diff --git a/tests/conftest.py b/tests/conftest.py
index 50f1348c60268206f780a8188d9754429ebd73e9..53bf4aae33aae318169e0539df533a80e369c01f 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -101,9 +101,7 @@ def mock_database(tmp_path_factory):
         element_json = json.loads(element_path.read_text())
 
         element_type = element_json["type"]
-        image_path = (
-            FIXTURES / "extraction" / "images" / element_type / id
-        ).with_suffix(".jpg")
+        image_path = (FIXTURES / "extraction" / "images" / id).with_suffix(".jpg")
 
         polygon = element_json.get("polygon")
         # Always use page images because polygons are based on the full image
diff --git a/tests/data/entities.yml b/tests/data/entities.yml
index 4bf7513a40cbeec0b6ce5367fcf0925848277d79..a10f027eaa31efa33796d0f678d096c09e003a41 100644
--- a/tests/data/entities.yml
+++ b/tests/data/entities.yml
@@ -4,7 +4,7 @@ entities:
 - Arkindex's entity
 - Person /!\
 - adj
-- birthdate
+- age
 - firstname
 - fullname
 - name
diff --git a/tests/data/extraction/elements/test-page_1-line_1.json b/tests/data/extraction/elements/test-page_1-line_1.json
index 716bf50aa37442665d7ebc7c9246ac3b0bf01739..de3fb8f02e86a6263d6835eb47047bf98130935f 100644
--- a/tests/data/extraction/elements/test-page_1-line_1.json
+++ b/tests/data/extraction/elements/test-page_1-line_1.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [37, 191],
-        [37, 339],
-        [767, 339],
-        [767, 191],
-        [37, 191]
+        [0, 0],
+        [0, 83],
+        [1900, 83],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Coupez",
+            "name": "Leunaut",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Bouis",
+            "name": "Claude",
             "type": "firstname",
-            "offset": 7
+            "offset": 8
         },
         {
-            "name": "7.12.14",
-            "type": "birthdate",
-            "offset": 13
+            "name": "49",
+            "type": "age",
+            "offset": 15
         }
     ]
 }
diff --git a/tests/data/extraction/elements/test-page_1-line_2.json b/tests/data/extraction/elements/test-page_1-line_2.json
index c3d79c187b6879135757cea304b1fb78cdf9be49..bbc58881db63b48d2d00abaef877cd4ae200bc24 100644
--- a/tests/data/extraction/elements/test-page_1-line_2.json
+++ b/tests/data/extraction/elements/test-page_1-line_2.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [28, 339],
-        [28, 464],
-        [767, 464],
-        [767, 339],
-        [28, 339]
+        [0, 0],
+        [0, 83],
+        [1900, 83],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Poutrain",
+            "name": "Bauracho",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Adolphe",
+            "name": "Claudine",
             "type": "firstname",
             "offset": 9
         },
         {
-            "name": "9.4.13",
-            "type": "birthdate",
-            "offset": 17
+            "name": "39",
+            "type": "age",
+            "offset": 18
         }
     ]
 }
diff --git a/tests/data/extraction/elements/test-page_1-line_3.json b/tests/data/extraction/elements/test-page_1-line_3.json
index 78fbe7865e47e062dc7b2b9682edc337b3294e53..61a71912e665fecc77ce032623654e63b91c888f 100644
--- a/tests/data/extraction/elements/test-page_1-line_3.json
+++ b/tests/data/extraction/elements/test-page_1-line_3.json
@@ -1,26 +1,26 @@
 {
     "type": "text_line",
     "polygon": [
-        [28, 464],
-        [28, 614],
-        [767, 614],
-        [767, 464],
-        [28, 464]
+        [0, 0],
+        [0, 83],
+        [1900, 83],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Gabale",
+            "name": "Laurent",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Français",
+            "name": "Jacquse",
             "type": "firstname",
-            "offset": 7
+            "offset": 8
         },
         {
-            "name": "26.3.11",
-            "type": "birthdate",
+            "name": "21",
+            "type": "age",
             "offset": 16
         }
     ]
diff --git a/tests/data/extraction/elements/test-page_2-line_1.json b/tests/data/extraction/elements/test-page_2-line_1.json
index 9d5c131b90c8b1bd52cd6e365899c8f43afb070e..dfa3554e4e5037b6846dcc01d5d3e88299f52b86 100644
--- a/tests/data/extraction/elements/test-page_2-line_1.json
+++ b/tests/data/extraction/elements/test-page_2-line_1.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [14, 199],
-        [14, 330],
-        [767, 330],
-        [767, 199],
-        [14, 199]
+        [0, 0],
+        [0, 83],
+        [1900, 83],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Durosoy",
+            "name": "Valette",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Bouis",
+            "name": "Elisabeth",
             "type": "firstname",
             "offset": 8
         },
         {
-            "name": "22-4-18",
-            "type": "birthdate",
-            "offset": 14
+            "name": "76",
+            "type": "age",
+            "offset": 18
         }
     ]
 }
diff --git a/tests/data/extraction/elements/test-page_2-line_2.json b/tests/data/extraction/elements/test-page_2-line_2.json
index 9eda1ee8b10d4e98be32548b1d3b30caa3c3ce98..af3d79cec4b43a3fb1709c61adff61ae0502c02c 100644
--- a/tests/data/extraction/elements/test-page_2-line_2.json
+++ b/tests/data/extraction/elements/test-page_2-line_2.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [16, 330],
-        [16, 471],
-        [765, 471],
-        [765, 330],
-        [16, 330]
+        [0, 0],
+        [0, 84],
+        [1900, 84],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Colaiani",
+            "name": "Tanbol",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Angels",
+            "name": "Jean",
             "type": "firstname",
-            "offset": 9
+            "offset": 7
         },
         {
-            "name": "28.11.17",
-            "type": "birthdate",
-            "offset": 16
+            "name": "76",
+            "type": "age",
+            "offset": 12
         }
     ]
 }
diff --git a/tests/data/extraction/elements/test-page_2-line_3.json b/tests/data/extraction/elements/test-page_2-line_3.json
index e372adcd8a65c853c8f1ced78d9f352003fda4a4..52c5b510eb7e3ab6fc8a258d53de69433b96b061 100644
--- a/tests/data/extraction/elements/test-page_2-line_3.json
+++ b/tests/data/extraction/elements/test-page_2-line_3.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [11, 473],
