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{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "0", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
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https://cdla.io/permissive-1-0/
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<img src='content_image/34102.jpg'> # Ford Motor Company / 2004 Annual Report # R W A R D F O R W A R D
1
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https://cdla.io/permissive-1-0/
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## C O N T E N T S <img src='content_image/1050.jpg'> ## A B O U T T H I S R E P O R T At Ford Motor Company, we are moving forward with confidence and purpose as we strengthen the foundation of our business today to meet the challenges of tomorrow. Our 2004 Annual Report to Shareholders tells of the exciting prod...
2
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https://cdla.io/permissive-1-0/
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## WORLD MARKETS ## C A S T T his is a business of looking ahead. When Ford looks at the world automotive market only 10 years in the future, we see a dramatically different scenario from the one we compete in today. North America and Europe, which account for about two-thirds of today’s worldwide automotive mark...
3
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https://cdla.io/permissive-1-0/
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Attention to detail in the 2006 Ford Fusion will offer customers in North America excellent quality and craftsmanship. F O
4
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https://cdla.io/permissive-1-0/
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R ## PRODUCTS T F orty all-new, or substantially new, products in one year. That’s what we introduced in 2004. It’s not only impressive – it’s a company record. Why so many ? Because we are and always have been, first and foremost, an automaker. In the times when we remembered that, we were strong, and in the ...
5
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https://cdla.io/permissive-1-0/
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NO SMOKING in this area ae} = N Be) SMO Oo KING jie ## F O R E { Chicago Assembly Plant employees (from left) Liz Williams, Jeff Alliss, Rick Vasquez (in vehicle) and Sylvester Ware Jr. add a final touch of pride at the end of the line where the Mercury Montego, Ford Freestyle and Ford Five Hundred are built usin...
6
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https://cdla.io/permissive-1-0/
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MANUFACTURING T o have a strong business, we need to establish and retain competitiveness in the ways we build our products. For us, that means the ability to assemble exactly the products that our customers want, in the regions where they want them, and at a cost that allows us to compete profitably. In established ...
7
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https://cdla.io/permissive-1-0/
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## F O R E New crash test dummies at the Dearborn Proving Ground in Michigan are loaded with the most advanced internal sensors and instrumentation, giving engineers detailed data to help improve passenger safety.
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https://cdla.io/permissive-1-0/
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## TECHNOLOGY O ur industry is changing more now than it has in the last century. Real alternatives to conventional fuels and powertrains are more practical than ever. New technologies help us craft more sophisticated safety systems in our vehicles. Technology also is allowing us to continuously reduce the environmen...
9
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https://cdla.io/permissive-1-0/
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## F O R E Ford employees Staci and Calvin Washington often enjoy lunch with their children, Sydnei and Myles, at the Dearborn (Mich.) West UAW-Ford Family Service and Learning Center. This and a number of other U.S. centers, supported through a joint UAW-Ford effort, provide child care, family programs and volunteer...
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https://cdla.io/permissive-1-0/
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## M O S T PEOPLE A t Ford, our most important asset isn’t real estate, and it isn’t machinery; it’s our employees. We make diversity and inclusion a priority. We emphasize corporate citizenship in the places we call home. We sponsor programs and opportunities to help employees improve their work-life balance. We...
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https://cdla.io/permissive-1-0/
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A t the March 2005 board meeting William Clay Ford announced his intention to retire as a director after 57 years of service. At the Board’s request, he was named Director Emeritus. “Ford Motor Company has always been part of my life and I continue to draw a lot of energy from this wonderful and exciting business,” M...
12
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https://cdla.io/permissive-1-0/
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## O P E R A T I N G H I G H L I G H T S <img src='content_image/81426.jpg'> a/ Voluntary Employee Beneficiary Association trust, in which $4.1 billion of financial assets were held at the end of 2004 and $4.0 billion at the end of 2003 to fund certain future employee benefit obligations in the near term. b/ Autom...
13
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https://cdla.io/permissive-1-0/
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## BOARD OF DIRECTORS (As of April 1, 2005) John R.H. Bond (2, 3, 5) Stephen G. Butler (1, 4, 5) Kimberly A. Casiano (3, 4, 5) Edsel B. Ford II (3, 4) William Clay Ford (4) William Clay Ford, Jr. (3, 4) Irvine O. Hockaday, Jr. (1, 5) Marie-Josée Kravis (2, 5) ## EXECUTIVE OFFICERS GROUP (As of April 1, 2005) Will...
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https://cdla.io/permissive-1-0/
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<img src='content_image/115001.jpg'> <img src='content_image/114996.jpg'> <img src='content_image/115000.jpg'> <img src='content_image/114997.jpg'> <img src='content_image/114999.jpg'> <img src='content_image/114998.jpg'>
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https://cdla.io/permissive-1-0/
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## FINANCIAL CONTENTS <img src='content_image/93665.jpg'>
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https://cdla.io/permissive-1-0/
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## OVERVIEW ## Generation of Revenue, Income and Cash Our Automotive sector’s revenue, income and cash are generated primarily from sales of vehicles to our dealers and distributors (i.e., our customers). Vehicles we produce generally are subject to firm orders from our customers and generally are deemed sold (with...
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https://cdla.io/permissive-1-0/
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Health Care Expenses. As a provider of health care coverage to our employees, retirees and their dependents, primarily in the United States, we have experienced significant health care inflation in the last few years. In 2004, our health care expenses for U.S. employees, retirees and their dependents were $3.1 billion,...
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https://cdla.io/permissive-1-0/
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• Roll Stability Control™ system, which is a computer-controlled system that detects vehicle roll and automatically controls the vehicle to prevent it from rolling over. This is currently standard equipment or is available as an option on most of our SUVs. • All-aluminum bodies, which reduce the weight of the vehicle...
19
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https://cdla.io/permissive-1-0/
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## RESULTS OF OPERATIONS Certain prior-year amounts have been reclassified to conform to current period presentation. ## FULL-YEAR 2004 RESULTS OF OPERATIONS Our worldwide net income was $3.5 billion or $1.73 per share of Common and Class B stock in 2004, up $3.0 billion from a profit of $495 million or $0.27 per...
20
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https://cdla.io/permissive-1-0/
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## AUTOMOTIVE SECTOR RESULTS OF OPERATIONS ## 2004 COMPARED WITH 2003 Details by Automotive business unit of Income/(loss) before income taxes are shown below (in millions): <img src='content_image/122713.jpg'> Details of Automotive sector sales and vehicle unit sales by Automotive business unit for 2004 and 20...
21
