type": "d6",
       "value": 1,
       "box": {
-        "x": 0.4266,
-        "y": 0.7542,
-        "w": 0.1811,
-        "h": 0.1685
+        "x": 0.7224,
+        "y": 0.7841,
+        "w": 0.1226,
+        "h": 0.115
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-      "confidence": 0.7812576293945312
+      "face": {
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+            0.8013200009838435
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+            0.8773300312644674
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       "value": 1,
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+        "x": 0.0692,
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+        "w": 0.1139,
+        "h": 0.1083
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-      "confidence": 0.8703336715698242
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+      }
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     {
-      "type": "d6",
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+      "type": "d4",
+      "value": 2,
       "box": {
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-        "y": 0.7763,
-        "w": 0.1239,
-        "h": 0.1306
+        "x": 0.4274,
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+        "w": 0.1785,
+        "h": 0.1576
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-      "confidence": 0.8581392765045166
+      "face": {
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+        "illegible": true
+      }
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   ],
   "modelLabels": [
@@ -86,5 +127,6 @@
       }
     }
   ],
-  "corrected": true
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783687746662-l.json b/raw/sidecars/c1783687746662-l.json
index 1a365b8f7f109ea34b6efd64b01c26b6ed0bace0..dbdec94e85ed8376ab2655a95a51ba05bec71702 100644
--- a/raw/sidecars/c1783687746662-l.json
+++ b/raw/sidecars/c1783687746662-l.json
@@ -2,38 +2,122 @@
   "schemaVersion": 1,
   "id": "c1783687746662-l",
   "createdAt": "2026-07-10T14:58:32.265Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783687746662-l.jpg",
   "labels": [
     {
-      "type": "d4",
+      "type": "d6",
       "value": 1,
       "box": {
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-        "y": 0.11,
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-        "h": 0.1
+        "x": 0.6925,
+        "y": 0.6308,
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+        "h": 0.133
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+      "face": {
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     {
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       "box": {
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-        "y": 0.636,
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+        "y": 0.09,
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+        "h": 0.1301
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+      },
+      "face": {
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+        "illegible": true
       }
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   ],
@@ -69,5 +153,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783687762521-m.json b/raw/sidecars/c1783687762521-m.json
index a8974914f5fc27e920a1464fe4efa76a560c8535..edd9762ad47d1309cc9068920010305389512b76 100644
--- a/raw/sidecars/c1783687762521-m.json
+++ b/raw/sidecars/c1783687762521-m.json
@@ -2,7 +2,7 @@
   "schemaVersion": 1,
   "id": "c1783687762521-m",
   "createdAt": "2026-07-10T14:33:34.130Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783687762521-m.jpg",
   "labels": [
@@ -10,34 +10,107 @@
       "type": "d4",
       "value": 1,
       "box": {
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-        "y": 0.4212,
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-      "confidence": 0.5102522373199463
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     {
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       "box": {
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       "box": {
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   "modelLabels": [
@@ -75,5 +148,6 @@
       }
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   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783687769312-n.json b/raw/sidecars/c1783687769312-n.json
index 4453f210a538ffbc2ab7f8ed1f8ba8ed49609f09..4c79c35d1d277877c0ee84d3de0ab2154a2c091b 100644
--- a/raw/sidecars/c1783687769312-n.json
+++ b/raw/sidecars/c1783687769312-n.json
@@ -2,7 +2,7 @@
   "schemaVersion": 1,
   "id": "c1783687769312-n",
   "createdAt": "2026-07-10T14:33:34.144Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783687769312-n.jpg",
   "labels": [
@@ -10,34 +10,135 @@
       "type": "d4",
       "value": 1,
       "box": {
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     {
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   "modelLabels": [
@@ -75,5 +176,6 @@
       }
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   ],
-  "corrected": false
+  "corrected": false,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783687779639-o.json b/raw/sidecars/c1783687779639-o.json
index 95fa8dea4ea578f15c4448a8f526a68560738294..f463569dcfb83a4ecef36df1e3a5a036447e6e5f 100644
--- a/raw/sidecars/c1783687779639-o.json
+++ b/raw/sidecars/c1783687779639-o.json
@@ -14,6 +14,26 @@
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     {
@@ -24,6 +44,26 @@
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     {
@@ -34,6 +74,42 @@
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     {
@@ -44,6 +120,46 @@
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diff --git a/raw/sidecars/c1783687795498-p.json b/raw/sidecars/c1783687795498-p.json
index a5bee1cce184eae683250452a9de027af652e217..1c95b8e1ecce389d3a754d0b93e2cf29e1d0c299 100644
--- a/raw/sidecars/c1783687795498-p.json
+++ b/raw/sidecars/c1783687795498-p.json
@@ -15,7 +15,47 @@
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@@ -26,7 +66,47 @@
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@@ -37,7 +117,47 @@
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index 68229097ccf04e6547f7c5e4c0bcaab32bd117bf..502ed79a7addf26c43ece4fd28d1499d0bb2922b 100644
--- a/raw/sidecars/c1783687820607-q.json
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index d30a9b7d041202786ec055d63a1ae78cd667be26..d2feac58a3ef0dcba8901fa860bfa5e3c2b08db6 100644
--- a/raw/sidecars/c1783687840099-r.json
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@@ -15,7 +15,27 @@
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index 1a861d28b9c6dceddbcb8b0fe601068ba5bc6b2c..754e0af7ef581b015803f66ab8dd29de910ef47f 100644
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@@ -14,6 +14,46 @@
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index 9fea3b87c4e6a2a2c24b9903a1cad4aabb3d699d..ab7b33065ecbc9c1711ca045f8d855aab4eb9c39 100644
--- a/raw/sidecars/c1783687886336-t.json
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@@ -14,6 +14,46 @@
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index e9fd30f3be13cd953fd5af9968ddbee39bff0fa0..0575495d67367154e85edca60de2d3ec035ffebc 100644
--- a/raw/sidecars/c1783690484254-u.json
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@@ -14,6 +14,42 @@
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index ebf1c3c47e381be5554c4708a55aeadc5433edb7..9e919e24310890f37b2f9d3192407d5fb83aaf82 100644
--- a/raw/sidecars/c1783690642081-v.json
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@@ -7,13 +7,33 @@
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diff --git a/raw/sidecars/c1783690643108-w.json b/raw/sidecars/c1783690643108-w.json
index 3ef68551139e69290fa5a695ae0e97aa70c38b04..fce0935fb57d98bce5c146b9e9c826d161c19cdc 100644
--- a/raw/sidecars/c1783690643108-w.json
+++ b/raw/sidecars/c1783690643108-w.json
@@ -14,6 +14,42 @@
         "y": 0.66,
         "w": 0.15,
         "h": 0.15
+      },
+      "numeral": {
+        "corners": [
+          [
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+            0.7285
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+            0.7532
+          ],
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+            0.768
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
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+            0.7565670577267214
+          ],
+          [
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+            0.7764303393260297
+          ]
+        ]
       }
     },
     {
@@ -24,6 +60,26 @@
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         "w": 0.135,
         "h": 0.142
+      },
+      "face": {
+        "poly": [
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+            0.8226813687877723
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+            0.8562349717841908
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+        ]
       }
     },
     {
@@ -34,6 +90,42 @@
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         "w": 0.112,
         "h": 0.104
+      },
+      "numeral": {
+        "corners": [
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+            0.9462
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+      "face": {
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diff --git a/raw/sidecars/c1783690672694-z.json b/raw/sidecars/c1783690672694-z.json
index 5f65f74367c4e54df49d7cb69e29db80e80e7163..add7c1a720379f314e92799704ae10d8e7e22546 100644
--- a/raw/sidecars/c1783690672694-z.json
+++ b/raw/sidecars/c1783690672694-z.json
@@ -2,88 +2,388 @@
   "schemaVersion": 1,
   "id": "c1783690672694-z",
   "createdAt": "2026-07-10T14:58:32.277Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783690672694-z.jpg",
   "labels": [
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+        "x": 0.061,
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     }
   ],
@@ -169,5 +469,6 @@
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     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783690690803-10.json b/raw/sidecars/c1783690690803-10.json
index 9b72adfe0d76c1bb33574fcd3d923a77d9cf4a8a..dc6535eae48279827d4ef61546b6df53abfa6b58 100644
--- a/raw/sidecars/c1783690690803-10.json
+++ b/raw/sidecars/c1783690690803-10.json
@@ -2,88 +2,348 @@
   "schemaVersion": 1,
   "id": "c1783690690803-10",
   "createdAt": "2026-07-10T14:58:32.279Z",
-  "model": "agent-boxed",
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   "image": "c1783690690803-10.jpg",
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+          ]
+        ]
       }
     }
   ],
@@ -169,5 +429,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783690716621-11.json b/raw/sidecars/c1783690716621-11.json
index 8f8c341b3f126ab2008d5dd1102bf0dfb1ebd439..a3c626b3e644d09d342d66ff4496d507890a21b0 100644
--- a/raw/sidecars/c1783690716621-11.json
+++ b/raw/sidecars/c1783690716621-11.json
@@ -2,88 +2,388 @@
   "schemaVersion": 1,
   "id": "c1783690716621-11",
   "createdAt": "2026-07-10T14:58:32.281Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783690716621-11.jpg",
   "labels": [
     {
-      "type": "d4",
-      "value": 1,
+      "type": "d12",
+      "value": 3,
       "box": {
-        "x": 0.09,
-        "y": 0.295,
-        "w": 0.157,
-        "h": 0.172
+        "x": 0.3855,
+        "y": 0.557,
+        "w": 0.1557,
+        "h": 0.1566
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+      "numeral": {
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+      "face": {
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+            0.6506960625474949
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+        ]
       }
     },
     {
-      "type": "d6",
-      "value": 1,
+      "type": "d10",
+      "value": 5,
       "box": {
-        "x": 0.232,
-        "y": 0.353,
-        "w": 0.104,
-        "h": 0.116
+        "x": 0.5614,
+        "y": 0.4732,
+        "w": 0.1554,
+        "h": 0.1381
+      },
+      "numeral": {
+        "corners": [
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+            0.5671
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+      "face": {
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     },
     {
-      "type": "d6",
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+      "type": "d10",