-        [11, 598],
-        [772, 598],
-        [772, 473],
-        [11, 473]
+        [0, 0],
+        [0, 83],
+        [1900, 83],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Renouard",
+            "name": "Vauret",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Maurice",
+            "name": "Jean",
             "type": "firstname",
-            "offset": 9
+            "offset": 7
         },
         {
-            "name": "25.7.04",
-            "type": "birthdate",
-            "offset": 17
+            "name": "64",
+            "type": "age",
+            "offset": 12
         }
     ]
 }
diff --git a/tests/data/extraction/elements/train-page_1-line_1.json b/tests/data/extraction/elements/train-page_1-line_1.json
index 907dd2a040b31fb96997a9aff856cf7d0a77ad1a..4a39286284ab35f1f2691a1eead776468b982269 100644
--- a/tests/data/extraction/elements/train-page_1-line_1.json
+++ b/tests/data/extraction/elements/train-page_1-line_1.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [27, 187],
-        [27, 327],
-        [754, 327],
-        [754, 187],
-        [27, 187]
+        [0, 0],
+        [0, 84],
+        [1900, 84],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Caillet",
+            "name": "Laulont",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Maurice",
+            "name": "Francois",
             "type": "firstname",
             "offset": 8
         },
         {
-            "name": "28.9.06",
-            "type": "birthdate",
-            "offset": 16
+            "name": "8",
+            "type": "age",
+            "offset": 17
         }
     ]
 }
diff --git a/tests/data/extraction/elements/train-page_1-line_2.json b/tests/data/extraction/elements/train-page_1-line_2.json
index 080806424555c66cce1af9a38ed064d3332795cf..cdc9ec5a754ccb84d2fc8e5ec6286a4780da5502 100644
--- a/tests/data/extraction/elements/train-page_1-line_2.json
+++ b/tests/data/extraction/elements/train-page_1-line_2.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [28, 328],
-        [28, 465],
-        [755, 465],
-        [755, 328],
-        [28, 328]
+        [0, 0],
+        [0, 84],
+        [1900, 84],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Reboul",
+            "name": "Ciret",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Jean",
+            "name": "Antoine",
             "type": "firstname",
-            "offset": 7
+            "offset": 6
         },
         {
-            "name": "30.9.02",
-            "type": "birthdate",
-            "offset": 12
+            "name": "27",
+            "type": "age",
+            "offset": 14
         }
     ]
 }
diff --git a/tests/data/extraction/elements/train-page_1-line_3.json b/tests/data/extraction/elements/train-page_1-line_3.json
index 63b38d499ba311497acd8100454c9d1074cd478f..70387cc1590e49cbaff2032982d749239e4fdb44 100644
--- a/tests/data/extraction/elements/train-page_1-line_3.json
+++ b/tests/data/extraction/elements/train-page_1-line_3.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [23, 463],
-        [23, 604],
-        [803, 604],
-        [803, 463],
-        [23, 463]
+        [0, 0],
+        [0, 85],
+        [1900, 85],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Bareyre",
+            "name": "Ciret",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Jean",
+            "name": "Marie",
             "type": "firstname",
-            "offset": 8
+            "offset": 6
         },
         {
-            "name": "28.3.11",
-            "type": "birthdate",
-            "offset": 13
+            "name": "28",
+            "type": "age",
+            "offset": 12
         }
     ]
 }
diff --git a/tests/data/extraction/elements/train-page_1-line_4.json b/tests/data/extraction/elements/train-page_1-line_4.json
index eb348b19e2bd57869d73a89778fb1d1e9879c221..0efa34f9a517785a473f7d63b28a8154bf793f6b 100644
--- a/tests/data/extraction/elements/train-page_1-line_4.json
+++ b/tests/data/extraction/elements/train-page_1-line_4.json
@@ -1,26 +1,26 @@
 {
     "type": "text_line",
     "polygon": [
-        [21, 604],
-        [21, 743],
-        [812, 743],
-        [812, 604],
-        [21, 604]
+        [0, 0],
+        [0, 84],
+        [1900, 84],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Roussy",
+            "name": "Ciret",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Jean",
+            "name": "Marie",
             "type": "firstname",
-            "offset": 7
+            "offset": 6
         },
         {
-            "name": "4.11.14",
-            "type": "birthdate",
+            "name": "2",
+            "type": "age",
             "offset": 12
         }
     ]
diff --git a/tests/data/extraction/elements/train-page_2-line_1.json b/tests/data/extraction/elements/train-page_2-line_1.json
index e7f6663b4faeb70b677f67332d44c2e28d6f605e..586d9492bac257406fb101996547e777e396d900 100644
--- a/tests/data/extraction/elements/train-page_2-line_1.json
+++ b/tests/data/extraction/elements/train-page_2-line_1.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [18, 197],
-        [18, 340],
-        [751, 340],
-        [751, 197],
-        [18, 197]
+        [0, 0],
+        [0, 83],
+        [1900, 83],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Marin",
+            "name": "Eureston",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Marcel",
+            "name": "Solange",
             "type": "firstname",
-            "offset": 6
+            "offset": 9
         },
         {
-            "name": "10.8.06",
-            "type": "birthdate",
-            "offset": 13
+            "name": "10",
+            "type": "age",
+            "offset": 17
         }
     ]
 }
diff --git a/tests/data/extraction/elements/train-page_2-line_2.json b/tests/data/extraction/elements/train-page_2-line_2.json
index bc6829dab843ea9b68a2bbdac8df91c575ebc96d..450c1ebc67f95b4d5b855752d59cb95fc82c53a2 100644
--- a/tests/data/extraction/elements/train-page_2-line_2.json
+++ b/tests/data/extraction/elements/train-page_2-line_2.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [18, 340],
-        [18, 476],
-        [751, 476],
-        [751, 340],
-        [18, 340]
+        [0, 0],
+        [0, 83],
+        [1900, 83],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Amical",
+            "name": "Terontussieux",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Eloi",
