jzju/dit-doclaynet
Image Segmentation
•
Updated
•
204
Datasets:
Sub-tasks:
instance-segmentation
Size Categories:
10K<n<100K
Annotations Creators:
crowdsourced
License:
image
image | bboxes
sequence | category_id
sequence | segmentation
sequence | area
sequence | pdf_cells
list | metadata
dict |
|---|---|---|---|---|---|---|
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"name": "/OWOLCO+FuturaStd-BookOblique",
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"text": "NOTES TO THE FINANCIAL STATEMENTS"
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"name": "/OWOLCO+FuturaStd-Medium",
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"text": "Finance receivables that originated outside the U.S. were $52.7 billion and $47.5 billion at December 31, 2004 and 2003, "
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"text": "respectively. Other finance receivables consisted primarily of real estate, commercial and other collateralized loans and "
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"text": "accrued interest. "
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"name": "/OWOLCO+FuturaStd-Medium",
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"text": "Included in net finance and other receivables at December 31, 2004 and 2003 were $16.9 billion and $14.3 billion, "
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"text": "respectively, of receivables that have been sold for legal purposes to consolidated securitization SPEs and are available only "
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"name": "/OWOLCO+FuturaStd-Medium",
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"text": "for repayment of debt issued by those entities, and to pay other securitization investors and other participants; they are not "
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"text": "available to pay our other obligations or the claims of our other creditors."
}
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"text": "Future maturities, exclusive of the effects of SFAS No. 133, "
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"name": "/LYKTMU+FuturaStd-MediumOblique",
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"text": "Accounting for Derivative Instruments and Hedging Activities"
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"text": ", of "
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"name": "/OWOLCO+FuturaStd-Medium",
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"text": "total finance receivables including minimum lease rentals are as follows (in billions): 2005 - $64.7; 2006 - $24.3;"
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"text": "2007 - $13.9; thereafter - $10.1. Experience indicates that a substantial portion of the portfolio generally is repaid before"
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"text": "the contractual maturity dates. "
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"text": "Finance receivables subject to fair value at December 31, 2004 and 2003 were $106.2 billion and $102.0 billion, "
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"text": "respectively. The fair value of these finance receivables at December 31, 2004 and 2003 was $106.4 billion and"
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"text": "$103.8 billion, respectively."
}
],
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"text": "Included in retail receivables above are investments in direct financing leases. The net investment at December 31 was as"
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"text": "follows (in millions):"
}
],
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"text": "The investment in direct financing leases relates to the leasing of vehicles, various types of transportation and other equipment "
},
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"name": "/OWOLCO+FuturaStd-Medium",
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"text": "and facilities. Future maturities of minimum lease rentals, as included above, are as follows (in billions): 2005 - $2.1;"
},
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"text": "2006 - $1.5; 2007 - $1; thereafter - $0.4."
}
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"font": {
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"name": "/OWOLCO+FuturaStd-Medium",
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"text": "The net investment in operating leases at December 31 was as follows (in millions):"
}
],
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"name": "/OWOLCO+FuturaStd-Medium",
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"text": "Included in net investment in operating leases at December 31, 2004 were interests in operating leases and the related vehicles "
},
{
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"text": "of about $2.5 billion that have been transferred for legal purposes to consolidated securitization SPEs and are available only "
},
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"name": "/OWOLCO+FuturaStd-Medium",
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"text": "for repayment of debt issued by those entities, and to pay other securitization investors and other participants; they are not "
},
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"text": "available to pay our other obligations or the claims of our other creditors."
