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Part 1: Document Description
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Citation |
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Title: |
A Dataset for Handwritten Text Recognition in Medieval Notarial Charters Written on Parchment |
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Identification Number: |
perma:BSC/0VB0MC |
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Distributor: |
BSC Dataverse |
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Date of Distribution: |
2025-06-26 |
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Version: |
1 |
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Bibliographic Citation: |
Coll Ardanuy, Mariona; Cuadrada, Coral; Sarobe, Ramon, 2025, "A Dataset for Handwritten Text Recognition in Medieval Notarial Charters Written on Parchment", https://dataverse.bsc.es/dataset.xhtml?persistentId=perma:BSC/0VB0MC, BSC Dataverse, V1, UNF:6:U0b+M2+5lwgcyjBeeZQ5nQ== [fileUNF] |
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Citation |
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Title: |
A Dataset for Handwritten Text Recognition in Medieval Notarial Charters Written on Parchment |
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Alternative Title: |
AMSMB HTR |
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Identification Number: |
perma:BSC/0VB0MC |
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Authoring Entity: |
Coll Ardanuy, Mariona (https://ror.org/05sd8tv96) |
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Cuadrada, Coral (https://ror.org/05sd8tv96) |
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Sarobe, Ramon (https://ror.org/05sd8tv96) |
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Other identifications and acknowledgements: |
Arxiu dels Marquesos de Santa Maria de Barberà |
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Other identifications and acknowledgements: |
Arxiu Municipal de Vilassar de Dalt |
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Producer: |
Barcelona Supercomputing Center |
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Date of Production: |
2025-03-14 |
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Software used in Production: |
eScriptorium |
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Grant Number: |
C005/24-ED CV1 |
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Distributor: |
BSC Dataverse |
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Distributor: |
Barcelona Supercomputing Center |
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Access Authority: |
Coll Ardanuy, Mariona |
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Depositor: |
Coll Ardanuy, Mariona |
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Date of Deposit: |
2025-06-04 |
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Date of Distribution: |
2025-06-06 |
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Holdings Information: |
https://dataverse.bsc.es/dataset.xhtml?persistentId=perma:BSC/0VB0MC |
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Study Scope |
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Keywords: |
Arts and Humanities, handwritten text recognition, Late Middle Ages, automatic transcription |
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Topic Classification: |
medieval history, artificial intelligence, archival history, diplomatics, paleography, document analysis and recognition |
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Abstract: |
We present a new dataset for the task of handwritten text recognition on medieval manuscripts, focusing on notarial charters written on parchment dating from the 13th to 15th centuries. Our dataset is comprised of 100 digitized manuscripts (3,369 lines), which have been carefully selected to represent the large variation that is present in the sources, encompassing at least 80 distinct hands and various document types (from sales and inventories to last wills and marriage contracts). Written primarily in Medieval Latin with fragments in Medieval Catalan, these manuscripts exhibit varying stages of preservation and degrees of deterioration, resulting in a very heterogeneous dataset. The dataset consists of 100 images and their associated transcriptions in the PageXML format, as well as a csv file with metadata for each element. The process of creation of the dataset is documented in the accompanying datasheet. |
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Time Period: |
1208-01-01-1499-12-31 |
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Date of Collection: |
2024-08-01-2025-03-14 |
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Country: |
Spain, Spain |
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Geographic Coverage: |
Catalonia, Balearic Islands |
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Geographic Bounding Box: |
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Unit of Analysis: |
MediaUnit.StillImage |
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Unit of Analysis: |
MediaUnit.Text |
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Universe: |
Tens of thousands of notarial charters written on parchment dating from the 13th to 15th centuries in Medieval Latin and Medieval Catalan. |
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Kind of Data: |
xml transcriptions |
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Kind of Data: |
digitized manuscripts |
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Kind of Data: |
csv metadata file |
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Kind of Data: |
pdf file |
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Notes: |
A derived version of the dataset for line-level handwritten text recognition is available on HuggingFace: <a href="https://huggingface.co/datasets/BSC-CSSH/AMSMB-line-transcription" target="_blank" rel="noopener noreferrer">https://huggingface.co/datasets/BSC-CSSH/AMSMB-line-transcription</a>. The derived version was created using parse-pagexml: <a href="https://gitlab.bsc.es/cssh/releases/parse-pagexml" target="_blank" rel="noopener noreferrer">https://gitlab.bsc.es/cssh/releases/parse-pagexml</a>. |
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Methodology and Processing |
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Data Collector: |
Archival History research line at the Computational Social Sciences and Humanities Laboratory, Barcelona Supercomputing Center |
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Sampling Procedure: |
The 100 digitized manuscripts have been carefully selected by an expert medievalist and paleographer to represent---to the extent possible---the variation that is present in the original sources. They are written by different writers (at least 80 known hands, and several others unknown) across three centuries (from 1208 to 1499) and throughout the Catalan-speaking lands. Their contents are also very diverse, ranging from sales and inventories to last wills and marriage contracts, and up to 29 different document types. They are also diverse in terms of shape (with parchments displaying height-to-width ratios that range from 0.46 to 1.46), amount of text crammed into the parchments (between 8 and 106 lines), and line lengths (with average page lines ranging from 84 to 341 characters. They also display different stages of preservation, levels of brightness and contrast, as well as different types of deterioration that are common in parchments, such as holes, folds, stains, discoloured areas, and ink loss or fading. |