+            "name": "Jean",
             "type": "firstname",
-            "offset": 7
+            "offset": 14
         },
         {
-            "name": "11.10.04",
-            "type": "birthdate",
-            "offset": 12
+            "name": "2",
+            "type": "age",
+            "offset": 19
         }
     ]
 }
diff --git a/tests/data/extraction/elements/train-page_2-line_3.json b/tests/data/extraction/elements/train-page_2-line_3.json
index 90432163e7449c6c228eb25d1024fc23eec988ca..fd3390582ffda15e92ed1673c469f114f74cf7e3 100644
--- a/tests/data/extraction/elements/train-page_2-line_3.json
+++ b/tests/data/extraction/elements/train-page_2-line_3.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [21, 476],
-        [21, 615],
-        [746, 615],
-        [746, 476],
-        [21, 476]
+        [0, 0],
+        [0, 84],
+        [1900, 84],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Biros",
+            "name": "Pressonet",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Mael",
+            "name": "Marie",
             "type": "firstname",
-            "offset": 6
+            "offset": 10
         },
         {
-            "name": "30.10.10",
-            "type": "birthdate",
-            "offset": 11
+            "name": "12",
+            "type": "age",
+            "offset": 16
         }
     ]
 }
diff --git a/tests/data/extraction/elements/val-page_1-line_1.json b/tests/data/extraction/elements/val-page_1-line_1.json
index d255644499a7858d72b4e636f0471b61abd19c93..be1ab12473937cc5f848340d5d8a30465c4c19e5 100644
--- a/tests/data/extraction/elements/val-page_1-line_1.json
+++ b/tests/data/extraction/elements/val-page_1-line_1.json
@@ -1,27 +1,27 @@
 {
     "type": "text_line",
     "polygon": [
-        [14, 211],
-        [14, 347],
-        [755, 347],
-        [755, 211],
-        [14, 211]
+        [0, 0],
+        [0, 84],
+        [1900, 84],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Monard",
+            "name": "Ciraud",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Bouis",
+            "name": "Antoine",
             "type": "firstname",
             "offset": 7
         },
         {
-            "name": "29-7-04",
-            "type": "birthdate",
-            "offset": 13
+            "name": "34",
+            "type": "age",
+            "offset": 15
         }
     ]
 }
diff --git a/tests/data/extraction/elements/val-page_1-line_2.json b/tests/data/extraction/elements/val-page_1-line_2.json
index 633ccf9b3047dc85bab971adb0dafdc03765d044..a51724d6cff364e7fc4bf158408d6acc641006e0 100644
--- a/tests/data/extraction/elements/val-page_1-line_2.json
+++ b/tests/data/extraction/elements/val-page_1-line_2.json
@@ -1,26 +1,26 @@
 {
     "type": "text_line",
     "polygon": [
-        [14, 350],
-        [14, 484],
-        [748, 484],
-        [748, 350],
-        [14, 350]
+        [0, 0],
+        [0, 84],
+        [1900, 84],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "Astier",
+            "name": "Ciraud",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Arthur",
+            "name": "Priser",
             "type": "firstname",
             "offset": 7
         },
         {
-            "name": "11-2-13",
-            "type": "birthdate",
+            "name": "34",
+            "type": "age",
             "offset": 14
         }
     ]
diff --git a/tests/data/extraction/elements/val-page_1-line_3.json b/tests/data/extraction/elements/val-page_1-line_3.json
index 951431c82753e689558577571a84fcf396cf903c..fd868e76abd506b1f0b2ce4cb19198a90e21bad1 100644
--- a/tests/data/extraction/elements/val-page_1-line_3.json
+++ b/tests/data/extraction/elements/val-page_1-line_3.json
@@ -1,26 +1,26 @@
 {
     "type": "text_line",
     "polygon": [
-        [11, 484],
-        [11, 622],
-        [751, 622],
-        [751, 484],
-        [11, 484]
+        [0, 0],
+        [0, 84],
+        [1900, 84],
+        [1900, 0],
+        [0, 0]
     ],
     "transcription_entities": [
         {
-            "name": "De Vlieger",
+            "name": "Ciraud",
             "type": "surname",
             "offset": 0
         },
         {
-            "name": "Jules",
+            "name": "Elisabeth",
             "type": "firstname",
-            "offset": 11
+            "offset": 7
         },
         {
-            "name": "21-11-11",
-            "type": "birthdate",
+            "name": "34",
+            "type": "age",
             "offset": 17
         }
     ]
diff --git a/tests/data/extraction/images/double_page/test-page_1.jpg b/tests/data/extraction/images/double_page/test-page_1.jpg
deleted file mode 100644
index bb873b5cf0dba6d7cf4d81b388799e6079d5d0ac..0000000000000000000000000000000000000000
Binary files a/tests/data/extraction/images/double_page/test-page_1.jpg and /dev/null differ
diff --git a/tests/data/extraction/images/double_page/test-page_2.jpg b/tests/data/extraction/images/double_page/test-page_2.jpg
deleted file mode 100644
index d5282347582f881a5bdc1071638afe9403e26689..0000000000000000000000000000000000000000
Binary files a/tests/data/extraction/images/double_page/test-page_2.jpg and /dev/null differ
diff --git a/tests/data/extraction/images/double_page/train-page_1.jpg b/tests/data/extraction/images/double_page/train-page_1.jpg
deleted file mode 100644
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diff --git a/tests/data/extraction/split.json b/tests/data/extraction/split.json
index e264f689b2e4299e263971869452bb4b7e67544e..143073abfea01d2f351cbc030dbbc905e886b01d 100644
--- a/tests/data/extraction/split.json
+++ b/tests/data/extraction/split.json
@@ -3,470 +3,470 @@
         "test-page_1-line_1": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/test-page_1-line_1.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/test-page_1-line_1.jpg",
                 "polygon": [
                     [
-                        37,
-                        191
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+                        0
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                     [
-                        767,
-                        191
+                        1900,
+                        0
                     ],
                     [
-                        37,
-                        191
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "ⓢCou⁇e⁇  ⓕBouis  ⓑ⁇.12.14"
+            "text": "ⓢLeunaut  ⓕClau⁇e  ⓑ⁇⁇"
         },