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https://cdla.io/permissive-1-0/
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS Details of Automotive sector market share for selected markets for 2004 and 2003 are shown below: <img src='content_image/45251.jpg'> a/ Excludes market share of our PAG brand vehicles (i.e., Volvo, Jaguar, Land Rover and Asto...
22
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https://cdla.io/permissive-1-0/
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In addition, the improvement in earnings reflected positive net pricing and favorable cost performance, offset partially by lower vehicle unit sales, unfavorable changes in currency exchange rates (primarily weakening of the U.S. dollar compared with the Euro and the Canadian dollar) and other special items (discussed ...
23
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https://cdla.io/permissive-1-0/
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In 1932, forward-thinking Henry Ford succeeded in building the flathead V-8 engine – an engineering breakthrough that cast a single engine block as one piece. It took the automobile market by storm.
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS Details of Automotive sector sales and vehicle unit sales for 2003 and 2002 are shown below: <img src='content_image/81459.jpg'> * Included in vehicle unit sales of Ford Asia Pacific and Africa are Ford-badged vehicles sold in...
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS ## Ford Asia Pacific and Africa/Mazda Segment Ford Asia Pacific and Africa. The improvement in earnings primarily reflected favorable changes in currency exchange rates, higher vehicle unit sales and positive net pricing. Maz...
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS Ford Credit’s finance receivables, net of allowance for credit losses, and net investment in operating leases for its on-balance sheet, securitized off-balance sheet, managed and serviced portfolios are shown below (in billions):...
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS The following table shows actual credit losses net of recoveries, which are referred to as charge-offs, for Ford Credit’s worldwide on-balance sheet, reacquired, securitized off-balance sheet and managed receivables, for the vari...
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS Shown below is an analysis of Ford Credit’s allowance for credit losses related to finance receivables and operating leases for the years ended December 31 (dollar amounts in billions): <img src='content_image/32544.jpg'> The ...
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In addition, credit losses related to the off-balance sheet securitized receivables are included in the initial and ongoing valuation of Ford Credit’s residual interest in the securitization transaction (see “Off-balance Sheet Arrangements – Sales of Receivables by Ford Credit” for definition) and neither impact the Pr...
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## 2003 COMPARED WITH 2002 Details of the full-year Financial Services sector Income/(loss) before income taxes for 2003 and 2002 are shown below (in millions): <img src='content_image/52706.jpg'> ## Ford Credit The increase in income before income taxes primarily reflected improved credit loss performance and...
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In managing our business, we classify changes in gross cash into four categories: operating-related (both including and excluding pension/long-term VEBA contributions and tax refunds), capital transactions with the Financial Services sector, acquisitions and divestitures and other (primarily financing related). Our key...
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Capital transactions with the Financial Services sector of $4.2 billion in 2004 reflected primarily dividends paid by Ford Credit. In addition, dividends of about $200 million from the Financial Services sector in 2004 are reflected in the table above as divestitures because they resulted primarily from the sale by the...
33
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## Financial Services Sector ## Ford Credit Debt and Cash. Ford Credit’s total debt was $144.3 billion at December 31, 2004, down $5.4 billion compared with a year ago, primarily reflecting lower funding requirements due to lower asset levels. Ford Credit’s outstanding unsecured commercial paper at December 31, 200...
34
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G reat products. Strong business. Better world. These are the ways we’re working to make Ford Motor Company the best automotive company on the planet. We aim to be the most trusted, the most respected and the most successful. We know great products are essential to this vision, because products always have been the f...
35
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During 2002, Ford Credit began a program to sell retail installment sale contracts in transactions where it retains no interest and thus no exposure to the sold assets. These transactions, referred to as “whole-loan sale transactions,” provide liquidity by enabling Ford Credit to reduce its managed receivables and its ...
36
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS The following table illustrates the calculation of Ford Credit’s managed leverage (in billions, except for ratios): <img src='content_image/74854.jpg'> a/ Includes securitized funding from discontinued operations. b/ Include...
37
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Hertz has an asset-backed securitization (“ABS”) program for its domestic car rental fleet to reduce its borrowing costs and enhance its financing flexibility. As of December 31, 2004, $898 million was outstanding under the ABS program consisting of $298 million of commercial paper and $600 million of medium-term notes...
38
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The ratings and trend assigned to Ford and Ford Credit by DBRS have been in effect since April 2003 and were confirmed by DBRS in October 2004. DBRS changed the trend of the long-term rating for Hertz to Stable from Negative and confirmed the ratings in July 2004. Fitch changed Ford’s rating outlook to Stable from Nega...
39
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Our earnings per share guidance and outlook for pre-tax profits excluding special items by business unit, sector and total company remains unchanged from that disclosed in our Current Report on Form 8-K dated January 25, 2005. ## Risk Factors Statements included or incorporated by reference herein may constitute “f...
40
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS ## Warranty and Additional Service Actions Nature of Estimates Required. The estimated warranty and additional service action costs are accrued for each vehicle at the time of sale. Estimates are principally based on assumption...
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS The foregoing indicates that changes in the discount rate and return on assets can have a significant effect on the funded status of our pension plans, stockholders’ equity and expense. As stated above, we base the discount rate ...
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS Nature of Estimates Required. We estimate the credit losses related to impaired finance receivables and operating leases by evaluating several factors including historical credit loss trends, the credit quality of our present por...
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and Mercury brand vehicles in the U.S. with 24 to 36 month operating lease terms were to decrease by one percent from our present estimates, the impact would be to increase our depreciation on these vehicles by about $45 million. Similarly, if return rates for our existing portfolio of 24 to 36 month term Ford, Lincoln...
44
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS The following flow chart diagrams Ford Credit’s typical U.S. retail securitization transaction: <img src='content_image/60203.jpg'> Consistent with conventional practices in the securitization industry, Ford Credit uses SPEs i...
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Bill Ford, Chairman and Chief Executive Officer F O R ## A MESSAGE FROM THE CHAIRMAN F ord Motor Company is moving forward fast. We’ve made substantial financial and operational progress over the past three years. During that period, we accelerated our flow of new products to the market, created ongoing efficienc...
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## MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS Ford Credit does not expect that any of these features will have a material adverse impact on its ability to securitize receivables. In addition, Ford Credit’s ability to sell its receivables may be affected by the following fact...