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       "box": {
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+        "x": 0.5678,
+        "y": 0.3567,
+        "w": 0.1428,
+        "h": 0.1331
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+      "numeral": {
+        "corners": [
+          [
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+      "face": {
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+            0.41927882100524233
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     },
     {
       "type": "d8",
       "value": 1,
       "box": {
-        "x": 0.47,
-        "y": 0.284,
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-        "h": 0.122
+        "x": 0.4706,
+        "y": 0.2659,
+        "w": 0.1328,
+        "h": 0.1429
+      },
+      "numeral": {
+        "corners": [
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+            0.281
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+          [
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+      "face": {
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+            0.3757321587509077
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+            0.33889876741391717
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+        ]
       }
     },
     {
-      "type": "d10",
+      "type": "d6",
       "value": 1,
       "box": {
-        "x": 0.562,
-        "y": 0.37,
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-        "h": 0.128
+        "x": 0.2263,
+        "y": 0.3437,
+        "w": 0.1117,
+        "h": 0.1108
+      },
+      "numeral": {
+        "corners": [
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+      },
+      "face": {
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       }
     },
     {
-      "type": "d10",
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+      "type": "d20",
+      "value": 9,
       "box": {
-        "x": 0.548,
-        "y": 0.47,
-        "w": 0.14,
-        "h": 0.14
+        "x": 0.0599,
+        "y": 0.4927,
+        "w": 0.1808,
+        "h": 0.164
+      },
+      "numeral": {
+        "corners": [
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+            0.5497
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+            0.6013
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+            0.5468
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+      },
+      "face": {
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+          [
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+            0.5243484581539092
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+          [
+            0.2072182393511911,
+            0.5740578720116261
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+            0.12030578809456091,
+            0.6162551275267724
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+        ]
       }
     },
     {
-      "type": "d12",
+      "type": "d4",
       "value": 1,
       "box": {
-        "x": 0.39,
-        "y": 0.565,
-        "w": 0.156,
-        "h": 0.148
+        "x": 0.054,
+        "y": 0.3096,
+        "w": 0.1768,
+        "h": 0.1534
+      },
+      "numeral": {
+        "corners": [
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+            0.4197
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+            0.4628
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+          [
+            0.1154,
+            0.4628
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+        ]
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     },
     {
-      "type": "d20",
+      "type": "d6",
       "value": 1,
       "box": {
-        "x": 0.064,
-        "y": 0.503,
-        "w": 0.16,
-        "h": 0.158
+        "x": 0.4564,
+        "y": 0.7219,
+        "w": 0.1428,
+        "h": 0.1325
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.5322,
+            0.8256
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+          [
+            0.4924,
+            0.7938
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+          [
+            0.5336,
+            0.7481
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+          [
+            0.5734,
+            0.7799
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+        ]
+      },
+      "face": {
+        "poly": [
+          [
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+            0.7183273267877055
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+          [
+            0.6020209518398405,
+            0.7765614523386224
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+            0.8579726732122944
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+            0.45357904816015937,
+            0.7997385476613775
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+        ]
       }
     }
   ],
@@ -169,5 +469,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783690734269-12.json b/raw/sidecars/c1783690734269-12.json
index 32f2d5c6a6012c48284e1680119ccb25edeb68b2..587ec1326021746ab792f6204d048f4bd2a43c0b 100644
--- a/raw/sidecars/c1783690734269-12.json
+++ b/raw/sidecars/c1783690734269-12.json
@@ -2,20 +2,55 @@
   "schemaVersion": 1,
   "id": "c1783690734269-12",
   "createdAt": "2026-07-10T14:33:34.188Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783690734269-12.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
+      "value": 2,
       "box": {
-        "x": 0.0668,
-        "y": 0.0981,
-        "w": 0.1823,
-        "h": 0.1458
+        "x": 0.075,
+        "y": 0.1042,
+        "w": 0.1572,
+        "h": 0.137
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.1401,
+            0.188
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+          [
+            0.1766,
+            0.1916
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+          [
+            0.1713,
+            0.2396
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+          [
+            0.1348,
+            0.236
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+        ]
       },
-      "confidence": 0.7910289168357849
+      "face": {
+        "poly": [
+          [
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+            0.19573329109133608
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+          [
+            0.1717776723549221,
+            0.2273622564974051
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+          [
+            0.13515160685497263,
+            0.22378323089683583
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+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -31,5 +66,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783690741311-13.json b/raw/sidecars/c1783690741311-13.json
index 96206020fc6572080b3b8236320e86e24efb0fa2..8ce4e23a3ff81cde6ff1ad42b77f74c7110e4bf1 100644
--- a/raw/sidecars/c1783690741311-13.json
+++ b/raw/sidecars/c1783690741311-13.json
@@ -2,20 +2,55 @@
   "schemaVersion": 1,
   "id": "c1783690741311-13",
   "createdAt": "2026-07-10T14:33:34.194Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783690741311-13.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
+      "value": 4,
       "box": {
-        "x": 0.3885,
-        "y": 0.5102,
-        "w": 0.1535,
-        "h": 0.1451
+        "x": 0.3951,
+        "y": 0.515,
+        "w": 0.1418,
+        "h": 0.1201
+      },
+      "numeral": {
+        "corners": [
+          [
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+            0.5725
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+          [
+            0.4746,
+            0.6066
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+          [
+            0.4343,
+            0.621
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+            0.5869
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+        ]
       },
-      "confidence": 0.9505698680877686
+      "face": {
+        "poly": [
+          [
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+            0.5828866592498401
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+          [
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+            0.5995941327588269
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+          [
+            0.4695551923852132,
+            0.623361588760564
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+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -31,5 +66,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783690746776-14.json b/raw/sidecars/c1783690746776-14.json
index 838dfdb359e5a27164c075aef67319acc7439c0c..3502881a06239476587a4d796a64e1514f3f97bb 100644
--- a/raw/sidecars/c1783690746776-14.json
+++ b/raw/sidecars/c1783690746776-14.json
@@ -2,18 +2,22 @@
   "schemaVersion": 1,
   "id": "c1783690746776-14",
   "createdAt": "2026-07-10T14:58:32.282Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783690746776-14.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
+      "value": 4,
       "box": {
-        "x": 0.02,
-        "y": 0.19,
-        "w": 0.175,
-        "h": 0.17
+        "x": 0.0256,
+        "y": 0.1936,
+        "w": 0.1698,
+        "h": 0.1646
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     }
   ],
@@ -29,5 +33,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783693075391-15.json b/raw/sidecars/c1783693075391-15.json
index f24a576290e5bf133bd86a21b1673256d1290283..120e9bdc4f568dc5bc7f09223c1e6c07c3fd0fc1 100644
--- a/raw/sidecars/c1783693075391-15.json
+++ b/raw/sidecars/c1783693075391-15.json
@@ -2,20 +2,23 @@
   "schemaVersion": 1,
   "id": "c1783693075391-15",
   "createdAt": "2026-07-10T14:33:34.198Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783693075391-15.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
+      "value": 4,
       "box": {
-        "x": 0.225,
-        "y": 0.59,
-        "w": 0.1843,
-        "h": 0.1596
+        "x": 0.2295,
+        "y": 0.5945,
+        "w": 0.1798,
+        "h": 0.1573
       },
-      "confidence": 0.8299630880355835
+      "face": {
+        "poly": [],
+        "illegible": true
+      }
     }
   ],
   "modelLabels": [
@@ -42,5 +45,6 @@
       }
     }
   ],
-  "corrected": true
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783693080854-16.json b/raw/sidecars/c1783693080854-16.json
index 7db32023916a6b8801c862f12af0205bb3354099..cbce5f9801988ec7e58a3d9eaaa9a48c21c98aa7 100644
--- a/raw/sidecars/c1783693080854-16.json
+++ b/raw/sidecars/c1783693080854-16.json
@@ -2,20 +2,55 @@
   "schemaVersion": 1,
   "id": "c1783693080854-16",
   "createdAt": "2026-07-10T14:33:34.206Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783693080854-16.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
+      "value": 2,
       "box": {
-        "x": 0.0058,
-        "y": 0.2281,
-        "w": 0.1633,
-        "h": 0.1361
+        "x": 0.0045,
+        "y": 0.2243,
+        "w": 0.164,
+        "h": 0.1465
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.0466,
+            0.2622
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+          [
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+            0.2622
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+          [
+            0.1283,
+            0.3302
+          ],
+          [
+            0.0466,
+            0.3302
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+        ]
       },
-      "confidence": 0.7811358571052551
+      "face": {
+        "poly": [
+          [
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+            0.3115522627652795
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+            0.3473627954768696
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+          [
+            0.029832662428321378,
+            0.31915564514240236
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+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -42,5 +77,6 @@
       }
     }
   ],
-  "corrected": true
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783693089446-17.json b/raw/sidecars/c1783693089446-17.json
index 9e8f163567da12ff32ee75728b68d6019e3912dd..a22214bfdce1ba9d551c84e8c6aeb3f861b92d94 100644
--- a/raw/sidecars/c1783693089446-17.json
+++ b/raw/sidecars/c1783693089446-17.json
@@ -2,18 +2,22 @@
   "schemaVersion": 1,
   "id": "c1783693089446-17",