         "test-page_1-line_2": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/test-page_1-line_2.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/test-page_1-line_2.jpg",
                 "polygon": [
                     [
-                        28,
-                        339
+                        0,
+                        0
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                     [
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-                        767,
-                        464
+                        1900,
+                        83
                     ],
                     [
-                        767,
-                        339
+                        1900,
+                        0
                     ],
                     [
-                        28,
-                        339
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "ⓢ⁇outrain  ⓕA⁇ol⁇⁇e  ⓑ9.4.13"
+            "text": "ⓢ⁇aurac⁇o  ⓕClau⁇ine  ⓑ⁇⁇"
         },
         "test-page_1-line_3": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/test-page_1-line_3.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/test-page_1-line_3.jpg",
                 "polygon": [
                     [
-                        28,
-                        464
+                        0,
+                        0
                     ],
                     [
-                        28,
-                        614
+                        0,
+                        83
                     ],
                     [
-                        767,
-                        614
+                        1900,
+                        83
                     ],
                     [
-                        767,
-                        464
+                        1900,
+                        0
                     ],
                     [
-                        28,
-                        464
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "ⓢ⁇abale  ⓕ⁇ran⁇ais  ⓑ26.3.11"
+            "text": "ⓢLaurent  ⓕJac⁇use  ⓑ21"
         },
         "test-page_2-line_1": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/test-page_2-line_1.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/test-page_2-line_1.jpg",
                 "polygon": [
                     [
-                        14,
-                        199
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+                        0
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                     [
-                        14,
-                        330
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+                        83
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-                        767,
-                        330
+                        1900,
+                        83
                     ],
                     [
-                        767,
-                        199
+                        1900,
+                        0
                     ],
                     [
-                        14,
-                        199
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "ⓢ⁇urosoy  ⓕBouis  ⓑ22⁇4⁇18"
+            "text": "ⓢ⁇alette  ⓕElisa⁇et⁇  ⓑ7⁇"
         },
         "test-page_2-line_2": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/test-page_2-line_2.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/test-page_2-line_2.jpg",
                 "polygon": [
                     [
-                        16,
-                        330
+                        0,
+                        0
                     ],
                     [
-                        16,
-                        471
+                        0,
+                        84
                     ],
                     [
-                        765,
-                        471
+                        1900,
+                        84
                     ],
                     [
-                        765,
-                        330
+                        1900,
+                        0
                     ],
                     [
-                        16,
-                        330
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "ⓢColaiani  ⓕAn⁇els  ⓑ28.11.1⁇"
+            "text": "ⓢTan⁇ol  ⓕJean  ⓑ7⁇"
         },
         "test-page_2-line_3": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/test-page_2-line_3.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/test-page_2-line_3.jpg",
                 "polygon": [
                     [
-                        11,
-                        473
+                        0,
+                        0
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                     [
-                        11,
-                        598
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+                        83
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                     [
-                        772,
-                        598
+                        1900,
+                        83
                     ],
                     [
-                        772,
-                        473
+                        1900,
+                        0
                     ],
                     [
-                        11,
-                        473
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "ⓢRenouar⁇  ⓕMaurice  ⓑ2⁇.⁇.04"
+            "text": "ⓢ⁇auret  ⓕJean  ⓑ⁇⁇"
         }
     },
     "train": {
         "train-page_1-line_1": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/train-page_1-line_1.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/train-page_1-line_1.jpg",
                 "polygon": [
                     [
-                        27,
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+                        0
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                     [
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-                        754,
-                        327
+                        1900,
+                        84
                     ],
                     [
-                        754,
-                        187
+                        1900,
+                        0
                     ],
                     [
-                        27,
-                        187
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "â“¢Caillet  â“•Maurice  â“‘28.9.06"
