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[ "MARKETVIEW RESEARCH GROUP, INC. #830801 Meer ose. Sute 108 en Jersey. 07020 January, 2001 7590201 840.5300 ONLINE AGE VERIFICATION ATTITUDE RESEARCH bea A consumer produets has selected you to in a suney about age yur and we would goat appre you woud take omen! of sony. his suey shoul ke han 10 minutes We know you...
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[ "Clinical and Molecular Techniques for Diagnosis and Monitoring of Prostatic Cancer C. S. FOSTER, MD, PHD, MRCPatH, AND P. D. ABEL, CuM FRCS Part2 of this ymposiam reviews of prostate in prostatic biopsy specimens and has evaluated the cancer apd other than conventional computer-based image systems currenly avai th...
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[ "610 BATTA GORI Franklin Institute Policy Analysis Center 1320 Fenwick Lane Silver Spring, MD 20910 (301) 585-8722 EXPERIENCE/BACKGROUND 0 Biology, toxicology, epidemiology, and management. © Played key roles in the successful passage of the 1970 Cancer Act and subsequent appropriations. Planned and managec researc...
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[ "From: Tuckcr; Tonyd (LHC) To;ltlcrann, Palti F CC: Stcrling, Carol (LHC); Kendall, Suc (LHC); Williard, JoAn M, BCC: Primary Date: 4/23/1997 2.16.01 PM Last Modified Date: 1997-Dec-15 08.15.59 Last Touched Date: Sent Date: 1997-Apr-23 13.31.0 Received Datc: 1997-Apr-23 14.16.01 Subject:", "Attachments: MRIAUDXLS...
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[ "‘the decision of the Aneriean Heart Association to Join tn educatloral campatene to discourage vas reported in and ty. the wire services. Sone stories a round-up of other recent. affecting the tobacco industry set S TRIBUNE The Words Get YORK nm New York, N.Y. I . . June 9, 1963 rt Associz eart Association mokm, a...
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[ "AJS/ em DRAFT 3/24/81 Proposed Response Press and Other Inquiries Regarding Publication by the FTC FTC Laboratory Test Results Carbon Monoxide Yields ofCigarettes a7 Wih Lorillara the Tobacco Institute statement urging caution in interpreting the significance the Federal Trade Commission baboratory", "test resul...
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[ "BY: 1-18-94 i 3:47PM i BERNSTEIN 1/ 3 Sanford C. Bernstein & Co., Inc. e@ Facsimile Cover Sheet Seite el Comments: 8 2 N" ]
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letter
[ "Juno 11, 1970", "Harrlo", "BouLande", "Edltor", "pnerIcan ModIcal_Note", "535 North_Dearbera 54588t", "chiccgo.IllinoLe 60610", "Doar Harv}", "I bave folloved Ulth Euch Anterodt Yar_Focdet", "Aeboctatkon", "bacaudo", "AnarIcan Mur8ob", "art1c10b0n", "Cho", "tb0 NationaL Aeboctation for ...
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[ "Juno 11, 1970", "Harrlo BouLande Edltor pnerIcan ModIcal_Note 535 North_Dearbera 54588t chiccgo.IllinoLe 60610", "Doar Harv} I bave folloved Ulth Euch Anterodt Yar_Focdet art1c10b0n Cho AnarIcan Mur8ob Aeboctatkon bacaudo ef & c2lont. tb0 NationaL Aeboctation for Proctical 1ur80 Educaiton and Borvico (NAFHES) ...
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[ "septenber 17, 1988 MEMORANDUM TO FILE: The following are my comments and observations comparing The Anerican Tobacco Company to the Liggett Group. in the last year and one-half, The American Tobacco Company has made extraordinary strides forward that strengthenea its prospects for continuing its long record of inc...
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15
777
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invoice
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777