   "createdAt": "2026-07-10T14:58:32.283Z",
-  "model": "agent-boxed",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783693089446-17.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
+      "value": 2,
       "box": {
-        "x": 0.386,
-        "y": 0.487,
-        "w": 0.198,
-        "h": 0.19
+        "x": 0.3868,
+        "y": 0.5057,
+        "w": 0.1841,
+        "h": 0.1567
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
       }
     }
   ],
@@ -29,5 +33,6 @@
       }
     }
   ],
-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783693094899-18.json b/raw/sidecars/c1783693094899-18.json
index 551ee5c60d2fd039f8a2f387cd5e7eb84e88b25c..6d92f964e5f97f0b9faed7a916fcf48a2dc782ed 100644
--- a/raw/sidecars/c1783693094899-18.json
+++ b/raw/sidecars/c1783693094899-18.json
@@ -15,7 +15,11 @@
         "w": 0.1423,
         "h": 0.0467
       },
-      "confidence": 0.5665966272354126
+      "confidence": 0.5665966272354126,
+      "face": {
+        "poly": [],
+        "illegible": true
+      }
     }
   ],
   "modelLabels": [
diff --git a/raw/sidecars/c1783693108476-19.json b/raw/sidecars/c1783693108476-19.json
index 7c5d8257de08c2d435ed53e4a23caab2da18cec8..c03ac4ebfbff29293e0335baf89eb7bc60ed8e7e 100644
--- a/raw/sidecars/c1783693108476-19.json
+++ b/raw/sidecars/c1783693108476-19.json
@@ -2,7 +2,7 @@
   "schemaVersion": 1,
   "id": "c1783693108476-19",
   "createdAt": "2026-07-10T14:33:34.228Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
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   "image": "c1783693108476-19.jpg",
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@@ -10,12 +10,47 @@
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@@ -42,5 +77,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783693118442-1a.json b/raw/sidecars/c1783693118442-1a.json
index a95ded3f6c888a2ed12f17667da1ce33103206d9..757ecf3c017ef8578d8556796caf05c448dc76d2 100644
--- a/raw/sidecars/c1783693118442-1a.json
+++ b/raw/sidecars/c1783693118442-1a.json
@@ -2,42 +2,135 @@
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   "id": "c1783693118442-1a",
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-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
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   "image": "c1783693118442-1a.jpg",
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@@ -97,5 +190,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783693142257-1b.json b/raw/sidecars/c1783693142257-1b.json
index 8898281adf9c4c711fff7e801d1440575a2ae762..3df5da18493ab2401237b19c7befb20822416148 100644
--- a/raw/sidecars/c1783693142257-1b.json
+++ b/raw/sidecars/c1783693142257-1b.json
@@ -2,42 +2,155 @@
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   "id": "c1783693142257-1b",
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-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783693142257-1b.jpg",
   "labels": [
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@@ -86,5 +199,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783693154573-1c.json b/raw/sidecars/c1783693154573-1c.json
index c1e5f73cd94b274dd5a1dc72d984764078f724a8..8675d36ea5e5499390c375eaf2389da6439ba52c 100644
--- a/raw/sidecars/c1783693154573-1c.json
+++ b/raw/sidecars/c1783693154573-1c.json
@@ -2,42 +2,135 @@
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   "id": "c1783693154573-1c",
   "createdAt": "2026-07-10T14:33:34.262Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783693154573-1c.jpg",
   "labels": [
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@@ -75,5 +168,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783693168647-1d.json b/raw/sidecars/c1783693168647-1d.json
index 6222dedb77251e4071eaf26adad2b83b0cd1e058..d765c07afc5974386a2f65bc7c50145bb6a79667 100644
--- a/raw/sidecars/c1783693168647-1d.json
+++ b/raw/sidecars/c1783693168647-1d.json
@@ -2,42 +2,155 @@
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   "id": "c1783693168647-1d",
   "createdAt": "2026-07-10T14:33:34.271Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
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   "image": "c1783693168647-1d.jpg",
   "labels": [
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@@ -86,5 +199,6 @@
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+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783693182886-1e.json b/raw/sidecars/c1783693182886-1e.json
index 5856bab0c836bd03849355b4d66e08be9f6045be..88d4b487e0de68205a74b9dff3bc1584044f8d16 100644
--- a/raw/sidecars/c1783693182886-1e.json
+++ b/raw/sidecars/c1783693182886-1e.json
@@ -2,7 +2,7 @@
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+  "model": "human-relabel",
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@@ -10,23 +10,93 @@
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@@ -75,5 +145,6 @@
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-  "corrected": true
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1783693196751-1f.json b/raw/sidecars/c1783693196751-1f.json
index 4818ced1ac85303725bd8cf5da815bf60705da2b..8c4ab8783cdefc5f3b3ec3c59fbcadfbc01e7f2d 100644
--- a/raw/sidecars/c1783693196751-1f.json
+++ b/raw/sidecars/c1783693196751-1f.json
@@ -15,7 +15,11 @@
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         "h": 0.1521
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-      "confidence": 0.8597665429115295
+      "confidence": 0.8597665429115295,
+      "face": {
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+        "illegible": true
+      }
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     {
       "type": "d20",
@@ -26,7 +30,43 @@
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         "h": 0.1777
       },
-      "confidence": 0.7681487798690796
+      "confidence": 0.7681487798690796,
+      "numeral": {
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diff --git a/raw/sidecars/c1783693214793-1g.json b/raw/sidecars/c1783693214793-1g.json
index b75c7525a4ac90787876132b1169b389a35a9b6e..9e9e5975728abe9f86878bc498f389d355f3a865 100644
--- a/raw/sidecars/c1783693214793-1g.json
+++ b/raw/sidecars/c1783693214793-1g.json
@@ -2,31 +2,101 @@
   "schemaVersion": 1,
   "id": "c1783693214793-1g",
   "createdAt": "2026-07-10T14:33:34.307Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HUE HD Camera (0c45:6341)",
   "image": "c1783693214793-1g.jpg",
   "labels": [
     {
       "type": "d4",
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       "box": {
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-        "y": 0.2322,
-        "w": 0.158,
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+            0.2916680855755935
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+      }
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     {
       "type": "d20",
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       "box": {
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-        "y": 0.6812,
-        "w": 0.2402,
-        "h": 0.202
+        "x": 0.0493,
+        "y": 0.6912,
+        "w": 0.2041,
+        "h": 0.19
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+      "numeral": {
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-      "confidence": 0.8807404041290283
+      "face": {
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+      }
     }
   ],
   "modelLabels": [
@@ -53,5 +123,6 @@
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-  "corrected": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1784477279273-4.json b/raw/sidecars/c1784477279273-4.json
index 8ef9f358d01c5d1c0ed5bbc775892e093d2100a6..9c492376a062f56546b408f037f9e8dd565d0469 100644
--- a/raw/sidecars/c1784477279273-4.json
+++ b/raw/sidecars/c1784477279273-4.json
@@ -2,20 +2,55 @@
   "schemaVersion": 1,
   "id": "c1784477279273-4",
   "createdAt": "2026-07-19T22:50:28.618Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "c1784477279273-4.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
+      "value": 4,
       "box": {
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-        "y": 0.7544,
-        "w": 0.1352,
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+        "x": 0.3277,
+        "y": 0.7595,
+        "w": 0.1551,
+        "h": 0.1576
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   "modelLabels": [
@@ -31,6 +66,6 @@
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-  "corrected": false,
-  "valuesTrusted": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1784477286688-5.json b/raw/sidecars/c1784477286688-5.json
index 67563dfa581c84501858a71c15a18462bc9c2560..514be274839e127b360c1670e81bbf7d586913e0 100644
--- a/raw/sidecars/c1784477286688-5.json
+++ b/raw/sidecars/c1784477286688-5.json
@@ -15,7 +15,11 @@
         "w": 0.17,
         "h": 0.1576
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-      "confidence": 0.9026950597763062
+      "confidence": 0.9026950597763062,
+      "face": {
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+        "illegible": true
+      }
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   "modelLabels": [
diff --git a/raw/sidecars/c1784477299219-6.json b/raw/sidecars/c1784477299219-6.json
index 09eafca4bdb688cbce93ffed867772822bf3cfe2..800e57b45b597a0ac71c3a037b73dbf7b8ac9143 100644
--- a/raw/sidecars/c1784477299219-6.json
+++ b/raw/sidecars/c1784477299219-6.json
@@ -15,7 +15,11 @@
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         "h": 0.1926
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-      "confidence": 0.8642412424087524
+      "confidence": 0.8642412424087524,
+      "face": {
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+        "illegible": true
+      }
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   "modelLabels": [
diff --git a/raw/sidecars/c1784477306915-7.json b/raw/sidecars/c1784477306915-7.json
index 7434536efbb9b9a9f8859acb6df52bdee1234431..80f11f0b5083f511cb14aee7ef9e760ee11c170f 100644
--- a/raw/sidecars/c1784477306915-7.json
+++ b/raw/sidecars/c1784477306915-7.json
@@ -2,20 +2,55 @@
   "schemaVersion": 1,
   "id": "c1784477306915-7",
   "createdAt": "2026-07-19T22:50:28.641Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "c1784477306915-7.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
+      "value": 4,
       "box": {
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-        "y": 0.1421,
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+        "x": 0.5488,
+        "y": 0.1413,
+        "w": 0.1577,
+        "h": 0.1537
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+      "numeral": {
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-      "confidence": 0.856046199798584
+      "face": {
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     }
   ],
   "modelLabels": [
@@ -31,6 +66,6 @@
       }
     }
   ],
-  "corrected": false,
-  "valuesTrusted": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1784477312861-8.json b/raw/sidecars/c1784477312861-8.json
index b789e91135b8d34e866562793942822a09cf69f0..a4638e552516211bf34aad15b9811f08337689d1 100644
--- a/raw/sidecars/c1784477312861-8.json
+++ b/raw/sidecars/c1784477312861-8.json
@@ -15,7 +15,31 @@
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         "h": 0.1445
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-      "confidence": 0.8849045038223267
+      "confidence": 0.8849045038223267,
+      "numeral": {
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+        "illegible": true
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   "modelLabels": [
diff --git a/raw/sidecars/c1784477319510-9.json b/raw/sidecars/c1784477319510-9.json
index e9229684e1da9072cb2422ce65f1c5a0d21c43c5..89ce6a80ff224a1509a6188abab6dd44ffc90dae 100644
--- a/raw/sidecars/c1784477319510-9.json
+++ b/raw/sidecars/c1784477319510-9.json
@@ -15,7 +15,31 @@
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         "h": 0.1838
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+      "confidence": 0.8962448239326477,
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+        "illegible": true
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diff --git a/raw/sidecars/c1784477329936-a.json b/raw/sidecars/c1784477329936-a.json
index ecb5ef7534fc5975486da3f8acfa8786cb53e236..791d1cbfc01a66017629c43c1777e27b63e46722 100644
--- a/raw/sidecars/c1784477329936-a.json
+++ b/raw/sidecars/c1784477329936-a.json