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Sources Statement |
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Origins of Sources: |
Arxiu dels Marquesos de Santa Maria de Barberà: https://arxiumarquesosdebarbera.cat/ |
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Characteristics of Source Notes: |
Notarial charters written on parchment dating from the 13th to 15th centuries, carefully selected to represent the large variation that is present in the sources, encompassing at least 80 distinct hands, various document types (from sales and inventories to last wills and marriage contracts), and spanning three centuries; written primarily in Medieval Latin with fragments in Medieval Catalan, these manuscripts exhibit varying stages of preservation and degrees of deterioration. |
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Documentation and Access to Sources: |
The digitized images have been provided by the Arxiu Municipal de Vilassar de Dalt (AMVD), through its agreement with the Arxiu dels Marquesos de Santa Maria de Barberà (AMSMB). |
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Data Access |
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Notes: |
<a href="http://creativecommons.org/licenses/by-sa/4.0">CC BY-SA 4.0</a> |
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Other Study Description Materials |
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Related Publications |
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Citation |
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Title: |
Mariona Coll Ardanuy, Iban Berganzo-Besga, Ramon Sarobe, and Coral Cuadrada. 2025 (forthcoming). Evaluating Handwritten Text Recognition in Medieval Notarial Manuscripts: A New Dataset and Comprehensive Analysis. In International Conference on Document Analysis and Recognition |
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Bibliographic Citation: |
Mariona Coll Ardanuy, Iban Berganzo-Besga, Ramon Sarobe, and Coral Cuadrada. 2025 (forthcoming). Evaluating Handwritten Text Recognition in Medieval Notarial Manuscripts: A New Dataset and Comprehensive Analysis. In International Conference on Document Analysis and Recognition |
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File Description--f520 |
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File: metadata.tab |
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Notes: |
UNF:6:U0b+M2+5lwgcyjBeeZQ5nQ== |
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List of Variables: | |
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Variables |
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f520 Location: |
Variable Format: character Notes: UNF:6:WuUa6WCKB/HY7SC9Q5LooQ== |
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f520 Location: |
Variable Format: character Notes: UNF:6:qq8D5mp86YDFusSSew0fVg== |
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f520 Location: |
Summary Statistics: Valid 100.0; StDev 81.00586024442549; Mean 1337.49; Min. 1208.0; Max. 1499.0; Variable Format: numeric Notes: UNF:6:wL1TxNPharmrb9WQBWjfHg== |
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f520 Location: |
Variable Format: character Notes: UNF:6:9TNf4xCEOzpOF2AdhbfjTg== |
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f520 Location: |
Variable Format: character Notes: UNF:6:1T6+m9G28jn89TTCDeXg8g== |
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f520 Location: |
Variable Format: character Notes: UNF:6:u8eF9oelAfboiX/Av87vJA== |
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f520 Location: |
Variable Format: character Notes: UNF:6:DA71vPZ7DhzvQ9X5kdjSeA== |
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f520 Location: |
Variable Format: character Notes: UNF:6:MWMBAb9OQslPCYpApw0EzA== |
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f520 Location: |
Variable Format: character Notes: UNF:6:I26Elk8AB7iY4R8DZC1sEw== |
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Label: |
Datasheet.pdf |
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Notes: |
application/pdf |
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Label: |
README.md |
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Notes: |
text/markdown |
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Label: |
AMSMB_1-3-100.jpg |
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Notes: |
image/jpeg |
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Label: |
AMSMB_1-3-100.xml |
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Notes: |
text/xml |
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AMSMB_1-62-07.jpg |
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image/jpeg |
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AMSMB_1-62-07.xml |
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text/xml |
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AMSMB_1-70-02.jpg |
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image/jpeg |
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AMSMB_1-70-02.xml |
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text/xml |
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AMSMB_1-90-06.jpg |
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image/jpeg |
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AMSMB_1-90-06.xml |
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text/xml |
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AMSMB_1-90-23.jpg |
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image/jpeg |
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AMSMB_1-90-23.xml |
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text/xml |
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AMSMB_1-90-45.jpg |
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image/jpeg |
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AMSMB_1-90-45.xml |
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text/xml |
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AMSMB_1-92-02.jpg |
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image/jpeg |
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AMSMB_1-92-02.xml |
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text/xml |
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AMSMB_7-4-31.jpg |
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image/jpeg |
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AMSMB_7-4-31.xml |
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text/xml |
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AMSMB_7-7-34.jpg |
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image/jpeg |
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AMSMB_7-7-34.xml |
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text/xml |
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AMSMB_C1-D6-01.jpg |
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image/jpeg |
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AMSMB_C1-D6-01.xml |
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text/xml |
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AMSMB_C1-F1-17.jpg |
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image/jpeg |
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AMSMB_C1-F1-17.xml |
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text/xml |
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AMSMB_C1-F1-41.jpg |
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image/jpeg |