+            "text": "â“¢Laulont  â“•Francois  â“‘8"
         },
         "train-page_1-line_2": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/train-page_1-line_2.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/train-page_1-line_2.jpg",
                 "polygon": [
                     [
-                        28,
-                        328
+                        0,
+                        0
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                     [
-                        28,
-                        465
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+                        84
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                     [
-                        755,
-                        465
+                        1900,
+                        84
                     ],
                     [
-                        755,
-                        328
+                        1900,
+                        0
                     ],
                     [
-                        28,
-                        328
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "â“¢Reboul  â“•Jean  â“‘30.9.02"
+            "text": "â“¢Ciret  â“•Antoine  â“‘27"
         },
         "train-page_1-line_3": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/train-page_1-line_3.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/train-page_1-line_3.jpg",
                 "polygon": [
                     [
-                        23,
-                        463
+                        0,
+                        0
                     ],
                     [
-                        23,
-                        604
+                        0,
+                        85
                     ],
                     [
-                        803,
-                        604
+                        1900,
+                        85
                     ],
                     [
-                        803,
-                        463
+                        1900,
+                        0
                     ],
                     [
-                        23,
-                        463
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "â“¢Bareyre  â“•Jean  â“‘28.3.11"
+            "text": "â“¢Ciret  â“•Marie  â“‘28"
         },
         "train-page_1-line_4": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/train-page_1-line_4.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/train-page_1-line_4.jpg",
                 "polygon": [
                     [
-                        21,
-                        604
+                        0,
+                        0
                     ],
                     [
-                        21,
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                     [
-                        812,
-                        743
+                        1900,
+                        84
                     ],
                     [
-                        812,
-                        604
+                        1900,
+                        0
                     ],
                     [
-                        21,
-                        604
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "â“¢Roussy  â“•Jean  â“‘4.11.14"
+            "text": "â“¢Ciret  â“•Marie  â“‘2"
         },
         "train-page_2-line_1": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/train-page_2-line_1.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/train-page_2-line_1.jpg",
                 "polygon": [
                     [
-                        18,
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+                        0,
+                        0
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-                        18,
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-                        751,
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+                        1900,
+                        83
                     ],
                     [
-                        751,
-                        197
+                        1900,
+                        0
                     ],
                     [
-                        18,
-                        197
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "â“¢Marin  â“•Marcel  â“‘10.8.06"
+            "text": "â“¢Eureston  â“•Solange  â“‘10"
         },
         "train-page_2-line_2": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/train-page_2-line_2.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/train-page_2-line_2.jpg",
                 "polygon": [
                     [
-                        18,
-                        340
+                        0,
+                        0
                     ],
                     [
-                        18,
-                        476
+                        0,
+                        83
                     ],
                     [
-                        751,
-                        476
+                        1900,
+                        83
                     ],
                     [
-                        751,
-                        340
+                        1900,
+                        0
                     ],
                     [
-                        18,
-                        340
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "â“¢Amical  â“•Eloi  â“‘11.10.04"
+            "text": "â“¢Terontussieux  â“•Jean  â“‘2"
         },
         "train-page_2-line_3": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/train-page_2-line_3.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/train-page_2-line_3.jpg",
                 "polygon": [
                     [
-                        21,
-                        476
+                        0,
+                        0
                     ],
                     [
-                        21,
-                        615
+                        0,
+                        84
                     ],
                     [
-                        746,
-                        615
+                        1900,
+                        84
                     ],
                     [
-                        746,
-                        476
+                        1900,
+                        0
                     ],
                     [
-                        21,
-                        476