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## OVERVIEW We are exposed to a variety of market and other risks, including the effects of changes in foreign currency exchange rates, commodity prices, interest rates, as well as risks to availability of funding sources, hazard events, and specific asset risks. These risks affect our Automotive and Financial Serv...
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Foreign Currency Risk. Foreign currency risk is the possibility that our financial results could be better or worse than planned because of changes in foreign currency exchange rates. Accordingly, we use derivative instruments to hedge our economic exposure with respect to forecasted revenues and costs, assets, liabili...
49
{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "53", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
{ "image_text_interleaving_count": 0, "text_block_count": 15, "avg_text_block_length": 407.26666666666665, "total_token_count": 1149, "bold_char_count": 0, "italic_char_count": 0, "title_count": 2, "avg_tokens_per_text_block": 76.6, "doc_length": 6154 }
https://cdla.io/permissive-1-0/
[]
overall_image/28540eed17ae68293d0e9be79e751facb8b727a748a9bf833edff5c4716ec562.png
## QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK Counterparty Risk. Counterparty risk relates to the loss we could incur if an obligor or counterparty defaulted on an investment or a derivative contract. We enter into master agreements with counterparties that allow netting of certain exposures in order ...
50
{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "54", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
{ "image_text_interleaving_count": 2, "text_block_count": 8, "avg_text_block_length": 754.375, "total_token_count": 1099, "bold_char_count": 0, "italic_char_count": 0, "title_count": 1, "avg_tokens_per_text_block": 137.375, "doc_length": 6096 }
https://cdla.io/permissive-1-0/
[ "content_image/34301.jpg" ]
overall_image/82c82bb73c0047f4b2f1cfa9a24bb059f2beca86667379489c3079da76387d2f.png
## QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK Ford Credit’s interest rate risk management objective is to maximize its financing margin while limiting fluctuations caused by changes in interest rates. Ford Credit achieves this objective by setting an established risk tolerance range and staying within...
51
{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "55", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
{ "image_text_interleaving_count": 2, "text_block_count": 4, "avg_text_block_length": 54, "total_token_count": 67, "bold_char_count": 0, "italic_char_count": 0, "title_count": 1, "avg_tokens_per_text_block": 16.75, "doc_length": 266 }
https://cdla.io/permissive-1-0/
[ "content_image/103208.jpg" ]
overall_image/6917e79deef60538be8c9bcd455ac9a658165325af01e88518923fead019e712.png
## SECTOR STATEMENT OF INCOME Ford Motor Company and Subsidiaries For the Years Ended December 31, 2004, 2003 and 2002 (in millions, except per share amounts) <img src='content_image/103208.jpg'> The accompanying notes are part of the financial statements.
52
{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "56", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
{ "image_text_interleaving_count": 1, "text_block_count": 2, "avg_text_block_length": 81.5, "total_token_count": 57, "bold_char_count": 0, "italic_char_count": 0, "title_count": 1, "avg_tokens_per_text_block": 28.5, "doc_length": 207 }
https://cdla.io/permissive-1-0/
[ "content_image/125431.jpg" ]
overall_image/b48da45555d0bb273e33f3104422f41c0d9dcb49f9a0ce02bac765bf92d90ccf.png
## CONSOLIDATED STATEMENT OF INCOME Ford Motor Company and Subsidiaries For the Years Ended December 31, 2004, 2003 and 2002 (in millions, except per share amounts) <img src='content_image/125431.jpg'>
53
{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "58", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
{ "image_text_interleaving_count": 1, "text_block_count": 2, "avg_text_block_length": 39, "total_token_count": 32, "bold_char_count": 0, "italic_char_count": 0, "title_count": 1, "avg_tokens_per_text_block": 16, "doc_length": 122 }
https://cdla.io/permissive-1-0/
[ "content_image/106145.jpg" ]
overall_image/ce0af549b52e495b427eb9b28d7b077f47f30409ac798f7a38508af4b243597a.png
## CONSOLIDATED BALANCE SHEET Ford Motor Company and Subsidiaries (in millions) <img src='content_image/106145.jpg'>
54
{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "59", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
{ "image_text_interleaving_count": 1, "text_block_count": 1, "avg_text_block_length": 33, "total_token_count": 22, "bold_char_count": 0, "italic_char_count": 0, "title_count": 1, "avg_tokens_per_text_block": 22, "doc_length": 74 }
https://cdla.io/permissive-1-0/
[ "content_image/118534.jpg" ]
overall_image/9535d6be6bcfeb06b2174b2f6dbf5eb8af26cb59345f46225fe1b434cde46ff7.png
## SECTOR STATEMENT OF CASH FLOWS <img src='content_image/118534.jpg'>
55
{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "60", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
{ "image_text_interleaving_count": 2, "text_block_count": 4, "avg_text_block_length": 85.5, "total_token_count": 98, "bold_char_count": 0, "italic_char_count": 0, "title_count": 0, "avg_tokens_per_text_block": 24.5, "doc_length": 391 }
https://cdla.io/permissive-1-0/
[ "content_image/49075.jpg" ]
overall_image/6c745c2297adb865672431c314876deef762d13e6739625277d898802ea3899b.png
Ford Motor Company and Subsidiaries For the Years Ended December 31, 2004, 2003 and 2002 (in millions) We have revised the presentation of our 2003 and 2002 Consolidated Statement of Cash Flows to conform to our 2004 presentation. (See Note 1 of the Notes to the Financial Statements) <img src='content_image/49075...
56
{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "61", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
{ "image_text_interleaving_count": 1, "text_block_count": 1, "avg_text_block_length": 102, "total_token_count": 42, "bold_char_count": 0, "italic_char_count": 0, "title_count": 0, "avg_tokens_per_text_block": 42, "doc_length": 142 }
https://cdla.io/permissive-1-0/
[ "content_image/14164.jpg" ]
overall_image/50c33c58e72571b7bb50dfbd9bc55c3e07ee9c462dd231182b427b108c65bb25.png
Ford Motor Company and Subsidiaries For the Years Ended December 31, 2004, 2003 and 2002 (in millions) <img src='content_image/14164.jpg'>
57
{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "62", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
{ "image_text_interleaving_count": 2, "text_block_count": 15, "avg_text_block_length": 297.8, "total_token_count": 882, "bold_char_count": 0, "italic_char_count": 0, "title_count": 2, "avg_tokens_per_text_block": 58.8, "doc_length": 4554 }
https://cdla.io/permissive-1-0/
[ "content_image/97684.jpg" ]
overall_image/b6173f045b881b9ad1d39028873253475d32e84508687368a1bfdccee91aa17a.png
## NOTE 1. PRINCIPLES OF PRESENTATION AND CONSOLIDATION We present our financial statements on two bases: 1) sector basis for Automotive and Financial Services and 2) consolidated basis. We believe the additional information provided in the sector basis statements enables the reader to better understand the operating...
58
{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "63", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
{ "image_text_interleaving_count": 2, "text_block_count": 16, "avg_text_block_length": 241.375, "total_token_count": 728, "bold_char_count": 0, "italic_char_count": 0, "title_count": 7, "avg_tokens_per_text_block": 45.5, "doc_length": 3948 }
https://cdla.io/permissive-1-0/
[ "content_image/123217.jpg" ]
overall_image/e36205618826ac85e3f7b341a700f137301c1bb266f2d152b17550bb275aae4c.png
## NOTE 1. Principles of Presentation and Consolidation (Continued) The table below reconciles the revised presentation of our Consolidated Statement of Cash Flows for the years ended December 31, 2004, 2003 and 2002 to the prior presentation (in millions): <img src='content_image/123217.jpg'> * In addition to veh...
59
{ "language": "en", "oi_exist": true, "ori_meta": null, "doc_id": "NYSE_F_2004.pdf", "page_id": "64", "date_download": "2024-3-24", "oi_source": "ori", "source_dataset": "DocLayNet" }
{ "image_text_interleaving_count": 2, "text_block_count": 17, "avg_text_block_length": 285.05882352941177, "total_token_count": 978, "bold_char_count": 0, "italic_char_count": 0, "title_count": 6, "avg_tokens_per_text_block": 57.529411764705884, "doc_length": 4935 }
https://cdla.io/permissive-1-0/
[ "content_image/120773.jpg" ]
overall_image/3badb7ca561d6f5ddc900e2a18cc7b33659d4d7c0b6bf33a0bef949d10695193.png
## Selected Other Costs Freight costs are included in cost of sales. Advertising and engineering, research and development costs are expensed as incurred and were as follows (in billions): <img src='content_image/120773.jpg'> ## Sale of Receivables Ford Credit periodically sells finance receivables in securitiza...
End of preview. Expand in Data Studio