@@ -2,20 +2,55 @@
   "schemaVersion": 1,
   "id": "c1784477329936-a",
   "createdAt": "2026-07-19T22:50:28.654Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "c1784477329936-a.jpg",
   "labels": [
     {
       "type": "d4",
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+      "value": 3,
       "box": {
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-        "y": 0.3676,
-        "w": 0.153,
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+        "x": 0.1582,
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+        "h": 0.1566
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-      "confidence": 0.871773362159729
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   "modelLabels": [
@@ -31,6 +66,6 @@
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-  "corrected": false,
-  "valuesTrusted": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1784477342886-b.json b/raw/sidecars/c1784477342886-b.json
index fadb6e865cab8806eb0303c025fc0487189e5b96..5c7940cbe42ad4e75667b7d6db3da7e982527c4f 100644
--- a/raw/sidecars/c1784477342886-b.json
+++ b/raw/sidecars/c1784477342886-b.json
@@ -2,20 +2,43 @@
   "schemaVersion": 1,
   "id": "c1784477342886-b",
   "createdAt": "2026-07-19T22:50:28.660Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "c1784477342886-b.jpg",
   "labels": [
     {
       "type": "d4",
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   "modelLabels": [
@@ -31,6 +54,6 @@
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   ],
-  "corrected": false,
-  "valuesTrusted": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1784477354910-c.json b/raw/sidecars/c1784477354910-c.json
index dab2a7491e9dbf37fa2e5f70a15aa94afb90ddf2..c3d0bebdc6eaad54cea02c269115f4f0bf3810f5 100644
--- a/raw/sidecars/c1784477354910-c.json
+++ b/raw/sidecars/c1784477354910-c.json
@@ -2,42 +2,155 @@
   "schemaVersion": 1,
   "id": "c1784477354910-c",
   "createdAt": "2026-07-19T22:50:28.672Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "c1784477354910-c.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
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       "box": {
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     {
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       "box": {
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     {
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       "box": {
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   "modelLabels": [
@@ -75,6 +188,6 @@
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-  "valuesTrusted": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1784477384514-d.json b/raw/sidecars/c1784477384514-d.json
index 3f068e3f05db8c1f4f541eac9fe08ae6b41af63c..b10883e3179de3f63e13966de787281577209938 100644
--- a/raw/sidecars/c1784477384514-d.json
+++ b/raw/sidecars/c1784477384514-d.json
@@ -2,42 +2,135 @@
   "schemaVersion": 1,
   "id": "c1784477384514-d",
   "createdAt": "2026-07-19T22:50:28.688Z",
-  "model": "reconciled:champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "c1784477384514-d.jpg",
   "labels": [
     {
       "type": "d4",
-      "value": 1,
+      "value": 3,
       "box": {
-        "x": 0.5099,
-        "y": 0.3638,
-        "w": 0.1775,
-        "h": 0.1767
+        "x": 0.5076881109022557,
+        "y": 0.38971365656363904,
+        "w": 0.1777,
+        "h": 0.1702
       },
-      "confidence": 0.8533847332000732
+      "numeral": {
+        "corners": [
+          [
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+            0.4932
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+          [
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+            0.4932
+          ],
+          [
+            0.6123,
+            0.5447
+          ],
+          [
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+            0.5447
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.5964514661690359,
+            0.49757279401444143
+          ],
+          [
+            0.6080524158780375,
+            0.5404773830295723
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+          [
+            0.565828025028684,
+            0.5292738625593781
+          ]
+        ]
+      }
     },
     {
       "type": "d6",
       "value": 1,
       "box": {
-        "x": 0.1038,
-        "y": 0.8004,
-        "w": 0.1147,
-        "h": 0.1105
+        "x": 0.6818,
+        "y": 0.7883,
+        "w": 0.1012,
+        "h": 0.102
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.6933,
+            0.8103
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+            0.8103
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+          [
+            0.7876,
+            0.897
+          ],
+          [
+            0.6933,
+            0.897
+          ]
+        ]
       },
-      "confidence": 0.8739111423492432
+      "face": {
+        "poly": [
+          [
+            0.7806343147134974,
+            0.8019901596813117
+          ],
+          [
+            0.7806343147134974,
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+            0.6922337093249641,
+            0.892168654340229
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+          [
+            0.6922337093249641,
+            0.8019901596813117
+          ]
+        ]
+      }
     },
     {
       "type": "d6",
       "value": 1,
       "box": {
-        "x": 0.6666,
-        "y": 0.7845,
-        "w": 0.112,
-        "h": 0.1045
+        "x": 0.1036,
+        "y": 0.8,
+        "w": 0.113,
+        "h": 0.1184
       },
-      "confidence": 0.848488450050354
+      "face": {
+        "poly": [
+          [
+            0.17833736809958425,
+            0.8082028982921754
+          ],
+          [
+            0.2228958590797384,
+            0.8856816931991753
+          ],
+          [
+            0.1469445760109926,
+            0.9311363326012767
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+          [
+            0.10238608503083843,
+            0.8536575376942768
+          ]
+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -75,6 +168,6 @@
       }
     }
   ],
-  "corrected": false,
-  "valuesTrusted": false
+  "corrected": true,
+  "valuesTrusted": true
 }
\ No newline at end of file
diff --git a/raw/sidecars/c1784477424158-f.json b/raw/sidecars/c1784477424158-f.json
index 4d9e7f954037de5dd550934ca16e473e1a07ab1e..febffcd16ff65a363bcea64459278701cb71c597 100644
--- a/raw/sidecars/c1784477424158-f.json
+++ b/raw/sidecars/c1784477424158-f.json
@@ -15,7 +15,11 @@
         "w": 0.1364,
         "h": 0.1786
       },
-      "confidence": 0.7010505199432373
+      "confidence": 0.7010505199432373,
+      "face": {
+        "poly": [],
+        "illegible": true
+      }
     },
     {
       "type": "d6",
@@ -26,7 +30,27 @@
         "w": 0.1226,
         "h": 0.1163
       },
-      "confidence": 0.8972488045692444
+      "confidence": 0.8972488045692444,
+      "face": {
+        "poly": [
+          [
+            0.8138470926451745,
+            0.5283054635386206
+          ],
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+            0.5559281490408209
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+            0.8657314067538641,
+            0.6364786320639526
+          ],
+          [
+            0.786768994589896,
+            0.6088559465617523
+          ]
+        ]
+      }
     },
     {
       "type": "d6",
@@ -37,7 +61,31 @@
         "w": 0.1428,
         "h": 0.1627
       },
-      "confidence": 0.8960095047950745
+      "confidence": 0.8960095047950745,
+      "numeral": {
+        "corners": [
+          [
+            0.7764,
+            0.7571
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+            0.7907
+          ],
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+            0.7859,
+            0.8314
+          ],
+          [
+            0.7445,
+            0.7978
+          ]
+        ]
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
+      }
     }
   ],
   "modelLabels": [
diff --git a/raw/sidecars/c1784477445590-g.json b/raw/sidecars/c1784477445590-g.json
index 2d8f62fabc23897d87487889d381a831a70953bb..f710d6b9b2c50834ec8be98eec156ea0148d0258 100644
--- a/raw/sidecars/c1784477445590-g.json
+++ b/raw/sidecars/c1784477445590-g.json
@@ -15,7 +15,31 @@
         "w": 0.1756,
         "h": 0.1685
       },
-      "confidence": 0.8291360139846802
+      "confidence": 0.8291360139846802,
+      "numeral": {
+        "corners": [
+          [
+            0.2891,
+            0.5034
+          ],
+          [
+            0.3411,
+            0.5034
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+            0.5498
+          ],
+          [
+            0.2891,
+            0.5498
+          ]
+        ]
+      },
+      "face": {
+        "poly": [],
+        "illegible": true
+      }
     },
     {
       "type": "d20",
@@ -26,7 +50,43 @@
         "w": 0.1974,
         "h": 0.1998
       },
-      "confidence": 0.8685256242752075
+      "confidence": 0.8685256242752075,
+      "numeral": {
+        "corners": [
+          [
+            0.8415,
+            0.4017
+          ],
+          [
+            0.7983,
+            0.349
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+            0.8507,
+            0.3045
+          ],
+          [
+            0.8938,
+            0.3572
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.8359486528769051,
+            0.2979632602123694
+          ],
+          [
+            0.8956703959194452,
+            0.3710745817342814
+          ],
+          [
+            0.8037415569728807,
+            0.38727965737114023
+          ]
+        ]
+      }
     }
   ],
   "modelLabels": [
diff --git a/raw/sidecars/holdout.json b/raw/sidecars/holdout.json
new file mode 100644
index 0000000000000000000000000000000000000000..1251c31f38477bf34421f327920d0ead0e4de0d1
--- /dev/null
+++ b/raw/sidecars/holdout.json
@@ -0,0 +1,87 @@
+{
+  "ids": [
+    "1784485124395-l",
+    "1784485230267-m",
+    "1784680116244-1",
+    "1784682081726-5",
+    "1784682497736-9",
+    "1785095934670-5",
+    "1785195619717-0",
+    "1785198326903-3",
+    "1785200311531-5",
+    "1785531382365-1",
+    "1785532928032-8",
+    "1785535964373-0",
+    "1785695115507-1",
+    "1785699813455-4",
+    "c1783614145767-1",
+    "c1783614162075-2",
+    "c1783614185771-4",
+    "c1783614245613-6",
+    "c1783614320178-b",
+    "c1783614435048-i",
+    "c1783614443049-j",
+    "c1783614599450-u",
+    "c1783614633509-x",
+    "c1783614667621-z",
+    "c1783614694986-11",
+    "c1783614866585-17",
+    "c1783614899858-1a",
+    "c1783618106646-0",
+    "c1783618162188-6",
+    "c1783618179426-9",
+    "c1783618188166-a",
+    "c1783618193860-b",
+    "c1783618213151-d",
+    "c1783640563115-3",
+    "c1783640664629-4",
+    "c1783640692770-5",
+    "c1783640769163-9",
+    "c1783641031952-r",
+    "c1783641051291-s",
+    "c1783641091583-w",
+    "c1783641116638-y",
+    "c1783641253808-16",
+    "c1783641340334-1a",
+    "c1783641380319-1c",
+    "c1783641400037-1d",
+    "c1783642999669-1t",
+    "c1783643179993-1u",
+    "c1783643366257-1v",
+    "c1783687820607-q",
+    "c1783687867879-s",
+    "c1783687886336-t",
+    "c1783690484254-u",
+    "c1783690672694-z",
+    "c1783690690803-10",
+    "c1783690716621-11",
+    "c1783693142257-1b",
+    "c1784477306915-7",
+    "s1783696609806-2",
+    "s1783696665588-3",
+    "s1783696756842-5",
+    "s1783697554295-0",
+    "s1783697629922-2",
+    "s1783698473095-7",
+    "s1783698536449-9",
+    "s1783699306608-b",
+    "s1783699390651-d",
+    "s1783699715026-i",
+    "s1783699799226-j",
+    "s1783699853388-k",
+    "s1783700118610-n",
+    "s1783700224060-o",
+    "s1783700253242-p",
+    "s1783702115240-4",
+    "s1783702224818-8",
+    "s1783702257403-9",
+    "s1784158125884-c",
+    "s1784158168445-d",
+    "s1784158351687-g",
+    "s1784158393403-h",
+    "s1785531540555-3",
+    "s1785546992674-e",
+    "s1785547043861-f"
+  ],
+  "note": "Type-stratified ~15% holdout for the oriented-reading redesign (Phase 2): reserved per die type from frames with verified numeral labels, fixed seed 20260810. Re-drawn after recover-plan-numerals spatially recovered identity-less .plan/.pair numeral quads (Task 5)."