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AMSMB_C1-F1-41.xml |
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text/xml |
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AMSMB_C1-F2-19.jpg |
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image/jpeg |
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AMSMB_C1-F2-19.xml |
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text/xml |
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AMSMB_C1-F2-22.jpg |
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image/jpeg |
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AMSMB_C1-F2-22.xml |
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text/xml |
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AMSMB_C1-F2-24.jpg |
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image/jpeg |
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AMSMB_C1-F2-24.xml |
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text/xml |
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AMSMB_C2-F3-16.jpg |
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image/jpeg |
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AMSMB_C2-F3-16.xml |
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text/xml |
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AMSMB_C2-F3-39.jpg |
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image/jpeg |
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AMSMB_C2-F3-39.xml |
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text/xml |
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AMSMB_C2-F3-58.jpg |
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image/jpeg |
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AMSMB_C2-F3-58.xml |
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text/xml |
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AMSMB_C2-F3-71.jpg |
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image/jpeg |
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AMSMB_C2-F3-71.xml |
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text/xml |
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AMSMB_C2-F3-72.jpg |
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image/jpeg |
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AMSMB_C2-F3-72.xml |
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text/xml |
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AMSMB_1-1-17.jpg |
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AMSMB_1-1-17.xml |
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text/xml |
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AMSMB_1-10-16.jpg |
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AMSMB_1-10-16.xml |
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text/xml |
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AMSMB_1-13-13.jpg |
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AMSMB_1-13-13.xml |
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AMSMB_1-15-27.jpg |
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AMSMB_1-15-27.xml |
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text/xml |
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AMSMB_1-19-06.jpg |
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AMSMB_1-19-06.xml |
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text/xml |
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AMSMB_1-20-04.jpg |
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image/jpeg |
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AMSMB_1-20-04.xml |
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text/xml |
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AMSMB_1-4-35.jpg |
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image/jpeg |
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AMSMB_1-4-35.xml |
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text/xml |
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AMSMB_1-42-32.jpg |
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image/jpeg |
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AMSMB_1-42-32.xml |
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text/xml |
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AMSMB_1-44-45.jpg |
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image/jpeg |
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AMSMB_1-44-45.xml |
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text/xml |
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AMSMB_1-48-04.jpg |
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image/jpeg |
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AMSMB_1-48-04.xml |
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text/xml |
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AMSMB_1-55-24.jpg |
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image/jpeg |
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AMSMB_1-55-24.xml |
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AMSMB_1-70-13.jpg |
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AMSMB_1-70-13.xml |
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text/xml |
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AMSMB_1-70-49.jpg |
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image/jpeg |
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AMSMB_1-70-49.xml |
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text/xml |
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AMSMB_1-73-45.jpg |
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image/jpeg |
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AMSMB_1-73-45.xml |
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text/xml |
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AMSMB_1-78-49.jpg |
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image/jpeg |
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AMSMB_1-78-49.xml |
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text/xml |
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AMSMB_1-80-19.jpg |
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image/jpeg |
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AMSMB_1-80-19.xml |
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text/xml |
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AMSMB_1-90-08.jpg |
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image/jpeg |
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AMSMB_1-90-08.xml |
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text/xml |
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AMSMB_1-90-20.jpg |
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image/jpeg |
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AMSMB_1-90-20.xml |
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text/xml |
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AMSMB_1-90-26.jpg |
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image/jpeg |
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AMSMB_1-90-26.xml |
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text/xml |
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AMSMB_1-90-31.jpg |
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image/jpeg |
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AMSMB_1-90-31.xml |
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text/xml |
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AMSMB_1-90-40.jpg |
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image/jpeg |
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AMSMB_1-90-40.xml |