PIN-200M

A mini version of "PIN: A Knowledge-Intensive Dataset for Paired and Interleaved Multimodal Documents"

Paper: https://arxiv.org/abs/2406.13923

This dataset contains around 200M samples in PIN format, with around 312 TB storage.

🚀 News

[ 2025.09.22 ] !NEW! 🔥 We have completed the final version of the PIN-200M dataset and conducted some simple statistics on it.

[ 2024.12.06 ] !NEW! 🔥 We have updated the quality signals, enabling a swift assessment of whether a sample meets the required specifications based on our quality indicators. Further detailed descriptions will be provided in the forthcoming formal publication. (Aside from the Chinese-Markdown subset, there are unresolved issues that are currently being addressed.)

This dataset contains 200M samples with PIN format.

0 Usage

Download ALL files

huggingface-cli download m-a-p/PIN-200M --repo-type=dataset --resume-download --local-dir "your_local_path"

Download ONLY Jsonl files

huggingface-cli download m-a-p/PIN-200M --repo-type=dataset --resume-download --include "*.jsonl" --local-dir "your_local_path"

Decompression

cat data.tar.part* > data.tar
tar -xvf data.tar

1 Dataset statistics

Subsect Documents (#) Overall images (#) Content images (#) Documents (GB) Overall images (GB) Content images (GB)
pg19 2,611,921 2,607,797 0 12.61 1,384.89 0.00
OBELICS 176,600,260 175,307,522 192,102,531 478.82 104,613.99 108,842.00
mmc4-core-ff 9,425,497 9,332,329 15,732,454 59.98 5,579.99 9,659.09
chinese-markdown 168,323 167,989 101,026 1.34 755.08 14.69
leetcode 2,360 2,360 0 0.02 1.26 0.00
linux-cn 9,564 9,564 37,235 0.08 11.62 1.78
DocLayNet 68,084 68,084 89,170 0.19 25.25 1.60
PIN-PMC 5,354,766 70,197,548 18,527,901 208.44 45,923.75 2,154.95
PIN-Arxiv 736,497 11,356,952 4,128,143 38.83 5,553.01 507.99
PIN-200M (total) 194,977,272 269,050,145 230,718,460 800.31 163,848.85 121,182.10

Storage space statistics may have some error, so these values are for reference only.