+}
diff --git a/raw/sidecars/r001.json b/raw/sidecars/r001.json
index 7c65d5475ada453d5b657aad3853f0524525b5a0..2dc174d5830eb26a8764c7a8fcabebb371ed6123 100644
--- a/raw/sidecars/r001.json
+++ b/raw/sidecars/r001.json
@@ -2,34 +2,300 @@
   "schemaVersion": 1,
   "id": "r001",
   "createdAt": "2026-07-09T14:35:00.000Z",
-  "model": "claude-fable-5-live",
+  "model": "human-relabel",
   "image": "r001.jpg",
   "labels": [
     {
       "type": "d8",
       "value": 3,
-      "confidence": 0.85,
-      "box": { "x": 0.319, "y": 0.35, "w": 0.078, "h": 0.153 }
+      "box": {
+        "x": 0.3061,
+        "y": 0.3593,
+        "w": 0.0909,
+        "h": 0.1587
+      },
+      "numeral": {
+        "corners": [
+          [
+            0.3711,
+            0.4514
+          ],
+          [
+            0.352,
+            0.4768
+          ],
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+            0.3309,
+            0.4267
+          ],
+          [
+            0.35,
+            0.4013
+          ]
+        ]
+      },
+      "face": {
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+          [
+            0.3590240143866652,
+            0.36300346146948353
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+            0.49051199974955667
+          ],
+          [
+            0.30759119969328275,
+            0.4596485411848058
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+        ]
+      }
     },
-    { "type": "d20", "value": 9, "box": { "x": 0.422, "y": 0.344, "w": 0.098, "h": 0.167 } },
     {
-      "type": "d10",
-      "value": 1,
-      "confidence": 0.4,
-      "box": { "x": 0.361, "y": 0.567, "w": 0.092, "h": 0.158 }
+      "type": "d12",
+      "value": 5,
+      "box": {
+        "x": 0.4504,
+        "y": 0.7815,
+        "w": 0.0985,
+        "h": 0.1824
+      },
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+      "face": {
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+        ]
+      }
+    },
+    {
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+      "box": {
+        "x": 0.4907,
+        "y": 0.623,
+        "w": 0.083,
+        "h": 0.1385
+      },
+      "numeral": {
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+      "face": {
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+      }
     },
-    { "type": "d4", "value": 4, "box": { "x": 0.486, "y": 0.622, "w": 0.098, "h": 0.158 } },
     {
       "type": "d6",
       "value": 2,
-      "confidence": 0.9,
-      "box": { "x": 0.603, "y": 0.59, "w": 0.078, "h": 0.121 }
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+        "w": 0.0883,
+        "h": 0.1491
+      },
+      "numeral": {
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+      "face": {
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+            0.6988776581786671
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+        ]
+      }
     },
     {
-      "type": "d12",
-      "value": 5,
-      "confidence": 0.85,
-      "box": { "x": 0.455, "y": 0.794, "w": 0.1, "h": 0.189 }
+      "type": "d20",
+      "value": 9,
+      "box": {
+        "x": 0.4216,
+        "y": 0.3391,
+        "w": 0.1016,
+        "h": 0.1731
+      },
+      "numeral": {
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+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
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+            0.36851930754494217
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+        ]
+      }
+    },
+    {
+      "type": "d10",
+      "value": 1,
+      "box": {
+        "x": 0.3631,
+        "y": 0.5576,
+        "w": 0.0886,
+        "h": 0.1678
+      },
+      "numeral": {
+        "corners": [
+          [
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+          ],
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+          ],
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+            0.6093
+          ],
+          [
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+            0.6523
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
+          [
+            0.41019827280642557,
+            0.5928220624222931
+          ],
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+            0.617197673768355
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+          [
+            0.3733725294111696,
+            0.6753518124129494
+          ]
+        ]
+      }
     }
   ],
   "modelLabels": [
@@ -37,38 +303,69 @@
       "type": "d8",
       "value": 3,
       "confidence": 0.85,
-      "box": { "x": 0.319, "y": 0.35, "w": 0.078, "h": 0.153 }
+      "box": {
+        "x": 0.319,
+        "y": 0.35,
+        "w": 0.078,
+        "h": 0.153
+      }
     },
     {
       "type": "d20",
       "value": 6,
       "confidence": 0.55,
-      "box": { "x": 0.422, "y": 0.344, "w": 0.098, "h": 0.167 }
+      "box": {
+        "x": 0.422,
+        "y": 0.344,
+        "w": 0.098,
+        "h": 0.167
+      }
     },
     {
       "type": "d10",
       "value": 1,
       "confidence": 0.4,
-      "box": { "x": 0.361, "y": 0.567, "w": 0.092, "h": 0.158 }
+      "box": {
+        "x": 0.361,
+        "y": 0.567,
+        "w": 0.092,
+        "h": 0.158
+      }
     },
     {
       "type": "d4",
       "value": 1,
       "confidence": 0.2,
-      "box": { "x": 0.486, "y": 0.622, "w": 0.098, "h": 0.158 }
+      "box": {
+        "x": 0.486,
+        "y": 0.622,
+        "w": 0.098,
+        "h": 0.158
+      }
     },
     {
       "type": "d6",
       "value": 2,
       "confidence": 0.9,
-      "box": { "x": 0.603, "y": 0.59, "w": 0.078, "h": 0.121 }
+      "box": {
+        "x": 0.603,
+        "y": 0.59,
+        "w": 0.078,
+        "h": 0.121
+      }
     },
     {
       "type": "d12",
       "value": 5,
       "confidence": 0.85,
-      "box": { "x": 0.455, "y": 0.794, "w": 0.1, "h": 0.189 }
+      "box": {
+        "x": 0.455,
+        "y": 0.794,
+        "w": 0.1,
+        "h": 0.189
+      }
     }
   ],
-  "corrected": true
-}
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/s1783696507282-0.json b/raw/sidecars/s1783696507282-0.json
index 78a0f44782b44f8ed6c04b597436140dc85d8078..481b499c3f2818c67b9c2b8ee1dda2da99c68e0b 100644
--- a/raw/sidecars/s1783696507282-0.json
+++ b/raw/sidecars/s1783696507282-0.json
@@ -15,7 +15,43 @@
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diff --git a/raw/sidecars/s1783696553481-1.json b/raw/sidecars/s1783696553481-1.json
index 1216ed77608306cd71ded68897b89d09369f09ee..be0c6aa43d7c43e7b3d764246846b28010d08361 100644
--- a/raw/sidecars/s1783696553481-1.json
+++ b/raw/sidecars/s1783696553481-1.json
@@ -14,6 +14,46 @@
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diff --git a/raw/sidecars/s1783696609806-2.json b/raw/sidecars/s1783696609806-2.json
index 8f22b2a25fcd145f8e66aba63311d8a15358428b..6016b1ddf5f638a6ca2c4b5ef5887ba75989ac8d 100644
--- a/raw/sidecars/s1783696609806-2.json
+++ b/raw/sidecars/s1783696609806-2.json
@@ -15,7 +15,47 @@
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diff --git a/raw/sidecars/s1783696665588-3.json b/raw/sidecars/s1783696665588-3.json
index 281d8ac2766fe46e0f12682608006893ed32f035..aadddc52506f58e7b835b56964316103650d4038 100644
--- a/raw/sidecars/s1783696665588-3.json
+++ b/raw/sidecars/s1783696665588-3.json
@@ -15,7 +15,51 @@
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index 4cfe38e71ee33bbba6eb496ae1562beb44c3d679..67e3cf17f93376272945f29269be49a5c2f0811e 100644
--- a/raw/sidecars/s1783696721686-4.json
+++ b/raw/sidecars/s1783696721686-4.json
@@ -15,7 +15,51 @@
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index 8a6e4f404dc19568a1c9b5c1804d2ef07ab4a703..708a3451fbf5d7f71bde1dbc9353603c82e52dca 100644
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index 20518f67391e1b977b6687c9de25a75a7647aa46..f455bb64848756716a2e40d946533818b144d6ca 100644
--- a/raw/sidecars/s1783696782853-6.json
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@@ -15,7 +15,43 @@
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index a44e09265c57f51623af3bcba518b62d6fb3eb4e..8b3035f367103bf6abe20b43a561ce8aa598af37 100644
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@@ -15,7 +15,47 @@
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index f12e622e1e4ffdfeb3706d140e4f2360377f2c1f..eff1d3690ff6639a324a0bd7b39914f83b101925 100644
--- a/raw/sidecars/s1783697595786-1.json
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@@ -2,53 +2,193 @@
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index f1c1233a9aa6a8ad9fe8057a9a58a45cbadadb33..64daff8c894a22bd65f547703cec7280fa3ca576 100644
--- a/raw/sidecars/s1783697629922-2.json
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@@ -14,6 +14,50 @@
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diff --git a/raw/sidecars/s1783698221387-3.json b/raw/sidecars/s1783698221387-3.json
index 1c47c0a9d3f073a012ba2e463f54afad299bd0ff..95a710c8109d72629c451de2078b3bb7671ca1b0 100644
--- a/raw/sidecars/s1783698221387-3.json
+++ b/raw/sidecars/s1783698221387-3.json
@@ -14,6 +14,50 @@
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@@ -34,6 +114,46 @@
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@@ -44,6 +164,42 @@
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diff --git a/raw/sidecars/s1783698275687-4.json b/raw/sidecars/s1783698275687-4.json
index db254e77fa2802722cbe3fa49807ef2d40db210d..4cf1299b1e1f0e9542becedda7204e11dddc5632 100644
--- a/raw/sidecars/s1783698275687-4.json
+++ b/raw/sidecars/s1783698275687-4.json
@@ -15,7 +15,51 @@
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@@ -26,7 +70,43 @@
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@@ -37,7 +117,47 @@
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@@ -48,7 +168,43 @@
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diff --git a/raw/sidecars/s1783698326837-5.json b/raw/sidecars/s1783698326837-5.json
index cfade434ba482f700dbf286be816ce812bcfc422..f147ec660b4bdad91636f09e0eeb97c2a8da9ac5 100644
--- a/raw/sidecars/s1783698326837-5.json
+++ b/raw/sidecars/s1783698326837-5.json
@@ -7,13 +7,49 @@
   "image": "s1783698326837-5.jpg",
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@@ -24,6 +60,42 @@
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@@ -34,16 +106,100 @@
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diff --git a/raw/sidecars/s1783698384181-6.json b/raw/sidecars/s1783698384181-6.json
index ca4a3e407a3b35a2ae39c0892da1e803ce579657..8f7ced84e57f7e3f54c1d1f5a6d25ba591b0d406 100644
--- a/raw/sidecars/s1783698384181-6.json
+++ b/raw/sidecars/s1783698384181-6.json
@@ -14,6 +14,50 @@
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diff --git a/raw/sidecars/s1783698473095-7.json b/raw/sidecars/s1783698473095-7.json
index 2582aac183f4faee92545a15ecaa5006cb381a17..390ce0b3ccdf464f100e197e299e7cb5d45e1966 100644
--- a/raw/sidecars/s1783698473095-7.json
+++ b/raw/sidecars/s1783698473095-7.json
@@ -14,6 +14,50 @@
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@@ -34,6 +114,46 @@
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diff --git a/raw/sidecars/s1783698501747-8.json b/raw/sidecars/s1783698501747-8.json
index 81ebc43b06e8a6db34171c919f578390e5cbd1bc..3a1d322a3ad258282b17824a2bceeebd332836cb 100644
--- a/raw/sidecars/s1783698501747-8.json
+++ b/raw/sidecars/s1783698501747-8.json
@@ -14,6 +14,50 @@
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@@ -24,6 +68,42 @@
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@@ -34,6 +114,46 @@
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@@ -44,6 +164,10 @@
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diff --git a/raw/sidecars/s1783698536449-9.json b/raw/sidecars/s1783698536449-9.json
index 59a3550f918824ba31f0aa76cd4151576e5eea9e..f0305f2bda61b044f6c796cd9bf65826d7df593e 100644
--- a/raw/sidecars/s1783698536449-9.json
+++ b/raw/sidecars/s1783698536449-9.json
@@ -15,7 +15,43 @@
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@@ -26,7 +62,51 @@
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@@ -37,7 +117,47 @@
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@@ -48,7 +168,31 @@
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diff --git a/raw/sidecars/s1783698582116-a.json b/raw/sidecars/s1783698582116-a.json
index a89af375036f1594beb0559222a2210779e2e540..29548cfbad4839bdf92416dfa2060d37db14cb1d 100644
--- a/raw/sidecars/s1783698582116-a.json
+++ b/raw/sidecars/s1783698582116-a.json
@@ -2,48 +2,204 @@
   "schemaVersion": 1,
   "id": "s1783698582116-a",
   "createdAt": "2026-07-10T16:27:12.401Z",
-  "model": "agent-boxed-sweep",
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   "image": "s1783698582116-a.jpg",
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diff --git a/raw/sidecars/s1783699306608-b.json b/raw/sidecars/s1783699306608-b.json
index 45fdb842edf6944d6d017a3bbadd4e649ea6927c..91cc600066081f6149c3e6a1b1a14d050367a474 100644
--- a/raw/sidecars/s1783699306608-b.json
+++ b/raw/sidecars/s1783699306608-b.json
@@ -14,6 +14,42 @@
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@@ -24,6 +60,46 @@
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@@ -34,6 +110,50 @@
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@@ -44,6 +164,42 @@