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "â“¢Biros  â“•Mael  â“‘30.10.10"
+            "text": "â“¢Pressonet  â“•Marie  â“‘12"
         }
     },
     "val": {
         "val-page_1-line_1": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/val-page_1-line_1.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/val-page_1-line_1.jpg",
                 "polygon": [
                     [
-                        14,
-                        211
+                        0,
+                        0
                     ],
                     [
-                        14,
-                        347
+                        0,
+                        84
                     ],
                     [
-                        755,
-                        347
+                        1900,
+                        84
                     ],
                     [
-                        755,
-                        211
+                        1900,
+                        0
                     ],
                     [
-                        14,
-                        211
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "ⓢMonar⁇  ⓕBouis  ⓑ29⁇⁇⁇04"
+            "text": "ⓢCirau⁇  ⓕAntoine  ⓑ⁇⁇"
         },
         "val-page_1-line_2": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/val-page_1-line_2.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/val-page_1-line_2.jpg",
                 "polygon": [
                     [
-                        14,
-                        350
+                        0,
+                        0
                     ],
                     [
-                        14,
-                        484
+                        0,
+                        84
                     ],
                     [
-                        748,
-                        484
+                        1900,
+                        84
                     ],
                     [
-                        748,
-                        350
+                        1900,
+                        0
                     ],
                     [
-                        14,
-                        350
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "ⓢAstier  ⓕArt⁇ur  ⓑ11⁇2⁇13"
+            "text": "ⓢCirau⁇  ⓕPriser  ⓑ⁇⁇"
         },
         "val-page_1-line_3": {
             "dataset_id": "dataset_id",
             "image": {
-                "iiif_url": "{FIXTURES}/extraction/images/text_line/val-page_1-line_3.jpg",
+                "iiif_url": "{FIXTURES}/extraction/images/val-page_1-line_3.jpg",
                 "polygon": [
                     [
-                        11,
-                        484
+                        0,
+                        0
                     ],
                     [
-                        11,
-                        622
+                        0,
+                        84
                     ],
                     [
-                        751,
-                        622
+                        1900,
+                        84
                     ],
                     [
-                        751,
-                        484
+                        1900,
+                        0
                     ],
                     [
-                        11,
-                        484
+                        0,
+                        0
                     ]
                 ]
             },
-            "text": "ⓢ⁇e ⁇lie⁇er  ⓕJules  ⓑ21⁇11⁇11"
+            "text": "ⓢCirau⁇  ⓕElisa⁇et⁇  ⓑ⁇⁇"
         }
     }
 }
diff --git a/tests/data/extraction/tokens.yml b/tests/data/extraction/tokens.yml
index 23c24db674bb882f940b8e995e3a9cac75c8b231..c8b75e54ca249b10d9d31029652b82531b09d40b 100644
--- a/tests/data/extraction/tokens.yml
+++ b/tests/data/extraction/tokens.yml
@@ -5,6 +5,6 @@ surname:
 firstname:
   start: "â“•"
   end: ""
-birthdate:
+age:
   start: "â“‘"
   end: ""
diff --git a/tests/data/tokens/end_tokens.yml b/tests/data/tokens/end_tokens.yml
index c660b7788fc5fafd48d197be29a55b5dd10e21fa..5f42b7e94b6b0942d2fa46884662c50531239db2 100644
--- a/tests/data/tokens/end_tokens.yml
+++ b/tests/data/tokens/end_tokens.yml
@@ -11,7 +11,7 @@ Person /!\:
 adj:
   start: â’¼
   end: â’½
-birthdate:
+age:
   start: â’¾
   end: â’¿
 firstname:
diff --git a/tests/data/tokens/no_end_tokens.yml b/tests/data/tokens/no_end_tokens.yml
index a19597267d1952aad03b58c66dafa5fe43e5f52b..f840973a099749cc663612bb6f9c407e73104a59 100644
--- a/tests/data/tokens/no_end_tokens.yml
+++ b/tests/data/tokens/no_end_tokens.yml
@@ -11,7 +11,7 @@ Person /!\:
 adj:
   start: â’¹
   end: ''
-birthdate:
+age:
   start: â’º
   end: ''
 firstname:
diff --git a/tests/test_db.py b/tests/test_db.py
index 875add45c44d3e395296c5c9f0f5aad90fdf38e4..088cab36cf3d07aa1546e1f0ef49f14d904a7d51 100644
--- a/tests/test_db.py
+++ b/tests/test_db.py
@@ -84,7 +84,7 @@ def test_get_transcriptions(sources, mock_database):
     if not sources or False in sources:
         expected_transcriptions.append(
             {
-                "text": "Caillet  Maurice  28.9.06",
+                "text": "Laulont  Francois  8",
                 "worker_version_id": None,
                 "worker_run_id": None,
             }
@@ -93,7 +93,7 @@ def test_get_transcriptions(sources, mock_database):
     if not sources or "id" in sources:
         expected_transcriptions.append(
             {
-                "text": "caillet  maurice  28.9.06",
+                "text": "laulont  francois  8",
                 "worker_version_id": "worker_version_id",
                 "worker_run_id": "worker_run_id",
             }
@@ -121,7 +121,7 @@ def test_get_transcriptions(sources, mock_database):
 
 @pytest.mark.parametrize("source", (False, "id", None))
 @pytest.mark.parametrize(
-    "supported_types", (["surname"], ["surname", "firstname", "birthdate"])
+    "supported_types", (["surname"], ["surname", "firstname", "age"])
 )
 def test_get_transcription_entities(source, mock_database, supported_types):
     worker_version = f"worker_version_{source}" if isinstance(source, str) else source
@@ -137,22 +137,22 @@ def test_get_transcription_entities(source, mock_database, supported_types):
 
     expected_entities = [
         {
-            "name": "Caillet",
+            "name": "Laulont",
             "type": "surname",
             "offset": 0,
             "length": 7,
         },
         {