The following parts may have unknown issues leading to incomplete data:

  • PIN-PMC: 28, 37, 47, 55
  • PIN-Arxiv: 03, 23, 26, 28
  • OBELICS: 00013, 00272, 00387, 00389, 00399, 00507, 00512, 00523, 00566, 00568, 00569, 00688, 00712

2 Data Structure

2.1 Subsets

We process 9 subsets, including PIN-Arxiv, PIN-PMC, DocLayNet, Linux-CN, chinese-markdown, OBELICS, MMC4, leetcode, and PG19.

Note: We do not release the PIN-arXiv subset in the preview version.

2.2 Folder Structure

The directory content images holds the images mentioned within the markdown text, and overall images display the overall visual representation of the markdown files. Moreover, the JSONL file encapsulate the textual content along with associated data details.

An example subset:

example_dataset/
│
├── content_image/
├── overall_image/
└── example_dataset.jsonl 

A subset with multiple parts:

example_dataset/
│
├── part00/  
│   ├── content_image/  
│   ├── overall_image/ 
│   └── part00.jsonl 
│
├── part01/
│   ├── content_image/
│   ├── overall_image/
│   └── part01.jsonl
│
...                               - More similar parts

2.3 content_image Folder

This folder contains all the content images used in the markdown files.

Note: All images need to be converted to PNG format. The filename should be unique within the folder.

content_image/
│
├── 1.png
├── 2.png
... 

2.4 overall_image Folder

This folder contains all the overall images for each sample.

Note: All images need to be converted to PNG format. The filename should be unique within the folder.

overall_image/
│
├── 1.png
├── 2.png
... 

2.5 JSON Lines Format

we provide a detailed example of the annotations included with each data entry.

{
    "id": 1919,
    "meta": {
        "language": "en",
        "oi_exist": true,
        "oi_source": "compiling",
        "source_dataset": "example_source (e.g. OBELICS)",
        "ori_meta": {
            "document_url": "https://www.example.com/2022/02/21/example/",
            ...
            }
        },
        "doc_id": 1997,
        "page_id": 0,
        "date_download": "2024-03-01"
    },
    "license": "CC-BY-4.0",
    "quality_signals": {
        "doc_length": 100,
        ...
    },
    "content_image": [
        "content_image/1997-0.png",
        "content_image/1997-1.png"
    ],
    "md": "<img src='/datasets/m-a-p/PIN-200M/resolve/main/content_image/1997-0.png'>\n\nThis is a fake sample data line, just for show.\n\nThis is a fake sample data line, just for show.\n\n<img src='/datasets/m-a-p/PIN-200M/resolve/main/content_image/1997-1.png'>\n\nThis is a fake sample data line, just for show.",
    "overall_image": "overall_image/1997.png"
}

Field Descriptions:

Top-level Keys

  • id (number): A globally unique identifier for the data record.
  • meta (object): A container for document-level metadata.
  • license (string): The license associated with the sample (e.g., CC-BY-4.0).
  • quality_signals (object): A collection of computed quality indicators for data filtering.
  • md (string): The Markdown body text.
  • content_image (string[]): An ordered list of content-level image paths referenced in the body.
  • overall_image (string or string[]): Path(s) to page- or document-level overall image(s).

Nested Keys in meta

  • language (string): The primary language of the document (e.g., en, zh).
  • oi_exist (boolean): A flag indicating whether a document-level overall image exists.
  • oi_source (string): The source of the overall image: ori (from original dataset) or compiling (programmatically generated).
  • source_dataset (string): Identifies the data origin.
  • ori_meta (object or null): A snapshot of the metadata from the original dataset.
  • doc_id (number or string): A document-level identifier to group multiple pages/slices.
  • page_id (number or null): The page index within a document.
  • date_download (string, YYYY-MM-DD): The date when the source document was collected.

Quality Signals

The quality_signals field provides a set of computed metrics to allow for rapid data assessment and filtering.

  • image_text_interleaving_count (ITIF): Measures the frequency of alternation between image and text modalities.
  • text_block_count (TBC): The total number of text blocks in a sample.
  • total_token_count: The total number of tokens in the entire Markdown file (tokenized with meta-llama/Llama-3.2-1B).
  • doc_length: The total character count of the entire Markdown file.
  • avg_tokens_per_text_block: The average number of tokens contained within each text block.
  • avg_text_block_length: The average character length of each text block.
  • Markup statistics:
    • bold_char_count: Count of characters formatted as bold.
    • italic_char_count: Count of characters formatted as italic.
    • title_count: Count of title tags.

3 Examples of jsonl files

We selected samples consisting of short markdown documents.

3.1 An example of DocLynet

Notably, the dataset's overall images are converted from the original dataset's PDFs into PNG format.

{
    "id": 20336,
    "meta": {
        "language": "en",
        "oi_exist": true,
        "ori_meta": null,
        "doc_id": "1407.2292.pdf",
        "page_id": "50",
        "date_download": "2024-3-24",
        "oi_source": "ori",
        "source_dataset": "DocLayNet"
    },
    "quality_signals": {
        "image_text_interleaving_count": 7,
        "text_block_count": 4,
        "avg_text_block_length": 126.75,
        "total_token_count": 158,
        "bold_char_count": 0,
        "italic_char_count": 3,
        "title_count": 0,
        "avg_tokens_per_text_block": 39.5,
        "doc_length": 671
    },
    "license": "https://cdla.io/permissive-1-0/",
    "content_image": [
        "content_image/320672.jpg",
        "content_image/320673.jpg",
        "content_image/320676.jpg",
        "content_image/320674.jpg"
    ],
    "overall_image": "overall_image/98bd5c533929933027503b713e5d54698e74be70b6d1fc78db0bf1ed490259bd.png",
    "md": "such a function to the sum rule is given by \n\n<img src='/datasets/m-a-p/PIN-200M/resolve/main/content_image/320672.jpg'>\n\nwhich is independent of the continuum threshold s$_{0}$ ..."
}