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diff --git a/raw/sidecars/s1783699341015-c.json b/raw/sidecars/s1783699341015-c.json
index 5b9dcbc07ac56e5dd8dcad669e469bb4e130bce1..3c0d4a76a18420114d523b9b8d69f12df491f505 100644
--- a/raw/sidecars/s1783699341015-c.json
+++ b/raw/sidecars/s1783699341015-c.json
@@ -15,7 +15,47 @@
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@@ -26,7 +66,51 @@
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@@ -37,7 +121,43 @@
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@@ -48,7 +168,43 @@
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index c8b4a947fb07089c8d4ad516c80cbe4f0b4ada47..03509179059838fbfb02c16786f859847991fd0b 100644
--- a/raw/sidecars/s1783699390651-d.json
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index 65a799f9b87504265fe41d746fec28ca68d792af..75229aed0499fe9e6d05594529dba266139baa12 100644
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index 6a0fd0dc4ddd52d6254ccab3e8bb08ed45835a47..21ca17cffe9025c2cec13aa68b6fcabc8bc95ae9 100644
--- a/raw/sidecars/s1783699449088-f.json
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@@ -15,7 +15,51 @@
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index 9edefc5c8c3fe57a12a4aebeb7481a0fbb7ae852..495c6116a0cae7d1b5ee1d604cea8abc9772b9e3 100644
--- a/raw/sidecars/s1783699474965-g.json
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@@ -14,6 +14,42 @@
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index de1a8a52a20f1277178ae080275dc296cbefa0bc..36284497533653e8a85f14c439924c8910e18986 100644
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@@ -14,6 +14,42 @@
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index 39d48de31e26a3e581450569c5ec5520994e16ea..2a979c7ada88725f1d4a7d02555837929404f66e 100644
--- a/raw/sidecars/s1783699715026-i.json
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index 68cc19823ad78db5a9b25fde75d20eb12a4e7c46..969af9b53c94f4243aeb5f830445aff3fe740c0a 100644
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index 120fba9ba6adcacd14878188894f1468bbe21109..f99e4d32a0bff289d1b365e4841d3dc7818c76d2 100644
--- a/raw/sidecars/s1783699853388-k.json
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@@ -15,7 +15,51 @@
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index 17f6625da5665da31883e4a4d2f0fecea9a145c2..44d94a8e68baf271031d13ea8aa5e6a1f40411e3 100644
--- a/raw/sidecars/s1783699967915-l.json
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@@ -15,7 +15,51 @@
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index 3d575858c547d0446f7fb3e79abe9321c068b5e8..1284b44ec9ab9c9ecc9aa3e55984682be2bc716c 100644
--- a/raw/sidecars/s1783700078648-m.json
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@@ -14,6 +14,50 @@
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index b6f80fc32830f670f4c3a83d80f682180107a8fd..fa3228de3ac01747a55290a281cc5c07a3077a38 100644
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index 3e0a1add077a653ef47ea30313016dccc3acb167..864942a2fae3e7ae64e443423bd85c57c17991b0 100644
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index da585bec740b9105de80ad412f2c058f34b02d0f..1a25482326bb237a1d593ed4767f8264a704c8b2 100644
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index 88897325d1cb0cdfd6530b58ffd7833567157df9..96dd5283d4e30253e5d3213c64f379051ce5f01a 100644
--- a/raw/sidecars/s1783701946433-0.json
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index 4d38a7b0bb4e2be6d103b42c0b7d6d93f755c67f..62db0bcfd31aa0aff516ab80584a2aa7bee1d180 100644
--- a/raw/sidecars/s1783701991265-1.json
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index 0261b27a16dcbcf0740daa892744fc346dc437c4..8b573519bf2ca3ea846b137cb9bac3048406e953 100644
--- a/raw/sidecars/s1783702035941-2.json
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index dfc9fb9aaa3ebee22b64e60abcd482329340d8db..c50577ff33e3f6c45840533ad29998fbf05bbb6c 100644
--- a/raw/sidecars/s1783702066136-3.json
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@@ -2,7 +2,7 @@
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index 4cac5ef3add4a5cd7860629b786dacbf50c33047..fe7da7a70e059aec14f06dbd6d3cd0dcc97d4aa7 100644
--- a/raw/sidecars/s1783702115240-4.json
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@@ -15,7 +15,47 @@
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diff --git a/raw/sidecars/s1783702140415-5.json b/raw/sidecars/s1783702140415-5.json
index 1a1513117a39b90899aace71fa35ea0c2fe16a09..4093be6623dfefe933d7ca12c20fad5d88c84a79 100644
--- a/raw/sidecars/s1783702140415-5.json
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@@ -15,7 +15,47 @@
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index f2d45e0c0002d016898a599739853733de66bbf6..7e3c63264de845a2e7dba32387b85bedd97f70d9 100644
--- a/raw/sidecars/s1783702174588-6.json
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index 9c29a503e1a8f14cd7a8a8dffba3a6a0060f3f80..8ae78cf7ab0cb0bcd133c58e0b7e8f9e1d96777c 100644
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index 28eaeb9c36ba49b2bc1a7a405e155f9b53292dd8..318c05e67699a3ba67c1c9afa6fed0119c4219ec 100644
--- a/raw/sidecars/s1783702224818-8.json
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@@ -2,7 +2,7 @@
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index 15d35fdcadc13d29d2c943ce0a51c21422f75f2f..d2bdf91692b342cbe4b4ef3f1ebc43b4443d0435 100644
--- a/raw/sidecars/s1783702257403-9.json
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@@ -15,7 +15,47 @@
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index 0b73192bc3cb2b902fe804569173dfc8dfb9c6eb..ce858a58ede6ce5fe03d311de8fd48ab2308b691 100644
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diff --git a/raw/sidecars/s1784157887319-7.json b/raw/sidecars/s1784157887319-7.json
index 2afa80b0d171ce3f89e2853e08afa38a0bffe4b8..2a261bc3b92d1c6a7ae6006e9690e685e596b76a 100644
--- a/raw/sidecars/s1784157887319-7.json
+++ b/raw/sidecars/s1784157887319-7.json
@@ -2,7 +2,7 @@
   "schemaVersion": 1,
   "id": "s1784157887319-7",
   "createdAt": "2026-07-22T13:02:49.561Z",
-  "model": "champion:dice-shape",
+  "model": "human-relabel",
   "camera": "Triveni's iPhone (2) Camera",
   "image": "s1784157887319-7.jpg",
   "labels": [
@@ -10,45 +10,197 @@
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diff --git a/raw/sidecars/s1784157949736-8.json b/raw/sidecars/s1784157949736-8.json
index 31e5a1665db57954f47041b312c2e2d6e58b9043..60e4a28f0a61c018e9590cf46a09a087c31d6127 100644
--- a/raw/sidecars/s1784157949736-8.json
+++ b/raw/sidecars/s1784157949736-8.json
@@ -15,7 +15,47 @@
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@@ -26,7 +66,43 @@
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@@ -37,7 +113,43 @@
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@@ -48,7 +160,43 @@
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diff --git a/raw/sidecars/s1784157995652-9.json b/raw/sidecars/s1784157995652-9.json
index 59ec21a9d64497ef129039285187ef55a6282559..d692e1d42ad499d4d36cf3e701ec6a54a74e720c 100644
--- a/raw/sidecars/s1784157995652-9.json
+++ b/raw/sidecars/s1784157995652-9.json
@@ -15,7 +15,43 @@
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@@ -26,7 +62,43 @@
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@@ -37,7 +109,43 @@
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@@ -48,7 +156,47 @@
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diff --git a/raw/sidecars/s1784158031537-a.json b/raw/sidecars/s1784158031537-a.json
index b89d98b002dfc7dcad0f37f10a9844a9deb6e874..6a7438ead4c28aa01c5a83e10008ebfd8e4e0316 100644
--- a/raw/sidecars/s1784158031537-a.json
+++ b/raw/sidecars/s1784158031537-a.json
@@ -15,7 +15,43 @@
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@@ -26,7 +62,43 @@
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@@ -37,7 +109,47 @@
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@@ -48,7 +160,47 @@
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diff --git a/raw/sidecars/s1784158097302-b.json b/raw/sidecars/s1784158097302-b.json
index deef89a93be2c7cfe300342f3169311e8d4297e6..46069e29773968481bd31855ef85aff1ec55798e 100644
--- a/raw/sidecars/s1784158097302-b.json
+++ b/raw/sidecars/s1784158097302-b.json
@@ -1,90 +1,254 @@
-{
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+}
\ No newline at end of file
diff --git a/raw/sidecars/s1784158125884-c.json b/raw/sidecars/s1784158125884-c.json
index 04e47ecca885185c7bfb1de03fbb2e301bcf6af6..ec57b67fd53b3810468c3b590f25fe0fc7df7214 100644
--- a/raw/sidecars/s1784158125884-c.json
+++ b/raw/sidecars/s1784158125884-c.json
@@ -15,7 +15,47 @@
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@@ -26,7 +66,47 @@
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@@ -37,7 +117,47 @@
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@@ -48,7 +168,51 @@
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diff --git a/raw/sidecars/s1784158168445-d.json b/raw/sidecars/s1784158168445-d.json
index d1b302af2ca9a3219dc6f5c27fa84b861c1355d9..1fc8635a276443c68fd7e2ba20332d1c21175ec6 100644
--- a/raw/sidecars/s1784158168445-d.json
+++ b/raw/sidecars/s1784158168445-d.json
@@ -1,90 +1,262 @@
-{
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+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/s1784158209269-e.json b/raw/sidecars/s1784158209269-e.json
index 6f447752a0c5ee25cb8bf227091360e48515ae2d..ef09efc3dd427347537d0df7b41a65519a4fdf1f 100644
--- a/raw/sidecars/s1784158209269-e.json
+++ b/raw/sidecars/s1784158209269-e.json
@@ -7,7 +7,7 @@
   "image": "s1784158209269-e.jpg",
   "labels": [
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@@ -15,7 +15,47 @@
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@@ -26,7 +66,51 @@
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+      },
+      "face": {
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+            0.6587272484854273,
+            0.21287906364229142
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+        ]
+      }
     },
     {
       "type": "d12",
@@ -37,7 +121,51 @@
         "w": 0.1239,
         "h": 0.2369
       },
-      "confidence": 0.8722175359725952
+      "confidence": 0.8722175359725952,
+      "numeral": {
+        "corners": [
+          [
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+          [
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+          [
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+          ]
+        ]
+      },
+      "face": {
+        "poly": [
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+          [
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+            0.7191193395695635
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+      }
     },
     {
       "type": "d20",
@@ -48,7 +176,43 @@
         "w": 0.1106,
         "h": 0.2206
       },
-      "confidence": 0.8955908417701721
+      "confidence": 0.8955908417701721,
+      "numeral": {
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+          [
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+          [
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+          [
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+            0.7503
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+        ]
+      },
+      "face": {
+        "poly": [
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+          [
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+          [
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+            0.8430717079180187
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+        ]
+      }
     }
   ],
   "modelLabels": [
diff --git a/raw/sidecars/s1784158260683-f.json b/raw/sidecars/s1784158260683-f.json
index 6d9d5705521b8409b1a89bfaa94962a964be19b4..a60c56a2eb2b43fbdd6ab913df4ec4d7a8d60ef9 100644
--- a/raw/sidecars/s1784158260683-f.json
+++ b/raw/sidecars/s1784158260683-f.json
@@ -15,7 +15,51 @@
         "w": 0.1075,
         "h": 0.2038
       },
-      "confidence": 0.703569769859314
+      "confidence": 0.703569769859314,
+      "numeral": {
+        "corners": [
+          [
+            0.3748,
+            0.2392
+          ],
+          [
+            0.335,
+            0.2409
+          ],
+          [
+            0.3342,
+            0.1782
+          ],
+          [
+            0.374,
+            0.1765
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
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+            0.17529152746412469
+          ],
+          [
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+          [
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+            0.2710414995384659
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+          [
+            0.32753721244916995,
+            0.23586932075720177
+          ],
+          [
+            0.337524135500673,
+            0.17669258359340562
+          ]
+        ]
+      }
     },
     {
       "type": "d12",
@@ -26,7 +70,51 @@
         "w": 0.1104,
         "h": 0.2082
       },
-      "confidence": 0.8029377460479736
+      "confidence": 0.8029377460479736,
+      "numeral": {
+        "corners": [
+          [
+            0.6868,
+            0.21
+          ],
+          [
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+            0.2302