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text/xml |
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AMSMB_1-92-27.jpg |
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image/jpeg |
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AMSMB_1-92-27.xml |
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text/xml |
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AMSMB_11-1-14.jpg |
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image/jpeg |
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AMSMB_11-1-14.xml |
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text/xml |
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AMSMB_13-5-08.jpg |
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image/jpeg |
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AMSMB_13-5-08.xml |
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text/xml |
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AMSMB_2-5-19.jpg |
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image/jpeg |
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AMSMB_2-5-19.xml |
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text/xml |
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AMSMB_20-1-01.jpg |
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image/jpeg |
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AMSMB_20-1-01.xml |
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text/xml |
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AMSMB_23-1-07.jpg |
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image/jpeg |
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AMSMB_23-1-07.xml |
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text/xml |
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AMSMB_27-1-07.jpg |
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image/jpeg |
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AMSMB_27-1-07.xml |
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text/xml |
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AMSMB_28-8-06.jpg |
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image/jpeg |
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AMSMB_28-8-06.xml |
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text/xml |
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AMSMB_37-11-14.jpg |
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image/jpeg |
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AMSMB_37-11-14.xml |
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text/xml |
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AMSMB_7-5-18.jpg |
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image/jpeg |
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AMSMB_7-5-18.xml |
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text/xml |
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AMSMB_C1-F1-09.jpg |
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image/jpeg |
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AMSMB_C1-F1-09.xml |
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text/xml |
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AMSMB_C1-F1-12.jpg |
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image/jpeg |
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AMSMB_C1-F1-12.xml |
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text/xml |
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AMSMB_C1-F1-22.jpg |
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image/jpeg |
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AMSMB_C1-F1-22.xml |
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text/xml |
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AMSMB_C1-F1-24.jpg |
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image/jpeg |
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AMSMB_C1-F1-24.xml |
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text/xml |
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AMSMB_C1-F1-29.jpg |
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AMSMB_C1-F1-29.xml |
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text/xml |
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AMSMB_C1-F1-43.jpg |
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image/jpeg |
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AMSMB_C1-F1-43.xml |
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text/xml |
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AMSMB_C1-F2-03.jpg |
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image/jpeg |
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AMSMB_C1-F2-03.xml |
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text/xml |
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AMSMB_C1-F2-06.jpg |
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image/jpeg |
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AMSMB_C1-F2-06.xml |
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text/xml |
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AMSMB_C1-F2-10.jpg |
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image/jpeg |
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AMSMB_C1-F2-10.xml |
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text/xml |
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AMSMB_C1-F2-21.jpg |
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image/jpeg |
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AMSMB_C1-F2-21.xml |
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text/xml |
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AMSMB_C1-F2-25.jpg |
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AMSMB_C1-F2-25.xml |
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text/xml |
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AMSMB_C1-F2-26.xml |
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text/xml |
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AMSMB_C1-F3-16.jpg |
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image/jpeg |
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AMSMB_C1-F3-16.xml |
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text/xml |
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AMSMB_C1-F3-28.jpg |
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AMSMB_C1-F3-28.xml |
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AMSMB_C1-F4-05.xml |
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AMSMB_C1-F4-06.jpg |
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AMSMB_C1-F4-06.xml |
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AMSMB_C1-F4-09.jpg |
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AMSMB_C1-F4-09.xml |
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AMSMB_C2-F2-09.jpg |
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AMSMB_C2-F2-09.xml |
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AMSMB_C2-F3-25.xml |
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AMSMB_C2-F3-32.jpg |
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AMSMB_C2-F3-32.xml |
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text/xml |
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AMSMB_C2-F3-73.jpg |
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AMSMB_C2-F3-73.xml |
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AMSMB_C2-F3-81.jpg |
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AMSMB_C2-F3-81.xml |
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AMSMB_C2-F3-85.jpg |
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