3.2 An example of OBELICS

{
    "id": 96121,
    "meta": {
        "language": "en",
        "oi_exist": true,
        "oi_source": "compiling",
        "source_dataset": "OBELICS",
        "ori_meta": {
            "document_url": "https://mtavari.tv/en/news/47481-imprisoning-political-opponent-was-not-right",
            "unformatted_src": "https://api.mtavari.tv/files/styles/news_thumb_lg/public/photos/2021/06/devidiiii.jpg?itok=3mauHu-2",
            "src": "https://api.mtavari.tv/files/styles/news_thumb_lg/public/photos/2021/06/devidiiii.jpg?itok=3mauHu-2",
            "formatted_filename": "devidiiii",
            "original_width": 825,
            "original_height": 464,
            "format": "jpeg",
            "general_meta": {
                "url": "https://mtavari.tv/en/news/47481-imprisoning-political-opponent-was-not-right",
                "warc_filename": "crawl-data/CC-MAIN-2021-31/segments/1627046154897.82/warc/CC-MAIN-20210804174229-20210804204229-00188.warc.gz",
                "warc_record_offset": 376468578,
                "warc_record_length": 33539
            }
        },
        "doc_id": 53498,
        "page_id": 0,
        "date_download": "2024-09-01"
    },
    "md": "\n\n<img src='/datasets/m-a-p/PIN-200M/resolve/main/content_image/53498-0.png'>\n\nNika Melia, chairman of the United National Movement, continues to hold meetings in Washington...",
    "license": "CC-BY-4.0",
    "quality_signals": {
        "image_text_interleaving_count": 2,
        "text_block_count": 3,
        "avg_text_block_length": 338.0,
        "total_token_count": 219,
        "bold_char_count": 0,
        "italic_char_count": 1,
        "title_count": 0,
        "avg_tokens_per_text_block": 73.0,
        "doc_length": 1100
    },
    "content_image": [
        "content_image/53498-0.png",
        "content_image/53498-2.png"
    ],
    "overall_image": "overall_image/53498-0.png"
}}

3.3 An example of chinese-markdown

{
    "id": 93714,
    "meta": {
        "language": "zh",
        "oi_exist": true,
        "ori_meta": null,
        "doc_id": 167547,
        "page_id": null,
        "date_download": "2024-04-30",
        "oi_source": "compiling",
        "source_dataset": "chinese-markdown"
    },
    "md": "# BannerView-Android\n\nAndroid Kotlin基于ViewPage2和ViewBinding的轻量级BannerView,功能全面,易定制扩展\n\n# Demo效果图\n\n<img src=\"content_image/167547-1.png\" />\n\n# 使用\n\n- 添加gradle依赖(version=[![](content_image/167547-0.png)](https://jitpack.io/#zicheng2019/banner-android))\n\n  ```groovy...",
    "license": "Apache-2.0",
    "quality_signals": {
        "image_text_interleaving_count": 2,
        "text_block_count": 20,
        "avg_text_block_length": 452.4,
        "total_token_count": 2662,
        "bold_char_count": 0,
        "italic_char_count": 12,
        "title_count": 5,
        "avg_tokens_per_text_block": 133.1,
        "doc_length": 9169
    },
    "overall_image": "overall_image/167547.png",
    "content_image": [
        "content_image/167547-0.png",
        "content_image/167547-1.png"
    ]
}

3.4 An example of leetcode

{
    "id": 723,
    "meta": {
        "language": "en",
        "doc_id": 723,
        "page_id": null,
        "oi_exist": true,
        "source_dataset": "leetcode",
        "date_download": "2024-05-05",
        "ori_meta": {
            "slug": "candy-crush",
            "difficulty": "Medium"
        },
        "oi_source": "compiling"
    },
    "quality_signals": {
        "image_text_interleaving_count": 0,
        "text_block_count": 23,
        "avg_text_block_length": 354.95652173913044,
        "total_token_count": 2493,
        "bold_char_count": 7,
        "italic_char_count": 5,
        "title_count": 5,
        "avg_tokens_per_text_block": 108.3913043478261,
        "doc_length": 8237
    },
    "license": "MIT",
    "content_image": null,
    "md": "# Candy Crush\n\n- slug: candy-crush\n- difficulty: Medium\n\nThis question is about implementing a basic elimination algorithm for Candy Crush.\n\nGiven an `m x n` integer array `board` representing the grid of candy where `board[i][j]` represents the type of candy. A value of `board[i][j] == 0` represents that the cell is empty...",
    "overall_image": "overall_image/723.png"
}