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+          [
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+            0.1669
+          ],
+          [
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+            0.1467
+          ]
+        ]
+      },
+      "face": {
+        "poly": [
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+            0.14267733533043583
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+          [
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+          [
+            0.6409837845989228,
+            0.15983280032427705
+          ]
+        ]
+      }
     },
     {
       "type": "d12",
@@ -37,7 +125,51 @@
         "w": 0.1257,
         "h": 0.2009
       },
-      "confidence": 0.6647681593894958
+      "confidence": 0.6647681593894958,
+      "numeral": {
+        "corners": [
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+        ]
+      },
+      "face": {
+        "poly": [
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+      }
     },
     {
       "type": "d20",
@@ -48,7 +180,43 @@
         "w": 0.1183,
         "h": 0.2096
       },
-      "confidence": 0.8799005746841431
+      "confidence": 0.8799005746841431,
+      "numeral": {
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diff --git a/raw/sidecars/s1784158351687-g.json b/raw/sidecars/s1784158351687-g.json
index f4a628bd4592bfee65ebf5cb7042991d4783c463..e846626155804d7c7efee7e0516041fb6a314493 100644
--- a/raw/sidecars/s1784158351687-g.json
+++ b/raw/sidecars/s1784158351687-g.json
@@ -1,78 +1,220 @@
-{
-  "schemaVersion": 1,
-  "id": "s1784158351687-g",
-  "createdAt": "2026-07-22T13:02:50.958Z",
-  "model": "agent-boxed-sweep",
-  "camera": "Triveni's iPhone (2) Camera",
-  "image": "s1784158351687-g.jpg",
-  "labels": [
-    {
-      "type": "d20",
-      "value": 3,
-      "box": {
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-        "y": 0.1801,
-        "w": 0.0999,
-        "h": 0.2173
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-      "confidence": 0.8580219149589539
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-      "box": {
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-        "y": 0.6591,
-        "w": 0.1163,
-        "h": 0.2253
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-      "confidence": 0.890885591506958
-    },
-    {
-      "type": "d20",
-      "value": 4,
-      "box": {
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-        "y": 0.2815,
-        "w": 0.1302,
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-    },
-    {
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-      "box": {
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-        "y": 0.7306,
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-  "modelLabels": [
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-      "confidence": 0.890885591506958,
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-    },
-    {
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-      "confidence": 0.8580219149589539,
-      "box": {
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-        "y": 0.1801,
-        "w": 0.0999,
-        "h": 0.2173
-      }
-    }
-  ],
-  "corrected": true,
-  "valuesTrusted": true
-}
+{
+  "schemaVersion": 1,
+  "id": "s1784158351687-g",
+  "createdAt": "2026-07-22T13:02:50.958Z",
+  "model": "human-relabel",
+  "camera": "Triveni's iPhone (2) Camera",
+  "image": "s1784158351687-g.jpg",
+  "labels": [
+    {
+      "type": "d4",
+      "value": 1,
+      "box": {
+        "x": 0.5858,
+        "y": 0.7266,
+        "w": 0.1184,
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+  "modelLabels": [
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+      "confidence": 0.890885591506958,
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+      "confidence": 0.8580219149589539,
+      "box": {
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+        "y": 0.1801,
+        "w": 0.0999,
+        "h": 0.2173
+      }
+    }
+  ],
+  "corrected": true,
+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/s1784158393403-h.json b/raw/sidecars/s1784158393403-h.json
index 576964fc31bc3c944a5da1ab9d69b5db022ebdba..c74e62fa1343e263ba6ca4cff1bfefa28b881f20 100644
--- a/raw/sidecars/s1784158393403-h.json
+++ b/raw/sidecars/s1784158393403-h.json
@@ -2,53 +2,193 @@
   "schemaVersion": 1,
   "id": "s1784158393403-h",
   "createdAt": "2026-07-22T13:02:51.110Z",
-  "model": "champion:dice-shape",
+  "model": "human-relabel",
   "camera": "Triveni's iPhone (2) Camera",
   "image": "s1784158393403-h.jpg",
   "labels": [
     {
-      "type": "d20",
-      "value": 6,
+      "type": "d4",
+      "value": 2,
       "box": {
-        "x": 0.2737,
-        "y": 0.2904,
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+        "x": 0.6145,
+        "y": 0.663,
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+      },
+      "numeral": {
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+          [
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+          [
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+        ]
       },
-      "confidence": 0.899412989616394
+      "face": {
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+      }
     },
     {
       "type": "d20",
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       "box": {
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+        "x": 0.6265,
+        "y": 0.2986,
+        "w": 0.1096,
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       },
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+      "face": {
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     {
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       "box": {
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+        "h": 0.2039
       },
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     },
     {
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+      "type": "d20",
+      "value": 8,
       "box": {
-        "x": 0.6093,
-        "y": 0.6632,
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+        "h": 0.2111
       },
-      "confidence": 0.8747713565826416
+      "numeral": {
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+      "face": {
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+      }
     }
   ],
   "modelLabels": [
diff --git a/raw/sidecars/s1784158618566-i.json b/raw/sidecars/s1784158618566-i.json
index 1cbe6589f186b4860034357e02c76cd6ca5a599b..f9aaea7eabfe9678288db2f3afc6effa6244b285 100644
--- a/raw/sidecars/s1784158618566-i.json
+++ b/raw/sidecars/s1784158618566-i.json
@@ -1,90 +1,231 @@
-{
-  "schemaVersion": 1,
-  "id": "s1784158618566-i",
-  "createdAt": "2026-07-22T13:02:51.268Z",
-  "model": "agent-boxed-sweep",
-  "camera": "Triveni's iPhone (2) Camera",
-  "image": "s1784158618566-i.jpg",
-  "labels": [
-    {
-      "type": "d20",
-      "value": 9,
-      "box": {
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-        "y": 0.2565,
-        "w": 0.1119,
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-      "confidence": 0.8742091655731201
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-    {
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+  "model": "human-relabel",
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+  "valuesTrusted": true
+}
\ No newline at end of file
diff --git a/raw/sidecars/s1785531540555-3.json b/raw/sidecars/s1785531540555-3.json
index 8c5aa6846450e83a14c94689adaf71a206ece6c0..3fe740d5fb5daa07a2f4f406f83d8667bd8f85a4 100644
--- a/raw/sidecars/s1785531540555-3.json
+++ b/raw/sidecars/s1785531540555-3.json
@@ -15,7 +15,47 @@
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@@ -26,7 +66,47 @@
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@@ -37,7 +117,51 @@
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@@ -48,7 +172,51 @@
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diff --git a/raw/sidecars/s1785531590384-4.json b/raw/sidecars/s1785531590384-4.json
index de9464d5d23b76b2b26ee16b8d87af815fe2b7fb..00d482d68c73423af3376bfcaae43b6311d111c1 100644
--- a/raw/sidecars/s1785531590384-4.json
+++ b/raw/sidecars/s1785531590384-4.json
@@ -2,53 +2,181 @@
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   "id": "s1785531590384-4",
   "createdAt": "2026-07-31T23:09:51.697Z",
-  "model": "champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "s1785531590384-4.jpg",
   "labels": [
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diff --git a/raw/sidecars/s1785532010296-5.json b/raw/sidecars/s1785532010296-5.json
index b122fcf68f01bd5e5abb41b3605df65eb70b1bab..521473cf54cfa872b3a17dac0d12337123fa109d 100644
--- a/raw/sidecars/s1785532010296-5.json
+++ b/raw/sidecars/s1785532010296-5.json
@@ -15,7 +15,43 @@
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@@ -26,7 +62,43 @@
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@@ -37,7 +109,43 @@
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@@ -48,7 +156,31 @@
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diff --git a/raw/sidecars/s1785532059312-6.json b/raw/sidecars/s1785532059312-6.json
index 39b32e29881e3c42ab3827fece6c5e76c2d2a8b0..0588eaf8568c189ed55008effaa3fa5fa3abbd21 100644
--- a/raw/sidecars/s1785532059312-6.json
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@@ -15,7 +15,31 @@
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@@ -26,7 +50,47 @@
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+      "face": {
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+            0.3270315811774756
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+      }
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@@ -37,7 +101,51 @@
         "w": 0.1698,
         "h": 0.187
       },
-      "confidence": 0.53999924659729
+      "confidence": 0.53999924659729,
+      "numeral": {
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+            0.7796
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+            0.7502
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+      "face": {
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+            0.6975023585028658
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+      }
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@@ -48,7 +156,51 @@
         "w": 0.164,
         "h": 0.1751
       },
-      "confidence": 0.8756862282752991
+      "confidence": 0.8756862282752991,
+      "numeral": {
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+            0.7494305889238679
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diff --git a/raw/sidecars/s1785532112996-7.json b/raw/sidecars/s1785532112996-7.json
index 9812783542bdd39c66816f0ace7ef96982be4262..f35878c749ec502e9c507a7a68b57ec3f2cefadf 100644
--- a/raw/sidecars/s1785532112996-7.json
+++ b/raw/sidecars/s1785532112996-7.json
@@ -15,7 +15,51 @@
         "w": 0.1746,
         "h": 0.209
       },
-      "confidence": 0.871524453163147
+      "confidence": 0.871524453163147,
+      "numeral": {
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+      },
+      "face": {
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+          [
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+            0.32292641191041443
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+        ]
+      }
     },
     {
       "type": "d12",
@@ -26,7 +70,51 @@
         "w": 0.1695,
         "h": 0.1773
       },
-      "confidence": 0.775953471660614
+      "confidence": 0.775953471660614,
+      "numeral": {
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+      },
+      "face": {
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+      }
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       "type": "d20",
@@ -37,7 +125,43 @@
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         "h": 0.1709
       },
-      "confidence": 0.8634951710700989
+      "confidence": 0.8634951710700989,
+      "numeral": {
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+      "face": {
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+          [
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+            0.7549458805623582
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+        ]
+      }
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diff --git a/raw/sidecars/s1785545836550-0.json b/raw/sidecars/s1785545836550-0.json
index 1569730cab4a14aed17ffa8a247bfd6a99910eda..2ec0de80bfa2e4af9666d949f63c7cde0800e2bf 100644
--- a/raw/sidecars/s1785545836550-0.json
+++ b/raw/sidecars/s1785545836550-0.json
@@ -15,7 +15,51 @@
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         "h": 0.1704
       },
-      "confidence": 0.8993959426879883
+      "confidence": 0.8993959426879883,
+      "numeral": {
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+        ]
+      },
+      "face": {
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+            0.2574933473988091
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+      }
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@@ -26,7 +70,43 @@
         "w": 0.1806,
         "h": 0.1671
       },
-      "confidence": 0.9038296937942505
+      "confidence": 0.9038296937942505,