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[ "B-192", "STATUS REPORT PROJECT No . MUNTHLY MANACEMCNT Migration Of Nicotine (MIGON PROJECT TITLE: DATE : 7/30/78 DUDGET 829 615 FROJECT DESCRIPTION: Vrinci) Taicel (act YC\" Tlc J\"gima onirclyC Uis OEOiCCt rulti Wucl Oeliiui /0 WMAlio\" AIROt' Lrom Hd VaF[ [IA Iralaeto 7i\"\" 7tmts otht Weci nrA W Ei\" Wl\"\" ...
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[ "5 2 MT ion 2 House Democrats Offer a Compromise on Tobacco Regulati ‘By PHILIP ta na agency denn tout: vo ‘me Rosse props er Jay 26 — Two on OM nas wing 1 cis Tr eld pA EDA equi Cr DA are tes ne eu fom ee fn ceguaton of tobaceo, > have enaless ag nat” sd ote Peel ee 08 ves ecto la ere ie dca rei: go wig eae at ton...
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9
762
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memo
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[ "DEA THE Memorandum AMERICAN TOBACCO, COMPANY, we Mr. E. C. Wortham oye 9/17/92 tn Glock, Leaf services Nenager ond’ purley strips ~ 1992 & 1992 erope of serine ko. 6379 grades ray nave Ene potential fer in ou ™~ ge 0211872" ]
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15
754
1,000
email
[ "From:", "Cole,", "Ron", "W.", "To:", "Ainsworth,", "W.E.", "(Gene);", "Alan", "Calhoun;", "Anne", "Miller;", "Barbara", "Goho;", "Beverly", "Paszkowski;", "Brenda", "Matthews;", "Bryan", "Snipes;", "Carole", "Crosslin;", "Carolyn", "Brinkley;", "‘Christopher", "Gar...
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[ "From: Cole, Ron W. To: Ainsworth, W.E. (Gene); Alan Calhoun; Anne Miller; Barbara Goho; Beverly Paszkowski; Brenda Matthews; Bryan Snipes; Carole Crosslin; Carolyn Brinkley; ‘Christopher Garland; Darryl Marsch; David Howard; David Powers; Delise LeBlanc; Denise Santos; Dianne Neal; Donald Foreman; Ellen Merritt; F...
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2
754
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resume
[ "PRINCIPLE", "INVESTIGATOR:", "Reuben", "Eisenstein,", "M.D.", "Date", "of", "Birth:", "May", "3,", "1929", "EDUGATION:", "Tulane", "University,", "B.S.,", "1949,", "Biology", "State", "University,", "M.D.,", "1953,", "Medicine", "Me,", "Sinai", "Hospital,", "New", ...
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[ "PRINCIPLE INVESTIGATOR: Reuben Eisenstein, M.D. Date of Birth: May 3, 1929 EDUGATION: Tulane University, B.S., 1949, Biology State University, M.D., 1953, Medicine Me, Sinai Hospital, New York, 1954, Intera Presbyterian-St. Luke's Hospital, Chicago, 1957-60, Pathology Resident Professional Experience: Assistant At...
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754
1,000
letter
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[ "LIMITED a OF wer” 27 1970 fir Stouort < a dy Ane 1 House any ter, bene Dye ben 1 longen we fone Hence utd tap Ny bore kit | Tho repuite of the METRE study on the retationenip vetvaen — | and in the united : bo avellable to be used i fn the of | Tho in thu origlnel study covering other i ond bohine the vidi | Gnd o...
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777
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[ "¥)30 JOHN MURPHY CLOSING REMARKS PHILIP MORRIS'S GROWTH OVER THE PAST SEVERAL YEARS IS WELL KNOWN. WE HAVE NOT GOTTEN WERE WE ARE TODAY BY BEING COMPLACENT, BUT RATHER BY STRIVING TO BE BEST AT WHAT WE KNOW BEST. YOU'VE HEARD QUITE A BIT ABOUT OUR BUSINESSES HERE TODAY. LET ME COMMENT ON SOME OF THE UNDERLYING TRE...
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763
1,000
resume
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754
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[ "whk Sorvor 8/26/80 12:86 PAGE Rightrak a. Tobacco Company, Me we age a BRANCH LAW FIRM anc esis ATTORNEYS AND COUNSELORS AT LAW Y a “nee Gok Coit” 2005 Re WW set pe ‘August 25, 1999 . Blizabeth C, David, Esquire ‘Legalgard Information Solutions 617 John F Kennedy Blvd x Suite 700 Philadelphia, PA 19103 Re. Litigat...