3.5 An example of linux-cn

{
    "id": 2976,
    "meta": {
        "language": "zh",
        "doc_id": 8319,
        "page_id": null,
        "oi_exist": true,
        "source_dataset": "linux-cn",
        "date_download": "2024-05-06",
        "ori_meta": {
            "title": "如何在 Linux 中安装最新的 Python 3.6 版本",
            "author": "Gabriel Cánepa",
            "fromurl": "http://www.tecmint.com/install-python-in-linux/",
            "summary": "在这儿,我将阐述如何使用源代码进行安装。这样我们能够获取语言的最新的稳定发行版(3.6),并且提供了一种和 Linux 版本无关的安装方法。",
            "pic": "/data/attachment/album/201703/19/053959s707j3taptyzea3t.jpg.thumb.jpg",
            "largepic": "/data/attachment/album/201703/19/053959s707j3taptyzea3t.jpg",
            "titlepic": true,
            "thumb": false,
            "islctt": true,
            "selector": "",
            "translator": "ucasFL",
            "reviewer": "",
            "editorchoice": false,
            "tags": [
                "Python",
                "Python3"
            ],
            "category": "技术",
            "count": {
                "commentnum": 2,
                "favtimes": 3,
                "likes": 0,
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                "viewnum": 22234
            },
            "comments_data": [
                {
                    "date": "2017-03-19 20:20:39",
                    "message": "pacman _S python&nbsp; &nbsp; 既可以完成python3.6的安装,啦啦啦、、污啦啦....",
                    "postip": "183.206.12.222",
                    "username": "不着调的小男生 [Chrome 57.0|Windows 7]"
                },
                {
                    "date": "2017-03-22 04:26:09",
                    "message": "pyenv用户路过",
                    "postip": "164.107.165.226",
                    "username": "来自美国的 Firefox 45.0|Windows 7 用户"
                }
            ],
            "related": [],
            "excerpt": "在这儿,我将阐述如何使用源代码进行安装。这样我们能够获取语言的最新的稳定发行版(3.6),并且提供了一种和 Linux 版本无关的安装方法。",
            "date": "2017-03-19 10:32:00",
            "updated": "2017-03-19 10:32:00",
            "id": 8319,
            "permalink": "/article-8319-1.html"
        },
        "oi_source": "compiling"
    },
    "quality_signals": {
        "image_text_interleaving_count": 4,
        "text_block_count": 44,
        "avg_text_block_length": 48.29545454545455,
        "total_token_count": 1071,
        "bold_char_count": 0,
        "italic_char_count": 5,
        "title_count": 17,
        "avg_tokens_per_text_block": 24.34090909090909,
        "doc_length": 2450
    },
    "license": "CC-BY-NC-4.0",
    "content_image": [
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        "content_image/album_201703_19_054046z2kzvkwhdxnp9b32.png"
    ],
    "md": "# 如何在 Linux 中安装最新的 Python 3.6 版本\n\n在这篇文章中,我将展示如何在 CentOS/RHEL 7、Debian 以及它的衍生版本比如 Ubuntu(最新的 Ubuntu 16.04 LTS 版本已经安装了最新的 Python 版本)或 Linux Mint 上安装和使用 Python 3.x 。我们的重点是安装可用于命令行的核心语言工具。\n\n然后,我们也会阐述如何安装 Python IDLE - 一个基于 GUI 的工具,它允许我们运行 Python 代码和创建独立函数。\n\n<img src=\"content_image/album_201703_19_053959s707j3taptyzea3t.jpg\" alt=\"\" title=\"\">...",
    "overall_image": "overall_image/8319.png"
}

3.6 An example of mmc-core-ff

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        "ori_meta": {
            "url": "https://candysdirt.com/tag/professional-real-estate-photography/",
            "text_list": [
                "Our Tuesday Two Hundred takes us to the lush Lochwood neighborhood of East Dallas.",
                "The home at 11324 Carissa Dr. is near greenbelts, wooded areas, hiking trails, and creeks, and the area has mature trees and is close to White Rock Lake.",
                "This is a 3-2 with 1,300 square feet, built in 1962.",
                "The interior offers an open floorplan, vaulted ceilings, and Midcentury style.",
                "The large and open backyard is lovely with shade trees and a relaxing, new patio.",
                "It was listed March 4 by John Prell with Creekview Realty for $249,000.",
                "Let’s peek inside before it goes under contract!",
                "Realtors Can Now Upload 36 Photos to MLS, But Do You Need Those Extra 11 Shots?",
                "Some buyers have the hardest time imagining how a home will work for their families, and in the digital age, Realtors are providing tools like virtual open houses and tours to help these buyers fall in love with their listings.",
                "So I wasn’t surprised when MetroTex Association of Realtors increased the number of photos agents can upload for each listing from 25 to 36.",
                "Of course, some Realtors and real estate professionals see this as a fantastic development.",
                "Others?",
                "Not so much.",
                "This month, there’s a story that’s gone viral by Orlando professional real estate photographer Harry Lim.",
                "His post, After Nearly 8 Months, Photos Help Sell Home in 8 Days, is remarkable because it shows the unmistakable difference professional photography makes in the marketing of a house (his before-and-after photos above make that clear!).",
                "Here at CandysDirt, we could not agree more!",
                "In 2013, contributing writer Karen Eubank wrote an interesting series for us, Outside the Frame, which looked at the importance of professional real estate photography and offered the insights of Dallas’ leading real estate photographers (see parts one, two, three, and four).",
                "Today’s real estate buyer is doing their home searches on the Internet, with 90 percent searching online and 89 percent using a mobile search engine.",
                "What they find first in their searches are photographs, and the quality of those can make or break a listing.",
                "So today, we’ve made a list of five ways professional real estate photographers bring value to the marketing of a house.",
                "Here at Candy’s Dirt, we could not agree more!",
                "In 2013, contributing writer Karen Eubank wrote an interesting series for us, Outside the Frame, which looked at the importance of professional real estate photography and offered the insights of Dallas’ leading real estate photographers (see parts one, two, three, and four).",
                "In the average MLS listing, you’ve got around 25 shots to “sell” a buyer on your property.",
                "Poorly planned or executed photography might result in redundant shots (multiple angles of one room where no new visual information is presented), unnecessary photos (you don’t need a photo of the toilet—people know it’s in the bathroom), or just plain bad photos that make the property look boring at best.",
                "A professional real estate photographer understands which shots matter and why, and can make judgment calls based on the features of each individual property.",
                "“Normally I don’t waste a photo on a laundry room, but a condo unit that has a washer/dryer when the neighboring ones do not might be of great importance compared to the average property,” said Lance Selgo of Unique Exposure Photography.",
                "I’m sure you’ve already seen the photo about this poor guy who was just trying to sell his Austin condo and ended up flashing everyone in the process.",
                "As it turns out, it was all an accident, says KDFW’s report on the … ahem … matter."
            ],
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                    "raw_url": "https://candysdirt.com/wp-content/uploads/2016/02/Woodland-Dr.-Hip-Pocket-1024x768.jpeg"
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        },
        "date_download": "2024-05-12",
        "oi_source": "compiling",
        "source_dataset": "mmc4-core-ff"
    },
    "md": "\n\n<img src='/datasets/m-a-p/PIN-200M/resolve/main/content_image/73966-2.png'>\n\nHere at CandysDirt, we could not agree more! In 2013, contributing writer Karen Eubank wrote an interesting series for us, Outside the Frame, ...",
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    "overall_image": "overall_image/73966-1.png"
}