-            "name": "Maurice",
+            "name": "Francois",
             "type": "firstname",
             "offset": 9,
-            "length": 7,
+            "length": 8,
         },
         {
-            "name": "28.9.06",
-            "type": "birthdate",
-            "offset": 18,
-            "length": 7,
+            "name": "8",
+            "type": "age",
+            "offset": 19,
+            "length": 1,
         },
     ]
 
diff --git a/tests/test_download.py b/tests/test_download.py
index 8dd39fc49397e3b0a8bf0cb2a0f528ecfc06e498..1c1879fb56ef6d664564ccf5e11bfc264385452b 100644
--- a/tests/test_download.py
+++ b/tests/test_download.py
@@ -93,26 +93,26 @@ def test_download(split_content, monkeypatch, tmp_path):
     # Check "labels.json"
     expected_labels = {
         "test": {
-            "images/test/dataset_id/test-page_1-line_1.jpg": "ⓢCou⁇e⁇  ⓕBouis  ⓑ⁇.12.14",
-            "images/test/dataset_id/test-page_1-line_2.jpg": "ⓢ⁇outrain  ⓕA⁇ol⁇⁇e  ⓑ9.4.13",
-            "images/test/dataset_id/test-page_1-line_3.jpg": "ⓢ⁇abale  ⓕ⁇ran⁇ais  ⓑ26.3.11",
-            "images/test/dataset_id/test-page_2-line_1.jpg": "ⓢ⁇urosoy  ⓕBouis  ⓑ22⁇4⁇18",
-            "images/test/dataset_id/test-page_2-line_2.jpg": "ⓢColaiani  ⓕAn⁇els  ⓑ28.11.1⁇",
-            "images/test/dataset_id/test-page_2-line_3.jpg": "ⓢRenouar⁇  ⓕMaurice  ⓑ2⁇.⁇.04",
+            "images/test/dataset_id/test-page_1-line_1.jpg": "ⓢLeunaut  ⓕClau⁇e  ⓑ⁇⁇",
+            "images/test/dataset_id/test-page_1-line_2.jpg": "ⓢ⁇aurac⁇o  ⓕClau⁇ine  ⓑ⁇⁇",
+            "images/test/dataset_id/test-page_1-line_3.jpg": "ⓢLaurent  ⓕJac⁇use  ⓑ21",
+            "images/test/dataset_id/test-page_2-line_1.jpg": "ⓢ⁇alette  ⓕElisa⁇et⁇  ⓑ7⁇",
+            "images/test/dataset_id/test-page_2-line_2.jpg": "ⓢTan⁇ol  ⓕJean  ⓑ7⁇",
+            "images/test/dataset_id/test-page_2-line_3.jpg": "ⓢ⁇auret  ⓕJean  ⓑ⁇⁇",
         },
         "train": {
-            "images/train/dataset_id/train-page_1-line_1.jpg": "â“¢Caillet  â“•Maurice  â“‘28.9.06",
-            "images/train/dataset_id/train-page_1-line_2.jpg": "â“¢Reboul  â“•Jean  â“‘30.9.02",
-            "images/train/dataset_id/train-page_1-line_3.jpg": "â“¢Bareyre  â“•Jean  â“‘28.3.11",
-            "images/train/dataset_id/train-page_1-line_4.jpg": "â“¢Roussy  â“•Jean  â“‘4.11.14",
-            "images/train/dataset_id/train-page_2-line_1.jpg": "â“¢Marin  â“•Marcel  â“‘10.8.06",
-            "images/train/dataset_id/train-page_2-line_2.jpg": "â“¢Amical  â“•Eloi  â“‘11.10.04",
-            "images/train/dataset_id/train-page_2-line_3.jpg": "â“¢Biros  â“•Mael  â“‘30.10.10",
+            "images/train/dataset_id/train-page_1-line_1.jpg": "â“¢Laulont  â“•Francois  â“‘8",
+            "images/train/dataset_id/train-page_1-line_2.jpg": "â“¢Ciret  â“•Antoine  â“‘27",
+            "images/train/dataset_id/train-page_1-line_3.jpg": "â“¢Ciret  â“•Marie  â“‘28",
+            "images/train/dataset_id/train-page_1-line_4.jpg": "â“¢Ciret  â“•Marie  â“‘2",
+            "images/train/dataset_id/train-page_2-line_1.jpg": "â“¢Eureston  â“•Solange  â“‘10",
+            "images/train/dataset_id/train-page_2-line_2.jpg": "â“¢Terontussieux  â“•Jean  â“‘2",
+            "images/train/dataset_id/train-page_2-line_3.jpg": "â“¢Pressonet  â“•Marie  â“‘12",
         },
         "val": {
-            "images/val/dataset_id/val-page_1-line_1.jpg": "ⓢMonar⁇  ⓕBouis  ⓑ29⁇⁇⁇04",
-            "images/val/dataset_id/val-page_1-line_2.jpg": "ⓢAstier  ⓕArt⁇ur  ⓑ11⁇2⁇13",
-            "images/val/dataset_id/val-page_1-line_3.jpg": "ⓢ⁇e ⁇lie⁇er  ⓕJules  ⓑ21⁇11⁇11",
+            "images/val/dataset_id/val-page_1-line_1.jpg": "ⓢCirau⁇  ⓕAntoine  ⓑ⁇⁇",
+            "images/val/dataset_id/val-page_1-line_2.jpg": "ⓢCirau⁇  ⓕPriser  ⓑ⁇⁇",
+            "images/val/dataset_id/val-page_1-line_3.jpg": "ⓢCirau⁇  ⓕElisa⁇et⁇  ⓑ⁇⁇",
         },
     }
 
@@ -124,9 +124,7 @@ def test_download(split_content, monkeypatch, tmp_path):
             continue
 
         assert ImageChops.difference(
-            Image.open(
-                EXTRACTION_DATA_PATH / "images" / "text_line" / expected_path.name
-            ),
+            Image.open(EXTRACTION_DATA_PATH / "images" / expected_path.name),
             Image.open(expected_path),
         )
 
diff --git a/tests/test_extract.py b/tests/test_extract.py
index 368d99984dace2f1de58708b8fc06c340e6151c6..922d1026fe95d0f47b09b748fad5e3202ef10e3c 100644
--- a/tests/test_extract.py
+++ b/tests/test_extract.py
@@ -114,117 +114,117 @@ def test_process_element_unknown_token_in_text_error(mock_database, tmp_path):
             True,
             True,
             "worker_version_id",
-            """▁ ⓢ c a i l l e t ▁ ⓕ m a u r i c e ▁ ⓑ 28. 9.0 6
-▁ ⓢ re b ou l ▁ ⓕ j e a n ▁ ⓑ 30. 9.0 2
-▁ ⓢ b a re y re ▁ ⓕ j e a n ▁ ⓑ 28. 3 . 1 1
-▁ ⓢ r ou s s y ▁ ⓕ j e a n ▁ ⓑ 4 . 1 1 . 1 4
-▁ ⓢ m a r i n ▁ ⓕ m a r c e l ▁ ⓑ 1 0 . 8 . 0 6
-▁ ⓢ a m i c a l ▁ ⓕ e l o i ▁ ⓑ 1 1 . 1 0 . 0 4
-▁ ⓢ b i r o s ▁ ⓕ m a e l ▁ ⓑ 30. 1 0 . 1 0""",
+            """▁ ⓢ l a u l ont ▁ ⓕ f r an c oi s ▁ ⓑ 8
+▁ ⓢ c i re t ▁ ⓕ an t oi ne ▁ ⓑ 2 7
+▁ ⓢ c i re t ▁ ⓕ m a r ie ▁ ⓑ 2 8
+▁ ⓢ c i re t ▁ ⓕ m a r ie ▁ ⓑ 2
+▁ ⓢ e u re s t on ▁ ⓕ so l an g e ▁ ⓑ 1 0
+▁ ⓢ t e r ont u s s ie u x ▁ ⓕ j e an ▁ ⓑ 2
+▁ ⓢ p re s s on e t ▁ ⓕ m a r ie ▁ ⓑ 1 2""",
             40,
         ),
         (
             True,
             False,
             "worker_version_id",
-            """▁ ⓢ c a i l l e t ▁ ⓕ m a u r i c e ▁ ⓑ 28. 9.0 6
-▁ ⓢ re b ou l ▁ ⓕ j e a n ▁ ⓑ 30. 9.0 2
-▁ ⓢ b a re y re ▁ ⓕ j e a n ▁ ⓑ 28. 3 . 1 1
-▁ ⓢ r ou s s y ▁ ⓕ j e a n ▁ ⓑ 4 . 1 1 . 1 4
-▁ ⓢ m a r i n ▁ ⓕ m a r c e l ▁ ⓑ 1 0 . 8 . 0 6
-▁ ⓢ a m i c a l ▁ ⓕ e l o i ▁ ⓑ 1 1 . 1 0 . 0 4
-▁ ⓢ b i r o s ▁ ⓕ m a e l ▁ ⓑ 30. 1 0 . 1 0""",
+            """▁ ⓢ l a u l ont ▁ ⓕ f r an c oi s ▁ ⓑ 8
+▁ ⓢ c i re t ▁ ⓕ an t oi ne ▁ ⓑ 2 7
+▁ ⓢ c i re t ▁ ⓕ m a r ie ▁ ⓑ 2 8
+▁ ⓢ c i re t ▁ ⓕ m a r ie ▁ ⓑ 2
+▁ ⓢ e u re s t on ▁ ⓕ so l an g e ▁ ⓑ 1 0
+▁ ⓢ t e r ont u s s ie u x ▁ ⓕ j e an ▁ ⓑ 2
+▁ ⓢ p re s s on e t ▁ ⓕ m a r ie ▁ ⓑ 1 2""",
             40,
         ),
         (
             False,
             True,
             "worker_version_id",
-            """▁ ca i l l e t ▁ ma u r i ce ▁ 28. 9.0 6
-▁ re b o u l ▁ j e a n ▁ 30. 9.0 2
-▁ b a re y re ▁ j e a n ▁ 28. 3 . 1 1
-▁ r o u s s y ▁ j e a n ▁ 4 . 11.1 4
-▁ ma r i n ▁ ma r ce l ▁ 10. 8 . 0 6
-▁ a m i ca l ▁ el o i ▁ 11.1 0 . 0 4
-▁ b i r o s ▁ ma el ▁ 30. 10. 1 0""",
+            """▁ la u l ont ▁ f r an c oi s ▁ 8