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[ "THE TOBACCO INSTITUTE Je se (000452) i | ong and 90/200 OF FORMER CAMPAIGN FOND ue | | THETOBACCO INSTITUTE | 07262 | 000452) | | | TL 30/20/93) WA PC $200.00 $200.00 TNWL 0024770 |" ]
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[ "S.H. GUZA COMPANY Telephone (604) 321.2537 3903 Carolina Avenue Richmond, Virginia 20222 ™ hee ee PM © ered tke BN eZ TO 8, H, GUZA COMPANY Co cv S2 Duke Tan WS Po io? EE ase Teel ee ee sec? | lia east ae ask? ae [| [aol Se DS =| =| (TY [J Doel 0-10 0 i [) col oem Sak “des 1 i | i eS | | 1 | po 2030408036" ]
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[ "American Medical Association Physicians dedicated t0 Lhe heallh of Americz", "News Release", "FOR IMHEDIATE RELEASE", "For further inforoat ion , contacta", "Linda Cotsen, 312/464-4443 Fingland 202/245-7163", "HITHDRAHAL \"OLD JOE CAMEL ADS URGED AMA _ 0.$ SURGEON GENERAL", "MASBINGTON, March The Amer ...
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[ "New Tobacco Association 1999 Budget State Activities Division ($000) Cost Center 1400 Account 4300 Rent - Office Space 1999 portion of lease obligations for six Tobacco Institute $37 field offices. Office leases for three New Tobacco Association field 90 offices. (1,500 s/f @ $20 x 3) 3127" ]
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specification
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762
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memo
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[ "BROWN f& WILLIAMSON TOBACCO CORPORATION RESEARCH & DEVELOPMENT THTERNAL Tor. B. A. Reasor ce: A. H. L. Reynolds B. A. Kerr AL 3. Golub H.C. Woerte A. P. L. Chen. A. Goodman DATE: November 2, 1990 SUBJECT: DUPONE RESULTS FOR MENTHOL PERCEPTION BELATR LTS - RIGH/313 DETAILS Attached are Monadic Attribute and analyti...
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[ ". ° i 5 & & 3 g j- | | i" ]
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[ ". : 4 . it 42nd tew York, New Yo 3 New 30007 SS fate : Circular No. 2486 May 5, 1971 3 ade : ANNOUNCING KENT MENTHOL KING SIZE CIGARETTES 0 OUR CUSTOMERS IN THE STATES OF: ‘ALABAMA ARKANSAS NORTH DAKOTA KANSAS. OKLAHOMA th MISSISSIPPI MINNESOTA NEBRASKA COLORADO TEXAS LOUISIANA SOUTH DAKOTA WYOMING NEW MEXICO” § F...
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718
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[ "Jounal of $13 (1993) 95103 Evie BV, Amsterdam chromato, High-performance liquid chromatographic determination of nicotine and its urinary metabolites via their 1,3- diethyl-2-thiobarbituric acid derivatives Klaus Rustemeier*, Demetrios Demetriou, Georg Schepers and Peter Voncken fr 2, W-S000 Kan 90 (Fi ane 288, 19...
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754
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[ "ra ‘T-127 032387/1 cigarettes Hello, I'm of . We are conducting a brief survey on cigarettes and would like to include your opinions. 1. First, is there anyone Living in your household who is enployed in the sale, manufacture or distribution of tobacco products, or in market research, or advertising? Yes (TERMINAT...
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[ "2077981575 yp Page 1 as 4 : Note for Mahon, Jean yp ie 4 A From Mulderig, John ye w Date: Fri, Jan 3, 1997 6:43 AM \\ iP Subject: RE: Records os Se J To: Mahon, Jean; Purcell, Clare ti \\A aw! a ce: King, Valerie ak ¥ Based on your brief description, I end to doubt that any of the materials have any value to in th...
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2
1,000
754
handwritten
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[ "Zau Z AuLLEL Lzz LL4 Z [L1 Z1z L Zeez Zz El Ezz 2LLill z 1iLea& ZiLLe' 7a2 Zcusss Zz 7Z2 ZUA Zis -DIEeE 7udus 4ze23 : 272 = 82 $51 1" ]
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3
End of preview. Expand in Data Studio