+      "numeral": {
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+      "face": {
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+            0.7908922896784696
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+        ]
+      }
     },
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       "type": "d20",
@@ -37,7 +117,43 @@
         "w": 0.1806,
         "h": 0.1709
       },
-      "confidence": 0.876343309879303
+      "confidence": 0.876343309879303,
+      "numeral": {
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+      "face": {
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+        ]
+      }
     },
     {
       "type": "d20",
@@ -47,6 +163,42 @@
         "y": 0.1933,
         "w": 0.1733,
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+      },
+      "numeral": {
+        "corners": [
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     }
   ],
@@ -87,4 +239,4 @@
   ],
   "corrected": true,
   "valuesTrusted": true
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/s1785545893864-1.json b/raw/sidecars/s1785545893864-1.json
index 4fc48bb6e3dec49112af939c161612abe57e87fb..669dee6a2318541c085fc92981a45c40f6b476cd 100644
--- a/raw/sidecars/s1785545893864-1.json
+++ b/raw/sidecars/s1785545893864-1.json
@@ -2,53 +2,185 @@
   "schemaVersion": 1,
   "id": "s1785545893864-1",
   "createdAt": "2026-08-01T01:19:01.924Z",
-  "model": "champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "s1785545893864-1.jpg",
   "labels": [
     {
-      "type": "d20",
-      "value": 20,
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+      "face": {
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-      "type": "d4",
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       "box": {
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diff --git a/raw/sidecars/s1785545950084-2.json b/raw/sidecars/s1785545950084-2.json
index 123b6763d6f8910c31e4769cd595f50831f2308e..ce7652b22f81e364bde9d24a1688b4cf1e1a6389 100644
--- a/raw/sidecars/s1785545950084-2.json
+++ b/raw/sidecars/s1785545950084-2.json
@@ -15,7 +15,43 @@
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         "h": 0.1667
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     },
     {
       "type": "d8",
@@ -26,7 +62,43 @@
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-      "confidence": 0.8240026831626892
+      "confidence": 0.8240026831626892,
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     },
     {
       "type": "d8",
@@ -37,7 +109,43 @@
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         "h": 0.161
       },
-      "confidence": 0.9080735445022583
+      "confidence": 0.9080735445022583,
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+      "face": {
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     {
       "type": "d10",
@@ -48,7 +156,47 @@
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         "h": 0.1739
       },
-      "confidence": 0.6890208125114441
+      "confidence": 0.6890208125114441,
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diff --git a/raw/sidecars/s1785546054420-3.json b/raw/sidecars/s1785546054420-3.json
index 989a3aa2d406ba08a5a2de7594a58ec95435fbf1..425092b48f93b027708097a6884740be5121d3aa 100644
--- a/raw/sidecars/s1785546054420-3.json
+++ b/raw/sidecars/s1785546054420-3.json
@@ -15,7 +15,47 @@
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index 60fef5477cb862175f9a16476895d29c2e1b5a05..60ad2fb56b8fa4677cb792715d3834c009b432ce 100644
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index 45baf1c5dc6c32458d9ce070302bcb4846423d06..bd94d7c67a65c0407e450a9127e9172726d4556b 100644
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index 0b072f72845d133fa620d0c985cc66996f58df0c..b08e801815b06332b747a31eb5636fb628df5bbf 100644
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diff --git a/raw/sidecars/s1785546508892-8.json b/raw/sidecars/s1785546508892-8.json
index fd23ac38f75d4a80f4a225353e57c8b0da60adc4..a23a040c6cf75d4e7acf7a666bcafe7dce8e9ae8 100644
--- a/raw/sidecars/s1785546508892-8.json
+++ b/raw/sidecars/s1785546508892-8.json
@@ -2,53 +2,151 @@
   "schemaVersion": 1,
   "id": "s1785546508892-8",
   "createdAt": "2026-08-01T01:19:02.387Z",
-  "model": "champion:dice-shape",
+  "model": "human-relabel",
   "camera": "HD USB Camera (05a3:9520)",
   "image": "s1785546508892-8.jpg",
   "labels": [
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-      "type": "d20",
-      "value": 20,
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-        "y": 0.2317,
-        "w": 0.1849,
-        "h": 0.181
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-      "confidence": 0.6022183299064636
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+      "value": 4,
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-        "y": 0.2693,
-        "w": 0.1674,
-        "h": 0.1531
+        "x": 0.2031,
+        "y": 0.6916,
+        "w": 0.1504,
+        "h": 0.1447
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-      "confidence": 0.8879404664039612
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       "box": {
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+        "h": 0.1776
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+      "face": {
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diff --git a/raw/sidecars/s1785546599274-9.json b/raw/sidecars/s1785546599274-9.json
index 3041aa924f4650cba858689a5b1c714d47586021..03b9d451b0c5c5c6150a215ccdd63a57dbe74cd5 100644
--- a/raw/sidecars/s1785546599274-9.json
+++ b/raw/sidecars/s1785546599274-9.json
@@ -15,7 +15,43 @@
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         "h": 0.1582
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+      "face": {
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+      }
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       "type": "d8",
@@ -26,7 +62,43 @@
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         "h": 0.1461
       },
-      "confidence": 0.8190404176712036
+      "confidence": 0.8190404176712036,
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+      "face": {
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+            0.2553288836092181
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+        ]
+      }
     },
     {
       "type": "d10",
@@ -37,7 +109,47 @@
         "w": 0.1607,
         "h": 0.1552
       },
-      "confidence": 0.7620254755020142
+      "confidence": 0.7620254755020142,
+      "numeral": {
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+        ]
+      },
+      "face": {
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+        ]
+      }
     },
     {
       "type": "d8",
@@ -47,6 +159,42 @@
         "y": 0.683,
         "w": 0.141,
         "h": 0.1488
+      },
+      "numeral": {
+        "corners": [
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+            0.7601
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+          [
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+            0.8025
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+        ]
+      },
+      "face": {
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+            0.835333499494446
+          ]
+        ]
       }
     }
   ],
@@ -87,4 +235,4 @@
   ],
   "corrected": true,
   "valuesTrusted": true
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/s1785546706906-a.json b/raw/sidecars/s1785546706906-a.json
index faf8ad68c91777ef3859e1fe17f42c12678790d7..861c8735343af2b23c43b3cdb59875c75b5b3c7e 100644
--- a/raw/sidecars/s1785546706906-a.json
+++ b/raw/sidecars/s1785546706906-a.json
@@ -15,7 +15,43 @@
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@@ -26,7 +62,43 @@
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-      "confidence": 0.8641272783279419
+      "confidence": 0.8641272783279419,
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@@ -37,7 +109,47 @@
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       },
-      "confidence": 0.7083696126937866
+      "confidence": 0.7083696126937866,
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       "type": "d10",
@@ -48,7 +160,31 @@
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+      "confidence": 0.8687340617179871,
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+      "face": {
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+        "illegible": true
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   "modelLabels": [
diff --git a/raw/sidecars/s1785546773163-c.json b/raw/sidecars/s1785546773163-c.json
index 470e55b3e2d0ebaa70812567b593076e5af91da5..06c23c16e312437896d4839016e5a10336435158 100644
--- a/raw/sidecars/s1785546773163-c.json
+++ b/raw/sidecars/s1785546773163-c.json
@@ -15,7 +15,47 @@
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+      "confidence": 0.79154372215271,
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+      "face": {
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@@ -26,7 +66,47 @@
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-      "confidence": 0.8201767802238464
+      "confidence": 0.8201767802238464,
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@@ -37,7 +117,51 @@
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+      "confidence": 0.913593590259552,
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@@ -48,7 +172,51 @@
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diff --git a/raw/sidecars/s1785546815388-d.json b/raw/sidecars/s1785546815388-d.json
index b9d51cea0c0805448bfddb413257e7cbc9dcaa86..71052acb2190753bfa505a72332b5170e41982ea 100644
--- a/raw/sidecars/s1785546815388-d.json
+++ b/raw/sidecars/s1785546815388-d.json
@@ -15,7 +15,51 @@
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@@ -26,7 +70,51 @@
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index faee47cadc219516f52d2a51eca024a67269d289..bf1aea60c3f3bb4d0537f1a7543c2e19c5a51250 100644
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index 4013cf1336a96cdd4021756ae8ab0e9cf9873381..dcd89ba5029fe1799cb89c7fedd870782b06b91a 100644
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index a6a676402de16f946a5d83b8efc582629387628b..98817e8c79bc6ee375aeb31046c60c8627787145 100644
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       "type": "d6",
@@ -26,7 +66,27 @@
         "w": 0.1851,
         "h": 0.1594
       },
-      "confidence": 0.7979525923728943
+      "confidence": 0.7979525923728943,
+      "face": {
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       "type": "d6",
@@ -37,7 +97,27 @@
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         "h": 0.1491
       },
-      "confidence": 0.8755295872688293
+      "confidence": 0.8755295872688293,
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@@ -48,7 +128,43 @@
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       },
-      "confidence": 0.8405845165252686
+      "confidence": 0.8405845165252686,
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diff --git a/raw/sidecars/s1785553329349-0.json b/raw/sidecars/s1785553329349-0.json
index 615432a1e040978087c5421cdb043236c46cd1af..beae3e6a06ed1598b8af6e838f0cfe79817fbdc9 100644
--- a/raw/sidecars/s1785553329349-0.json
+++ b/raw/sidecars/s1785553329349-0.json
@@ -15,7 +15,43 @@
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         "h": 0.1632
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+      "numeral": {
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       "type": "d8",
@@ -26,7 +62,43 @@
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-      "confidence": 0.8167406916618347
+      "confidence": 0.8167406916618347,
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+        ]
+      }
     },
     {
       "type": "d8",
@@ -36,6 +108,42 @@
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         "w": 0.1475,
         "h": 0.1589
+      },
+      "numeral": {
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       }
     },
     {
@@ -46,6 +154,46 @@
         "y": 0.6847,
         "w": 0.1897,
         "h": 0.1625
+      },
+      "numeral": {
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       }
     }
   ],
@@ -75,4 +223,4 @@
   ],
   "corrected": true,
   "valuesTrusted": true
-}
+}
\ No newline at end of file
diff --git a/raw/sidecars/s1785553392857-1.json b/raw/sidecars/s1785553392857-1.json
index ebaa892244f3305a6c0b44ecc6734b0d2126afa2..b1e0796cf03180c9265e997ae632db071ca3edd0 100644
--- a/raw/sidecars/s1785553392857-1.json
+++ b/raw/sidecars/s1785553392857-1.json
@@ -15,7 +15,43 @@
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         "h": 0.1396
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@@ -26,7 +62,43 @@
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-      "confidence": 0.7392712235450745
+      "confidence": 0.7392712235450745,
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     {
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@@ -37,7 +109,47 @@
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       },
-      "confidence": 0.8231680989265442
+      "confidence": 0.8231680989265442,
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@@ -48,7 +160,47 @@
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