3.7 An example of PG19

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    "meta": {
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        "oi_exist": true,
        "doc_id": 873,
        "page_id": 45,
        "split": "train",
        "ori_meta": {
            "url": "http://www.gutenberg.org/ebooks/18659",
            "short_book_title": "The Seventh Manchesters by S. J. Wilson",
            "publication_date": 1865
        },
        "date_download": "2024-05-10",
        "oi_source": "compiling",
        "source_dataset": "pg19"
    },
    "md": "The pre-arranged plan was carried out, and after the 127th brigade had made good the high ground east of Thill oy, in face of some opposition, the East Lancs. came through and took up the advance on what had now become a one brigade front. They had not gone far before they encountered the enemy in strength holding Riencourt, and they promptly attacked it...",
    "license": "Apache 2.0",
    "quality_signals": {
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        "text_block_count": 5,
        "avg_text_block_length": 1233.4,
        "total_token_count": 1409,
        "bold_char_count": 0,
        "italic_char_count": 0,
        "title_count": 0,
        "avg_tokens_per_text_block": 281.8,
        "doc_length": 6183
    },
    "content_image": null,
    "overall_image": "overall_image/873-45.png"
}

3.8 An example of PIN-PMC

{
    "id": "PMC9832689",
    "meta": {
        "date_download": "2024-12-14",
        "language": "en",
        "source": "PMC"
    },
    "quality_signals": {
        "image_text_interleaving_count": 8,
        "text_block_count": 95,
        "avg_text_block_length": 466.6,
        "total_token_count": 13943,
        "bold_char_count": 2,
        "italic_char_count": 4,
        "title_count": 19,
        "avg_tokens_per_text_block": 146.76842105263157,
        "doc_length": 48469
    },
    "content_image": [
        "content_image/PMC9832689/gr1_lrg.jpg",
        "content_image/PMC9832689/gr2_lrg.jpg",
        "content_image/PMC9832689/gr3_lrg.jpg",
        "content_image/PMC9832689/gr4_lrg.jpg"
    ],
    "md": "# Time series analysis revealed prognostic value of continuous nasopharyngeal SARS-CoV-2 nucleic acid quantification for COVID-19: A retrospective study of >3000 COVID-19 patients from 2 centers\n\n## Abstract\n\nEarly stratification of disease progression remains one of the major challenges towards the post-coronavirus disease 2019 (COVID-19) era...",
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        "overall_image/PMC9832689/p1-main.png",
        "overall_image/PMC9832689/p2-main.png",
        "overall_image/PMC9832689/p3-main.png",
        "overall_image/PMC9832689/p4-main.png",
        "overall_image/PMC9832689/p5-main.png",
        "overall_image/PMC9832689/p6-main.png",
        "overall_image/PMC9832689/p7-main.png",
        "overall_image/PMC9832689/p8-main.png",
        "overall_image/PMC9832689/p9-main.png",
        "overall_image/PMC9832689/p10-main.png",
        "overall_image/PMC9832689/p11-main.png",
        "overall_image/PMC9832689/p12-main.png"
    ]
}

3.8 An example of PIN-Arxiv

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        "language": "en",
        "source": "Arxiv",
        "date_download": "2024-12-03"
    },
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        "bold_char_count": 1,
        "italic_char_count": 144,
        "title_count": 30,
        "avg_tokens_per_text_block": 75.26347305389221,
        "doc_length": 46418
    },
    "content_image": [],
    "md": "# Convex Optimization in Julia\n\n Madeleine Udell\n\n Karanveer Mohan\n\n David Zeng\n\nudell@stanford.edu\nkvmohan@stanford.edu\ndzeng0@stanford.edu\n\nJenny Hong\n\n Steven Diamond\n\n Stephen Boyd\n\njyunhong@stanford.edu\nstevend2@stanford.edu\nboyd@stanford.edu\n\n###### Abstract\n\nThis paper describes Convex...",
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        "overall_image/1410.4821/p2-1410.4821v1.png",
        "overall_image/1410.4821/p3-1410.4821v1.png",
        "overall_image/1410.4821/p4-1410.4821v1.png",
        "overall_image/1410.4821/p5-1410.4821v1.png",
        "overall_image/1410.4821/p6-1410.4821v1.png",
        "overall_image/1410.4821/p7-1410.4821v1.png",
        "overall_image/1410.4821/p8-1410.4821v1.png",
        "overall_image/1410.4821/p9-1410.4821v1.png",
        "overall_image/1410.4821/p10-1410.4821v1.png",
        "overall_image/1410.4821/p11-1410.4821v1.png"
    ]
}

4 License

For data generated or produced by us, please adhere to the Apache 2.0 License.

For data sourced from third parties, compliance with the respective third-party licenses is required.

Citation

@article{DBLP:journals/corr/abs-2406-13923,
  author    = {Junjie Wang and
               Yuxiang Zhang and
               Minghao Liu and
               Yin Zhang and
               Yatai Ji and
               Weihao Xuan and
               Nie Lin and
               Kang Zhu and
               Zhiqiang Lin and
               Yiming Ren and
               Chunyang Jiang and
               Yiyao Yu and
               Zekun Wang and
               Tiezhen Wang and
               Wenhao Huang and
               Jie Fu and
               Qunshu Lin and
               Yujiu Yang and
               Ge Zhang and
               Ruibin Yuan and
               Bei Chen and
               Wenhu Chen},
  title     = {{PIN:} {A} Knowledge-Intensive Dataset for Paired and Interleaved
               Multimodal Documents},
  journal   = {CoRR},
  volume    = {abs/2406.13923},
  year      = {2024}
}
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