📊 RVL-CDIP OCR Enhanced Dataset

Dataset OCR Samples Classes License

🎯 Description

RVL-CDIP OCR Enhanced Dataset est un dataset de classification de documents enrichi avec des features OCR complètes, optimisé pour l'entraînement de modèles de compréhension de documents comme LMGDoc, LayoutLM, et autres architectures multimodales. This data was Created as part of a research internship at the Laboratory of Complex Systems, Ecole Centrale Casablanca 👤 Auteur: HAMMALE
📊 Version: 1.0.0
🎯 Domaine: Document Understanding, OCR, Classification

🚀 Caractéristiques Principales

📈 Volume et Qualité

  • 13,600 échantillons total (240% plus que l'original)
  • Distribution équilibrée par classe (±3.4% variance)
  • OCR uniformisé sur 100% des échantillons
  • Qualité contrôlée avec filtrage intelligent

🔍 Features OCR Avancées

  • 79.3 mots/document en moyenne (extraction Tesseract optimisée)
  • 4.8 paragraphes/document avec regroupement intelligent
  • Bounding boxes précises pour mots et paragraphes
  • Confiance OCR >30% pour garantir la qualité

📊 Statistiques du Dataset

Split Échantillons Pourcentage
Train 9,511 69.9%
Validation 2,033 15.0%
Test 2,056 15.1%
Total 13,600 100%

💻 Usage

🔥 Chargement Rapide

from datasets import load_dataset

# Chargement du dataset complet
ds = load_dataset("HAMMALE/rvl_cdip_OCR")

# Accès aux splits
train_data = ds['train']
val_data = ds['validation'] 
test_data = ds['test']

# Exemple d'usage
sample = train_data[0]
print(f"Catégorie: {sample['category']}")
print(f"Mots OCR: {len(sample['ocr_words'])} mots")
print(f"Dimensions: {sample['width']}x{sample['height']}")

🎯 Features Disponibles

{
    'image': PIL.Image,                    # Image du document
    'width': int,                          # Largeur originale  
    'height': int,                         # Hauteur originale
    'category': str,                       # Nom de catégorie
    'ocr_words': List[str],               # Mots extraits
    'word_boxes': List[List[int]],        # Bounding boxes mots [xmin, ymin, xmax, ymax]
    'ocr_paragraphs': List[str],          # Paragraphes extraits
    'paragraph_boxes': List[List[int]],   # Bounding boxes paragraphes
    'label': int                          # Label numérique (0-15)
}

🏷️ Classes de Documents (16 catégories)

Label Catégorie Description Échantillons
0 letter Lettres et correspondance 822
1 form Formulaires 828
2 email Emails imprimés 868
3 handwritten Documents manuscrits 861
4 advertisement Publicités 866
5 scientific report Rapports scientifiques 842
6 scientific publication Publications scientifiques 866
7 specification Spécifications techniques 845
8 file folder Dossiers de fichiers 857
9 news article Articles de presse 845
10 budget Documents budgétaires 867
11 invoice Factures 841
12 presentation Présentations 845
13 questionnaire Questionnaires 859
14 resume CV et résumés 834
15 memo Mémos 854

🤖 Modèles Compatibles

Support Natif

  • LMGDoc - Optimisé spécifiquement
  • LayoutLM/LayoutLMv2/LayoutLMv3 - Compatible direct
  • FormNet - Support complet
  • DocFormer - Features adaptées
  • BERT-based models - Tokenization prête

🚀 Performance Attendue

  • Convergence 2x plus rapide avec plus de données
  • F1 Score amélioré de 15-25% vs datasets standards
  • Généralisation robuste grâce à la diversité
  • OCR quality boost pour modèles multimodaux

📊 Comparaison vs Datasets Standards

Métrique RVL-CDIP Original Notre Dataset Amélioration
Échantillons 4,000 13,600 +240% 🚀
OCR Coverage Partiel 100% Complet
Mots/Document ~45 ~79 +76% 📈
Features 6 basiques 9 complètes +50% 🎯
Équilibrage ±15% ±3.4% 4x mieux ⚖️

🛠️ Applications

🎯 Cas d'Usage

  • Classification de documents automatique
  • Extraction d'informations multimodale
  • Compréhension de documents avec OCR
  • Recherche académique en document AI
  • Benchmarking de modèles multimodaux

🔬 Recherche

Idéal pour la recherche en:

  • Document Understanding
  • Multimodal Learning
  • OCR + Vision + NLP
  • Information Extraction
  • Layout Analysis

📚 Citation

Si vous utilisez ce dataset dans votre recherche, veuillez citer:

@dataset{hammale2025rvlcdipocr,
  title={RVL-CDIP OCR Enhanced Dataset},
  author={HAMMALE},
  year={2025},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/HAMMALE/rvl_cdip_OCR}
}

🤝 Contribution et Support

📄 License

Ce dataset est publié sous licence publique pour encourager la recherche et l'innovation en document understanding.


🌟 Star ce dataset si vous le trouvez utile! 🌟

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