+▁ c i re t ▁ an t oi ne ▁ 2 7
+▁ c i re t ▁ m a r ie ▁ 2 8
+▁ c i re t ▁ m a r ie ▁ 2
+▁ e u res t on ▁ so l an g e ▁ 1 0
+▁ t e r ont u ss ie u x ▁ j e an ▁ 2
+▁ p res so ne t ▁ m a r ie ▁ 1 2""",
             40,
         ),
         (
             False,
             False,
             "worker_version_id",
-            """▁ ca i l l e t ▁ ma u r i ce ▁ 28. 9.0 6
-▁ re b o u l ▁ j e a n ▁ 30. 9.0 2
-▁ b a re y re ▁ j e a n ▁ 28. 3 . 1 1
-▁ r o u s s y ▁ j e a n ▁ 4 . 11.1 4
-▁ ma r i n ▁ ma r ce l ▁ 10. 8 . 0 6
-▁ a m i ca l ▁ el o i ▁ 11.1 0 . 0 4
-▁ b i r o s ▁ ma el ▁ 30. 10. 1 0""",
+            """▁ la u l ont ▁ f r an c oi s ▁ 8
+▁ c i re t ▁ an t oi ne ▁ 2 7
+▁ c i re t ▁ m a r ie ▁ 2 8
+▁ c i re t ▁ m a r ie ▁ 2
+▁ e u res t on ▁ so l an g e ▁ 1 0
+▁ t e r ont u ss ie u x ▁ j e an ▁ 2
+▁ p res so ne t ▁ m a r ie ▁ 1 2""",
             40,
         ),
         (
             True,
             True,
             False,
-            """▁ ⓢ C a i l l e t ▁ ⓕ M a u r i c e ▁ ⓑ 2 8 . 9 . 0 6
-▁ ⓢ R e b o u l ▁ ⓕ J e a n ▁ ⓑ 3 0 . 9 . 0 2
-▁ ⓢ B a r e y r e ▁ ⓕ J e a n ▁ ⓑ 2 8 . 3 . 1 1
-▁ ⓢ R o u s s y ▁ ⓕ J e a n ▁ ⓑ 4 . 1 1 . 1 4
-▁ ⓢ M a r i n ▁ ⓕ M a r c e l ▁ ⓑ 1 0 . 8 . 0 6
-▁ ⓢ A m i c a l ▁ ⓕ E l o i ▁ ⓑ 1 1 . 1 0 . 0 4
-▁ ⓢ B i r o s ▁ ⓕ M a e l ▁ ⓑ 3 0 . 1 0 . 1 0""",
+            """▁ ⓢ L a u l o n t ▁ ⓕ F r a n c o i s ▁ ⓑ 8
+▁ ⓢ C i r e t ▁ ⓕ A n t o i n e ▁ ⓑ 2 7
+▁ ⓢ C i r e t ▁ ⓕ M a r ie ▁ ⓑ 2 8
+▁ ⓢ C i r e t ▁ ⓕ M a r ie ▁ ⓑ 2
+▁ ⓢ E u r e s t o n ▁ ⓕ S o l a n g e ▁ ⓑ 1 0
+▁ ⓢ T e r o n t u s s ie u x ▁ ⓕ J e a n ▁ ⓑ 2
+▁ ⓢ P r e s s o n e t ▁ ⓕ M a r ie ▁ ⓑ 1 2""",
             40,
         ),
         (
             True,
             True,
             False,
-            """▁ ⓢ C a i l l e t ▁ ⓕ M a u ri ce ▁ ⓑ 28. 9.0 6
-▁ ⓢ R e b ou l ▁ ⓕ J e a n ▁ ⓑ 30. 9.0 2
-▁ ⓢ B a re y re ▁ ⓕ J e a n ▁ ⓑ 28. 3 . 1 1
-▁ ⓢ R ou s s y ▁ ⓕ J e a n ▁ ⓑ 4 . 11.1 4
-▁ ⓢ Mar i n ▁ ⓕ Mar ce l ▁ ⓑ 10. 8 . 0 6
-▁ ⓢ A m ic a l ▁ ⓕ E l o i ▁ ⓑ 11.1 0 . 0 4
-▁ ⓢ B i r o s ▁ ⓕ M a e l ▁ ⓑ 30. 10. 10""",
-            55,
+            """▁ ⓢ L a u l ont ▁ ⓕ F r an c oi s ▁ ⓑ 8
+▁ ⓢ C i re t ▁ ⓕ A n t oi n e ▁ ⓑ 2 7
+▁ ⓢ C i re t ▁ ⓕ M a r ie ▁ ⓑ 2 8
+▁ ⓢ C i re t ▁ ⓕ M a r ie ▁ ⓑ 2
+▁ ⓢ E u re s t on ▁ ⓕ S o l an g e ▁ ⓑ 1 0
+▁ ⓢ T e r ont u s s ie u x ▁ ⓕ J e an ▁ ⓑ 2
+▁ ⓢ P re s s on e t ▁ ⓕ M a r ie ▁ ⓑ 1 2""",
+            45,
         ),
         (
             True,
             False,
             False,
-            """▁ ⓢ C a i l l e t ▁ ⓕ M a u r i c e ▁ ⓑ 2 8 . 9 . 0 6
-▁ ⓢ R e b o u l ▁ ⓕ J e a n ▁ ⓑ 3 0 . 9 . 0 2
-▁ ⓢ B a r e y r e ▁ ⓕ J e a n ▁ ⓑ 2 8 . 3 . 1 1
-▁ ⓢ R o u s s y ▁ ⓕ J e a n ▁ ⓑ 4 . 1 1 . 1 4
-▁ ⓢ M a r i n ▁ ⓕ M a r c e l ▁ ⓑ 1 0 . 8 . 0 6
-▁ ⓢ A m i c a l ▁ ⓕ E l o i ▁ ⓑ 1 1 . 1 0 . 0 4
-▁ ⓢ B i r o s ▁ ⓕ M a e l ▁ ⓑ 3 0 . 1 0 . 1 0""",
+            """▁ ⓢ L a u l o n t ▁ ⓕ F r a n c o i s ▁ ⓑ 8
+▁ ⓢ C i r e t ▁ ⓕ A n t o i n e ▁ ⓑ 2 7
+▁ ⓢ C i r e t ▁ ⓕ M a r ie ▁ ⓑ 2 8
+▁ ⓢ C i r e t ▁ ⓕ M a r ie ▁ ⓑ 2
+▁ ⓢ E u r e s t o n ▁ ⓕ S o l a n g e ▁ ⓑ 1 0
+▁ ⓢ T e r o n t u s s ie u x ▁ ⓕ J e a n ▁ ⓑ 2
+▁ ⓢ P r e s s o n e t ▁ ⓕ M a r ie ▁ ⓑ 1 2""",
             40,
         ),
         (
             False,
             True,
             False,
-            """▁ C a i l l e t ▁ Ma u r i c e ▁ 28. 9.0 6
-▁ R e b o u l ▁ J e a n ▁ 30. 9.0 2
-▁ B a r e y r e ▁ J e a n ▁ 28. 3 . 1 1
-▁ R o u s s y ▁ J e a n ▁ 4 . 1 1 . 1 4
-▁ Ma r i n ▁ Ma r c e l ▁ 1 0 . 8 . 0 6
-▁ A m i c a l ▁ E l o i ▁ 1 1 . 1 0 . 0 4
-▁ B i r o s ▁ Ma e l ▁ 30. 1 0 . 1 0""",
+            """▁ L a u l ont ▁ F r an c oi s ▁ 8
+▁ C i re t ▁ A n t oi n e ▁ 2 7
+▁ C i re t ▁ M a r ie ▁ 2 8
+▁ C i re t ▁ M a r ie ▁ 2
+▁ E u re s t on ▁ S o l an g e ▁ 1 0
+▁ T e r ont u s s ie u x ▁ J e an ▁ 2
+▁ P re s s on e t ▁ M a r ie ▁ 1 2""",
             40,
         ),
         (
             False,
             False,
             False,
-            """▁ C a i l l e t ▁ Ma u r i c e ▁ 28. 9.0 6
-▁ R e b o u l ▁ J e a n ▁ 30. 9.0 2
-▁ B a r e y r e ▁ J e a n ▁ 28. 3 . 1 1
-▁ R o u s s y ▁ J e a n ▁ 4 . 1 1 . 1 4
-▁ Ma r i n ▁ Ma r c e l ▁ 1 0 . 8 . 0 6
-▁ A m i c a l ▁ E l o i ▁ 1 1 . 1 0 . 0 4
-▁ B i r o s ▁ Ma e l ▁ 30. 1 0 . 1 0""",
+            """▁ L a u l ont ▁ F r an c oi s ▁ 8
+▁ C i re t ▁ A n t oi n e ▁ 2 7
+▁ C i re t ▁ M a r ie ▁ 2 8
+▁ C i re t ▁ M a r ie ▁ 2
+▁ E u re s t on ▁ S o l an g e ▁ 1 0
+▁ T e r ont u s s ie u x ▁ J e an ▁ 2
+▁ P re s s on e t ▁ M a r ie ▁ 1 2""",
             40,
         ),
     ),
@@ -366,21 +366,21 @@ def test_extract(
     assert set(pickle.loads((output / "charset.pkl").read_bytes())) == expected_charset
 
     # Check "language_corpus.txt"
-    expected_char_language_corpus = """ⓢ C a i l l e t ▁ ▁ ⓕ M a u r i c e ▁ ▁ ⓑ 2 8 . 9 . 0 6
-ⓢ R e b o u l ▁ ▁ ⓕ J e a n ▁ ▁ ⓑ 3 0 . 9 . 0 2
-ⓢ B a r e y r e ▁ ▁ ⓕ J e a n ▁ ▁ ⓑ 2 8 . 3 . 1 1
-ⓢ R o u s s y ▁ ▁ ⓕ J e a n ▁ ▁ ⓑ 4 . 1 1 . 1 4
-ⓢ M a r i n ▁ ▁ ⓕ M a r c e l ▁ ▁ ⓑ 1 0 . 8 . 0 6
-ⓢ A m i c a l ▁ ▁ ⓕ E l o i ▁ ▁ ⓑ 1 1 . 1 0 . 0 4
-ⓢ B i r o s ▁ ▁ ⓕ M a e l ▁ ▁ ⓑ 3 0 . 1 0 . 1 0"""
-
-    expected_word_language_corpus = """ⓢ Caillet ▁ ⓕ Maurice ▁ ⓑ 28 ▁ . ▁ 9 ▁ . ▁ 06
-ⓢ Reboul ▁ ⓕ Jean ▁ ⓑ 30 ▁ . ▁ 9 ▁ . ▁ 02
-ⓢ Bareyre ▁ ⓕ Jean ▁ ⓑ 28 ▁ . ▁ 3 ▁ . ▁ 11
-ⓢ Roussy ▁ ⓕ Jean ▁ ⓑ 4 ▁ . ▁ 11 ▁ . ▁ 14
-ⓢ Marin ▁ ⓕ Marcel ▁ ⓑ 10 ▁ . ▁ 8 ▁ . ▁ 06
-ⓢ Amical ▁ ⓕ Eloi ▁ ⓑ 11 ▁ . ▁ 10 ▁ . ▁ 04
-ⓢ Biros ▁ ⓕ Mael ▁ ⓑ 30 ▁ . ▁ 10 ▁ . ▁ 10"""
+    expected_char_language_corpus = """ⓢ L a u l o n t ▁ ▁ ⓕ F r a n c o i s ▁ ▁ ⓑ 8
+ⓢ C i r e t ▁ ▁ ⓕ A n t o i n e ▁ ▁ ⓑ 2 7
+ⓢ C i r e t ▁ ▁ ⓕ M a r i e ▁ ▁ ⓑ 2 8
+ⓢ C i r e t ▁ ▁ ⓕ M a r i e ▁ ▁ ⓑ 2
+ⓢ E u r e s t o n ▁ ▁ ⓕ S o l a n g e ▁ ▁ ⓑ 1 0
+ⓢ T e r o n t u s s i e u x ▁ ▁ ⓕ J e a n ▁ ▁ ⓑ 2
+ⓢ P r e s s o n e t ▁ ▁ ⓕ M a r i e ▁ ▁ ⓑ 1 2"""
+
+    expected_word_language_corpus = """ⓢ Laulont ▁ ⓕ Francois ▁ ⓑ 8
+ⓢ Ciret ▁ ⓕ Antoine ▁ ⓑ 27
+ⓢ Ciret ▁ ⓕ Marie ▁ ⓑ 28
+ⓢ Ciret ▁ ⓕ Marie ▁ ⓑ 2
+ⓢ Eureston ▁ ⓕ Solange ▁ ⓑ 10
+ⓢ Terontussieux ▁ ⓕ Jean ▁ ⓑ 2
+ⓢ Pressonet ▁ ⓕ Marie ▁ ⓑ 12"""
 
     if existing:
         expected_char_language_corpus = (
@@ -511,7 +511,7 @@ def test_extract_transcription_no_translation(mock_database, tokens, tmp_path):
         ).execute()
 
     # Early return with only the element transcription text instead of a translation
-    assert extractor.extract_transcription(element) == "Coupez  Bouis  7.12.14"
+    assert extractor.extract_transcription(element) == "Leunaut  Claude  49"
 
 
 @pytest.mark.parametrize(