}
],
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"name": "/OWOLCO+FuturaStd-Medium",
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"text": "Minimum rentals on operating leases are contractually due as follows:"
},
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"text": "2005 - $4.7 billion; 2006 - $2.2 billion;"
},
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},
"text": "2007 - $1.3 billion; 2008 - $548 million; 2009 - $135 million; thereafter - $407 million. "
}
],
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"name": "/OWOLCO+FuturaStd-Medium",
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},
"text": "Assets subject to operating leases are depreciated primarily on the straight-line method over the term of the lease to reduce "
},
{
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"font": {
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"name": "/OWOLCO+FuturaStd-Medium",
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"text": "the asset to its estimated residual value. Estimated residual values are based on assumptions for used vehicle prices at lease "
},
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"name": "/OWOLCO+FuturaStd-Medium",
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"text": "termination and the number of vehicles that are expected to be returned. Operating lease depreciation expense (which includes "
},
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"text": "gains and losses on disposal of assets) was $6.4 billion in 2004, $8.5 billion in 2003, and $9.9 billion in 2002."
}
],
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"text": "7"
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"text": "1"
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"name": "/OWOLCO+FuturaStd-BookOblique",
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"text": "NOTE 11. NET INVESTMENT IN OPERATING LEASES – FINANCIAL SERVICES SECTOR"
}
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"text": "follows (in millions):"
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"text": "2004"
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"text": "2003"
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"text": "8,750,000 shares of serial preferred stock, $1 par value. The"
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"name": "/IIDNAN+Garamond-BookCondensed",
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"text": "will receive an additional company contribution to their"
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"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "savings plan (see “Other Plans” on page 74)."
}
],
[
{
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"name": "/IIDNAN+Garamond-BookCondensed",
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"text": "The plans provide defined benefits based on years of credited"
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{
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"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "service and either final average earnings (salaried"
}
],
[
{
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"name": "/IIDNAN+Garamond-BookCondensed",
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"text": "employees), hourly job rates or specified benefit rates"
},
{
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"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "(hourly and union employees)."
}
],
[
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"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "International Paper makes contributions that are sufficient to"
},
{
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"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "fully fund its actuarially determined costs, generally equal to"
},
{
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"font": {
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"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "the minimum amounts required by the Employee Retirement"
},
{
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "Income Security Act (ERISA). International Paper made no"
},
{
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"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "contribution in 2003 or 2004, and does not expect to make"
},
{
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "any contributions in 2005 or 2006, to the qualified defined"
},
{
"bbox": [
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],
"font": {
"color": [
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "benefit plan. The nonqualified plan is only funded to the"
},
{
"bbox": [
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "extent of benefits paid which are expected to be $21 million"
},
{
"bbox": [
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"font": {
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"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "in 2005."
}
],
[
{
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "Service cost is the actuarial present value of benefits"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "attributed by the plans’ benefit formula to services rendered"
},
{
"bbox": [
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "by employees during the year. Interest cost represents the"
},
{
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "increase in the projected benefit obligation, which is a"
},
{
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "discounted amount, due to the passage of time. The expected"
},
{
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "return on plan assets reflects the computed amount of"
},
{
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "current year earnings from the investment of plan assets"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "using an estimated long-term rate of return."
}
],
[
{
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},
"text": "Net periodic pension expense (income) for qualified and"
},
{
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"font": {
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],
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"size": 1
},
"text": "nonqualified U.S. defined benefit plans comprised the following:"
}
],
[
{
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],
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},
"text": "The increase in 2004 U.S. pension expense, and the change"
},
{
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "in 2003 to net pension expense from income in 2002, were"
},
{
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "principally due to a reduction in 2003 in the expected long-"
}
],
[
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},
"text": "(a)"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "Excludes $3.4 million, $8.3 million and $2.6 million in 2004,"
},
{
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "2003 and 2002, respectively, in curtailment losses, and $1.4"
},
{
"bbox": [
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "million, $6.3 million and $2.4 million in 2004, 2003 and 2002,"
},
{
"bbox": [
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],
"font": {
"color": [
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],
"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "respectively, of special termination benefits, in connection with a"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "cost reduction program and facility rationalizations that were"
},
{
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],
"font": {
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"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "recorded in Restructuring and other charges in the consolidated"
},
{
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"font": {
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},
"text": "statement of operations. Also excludes $0.3 million and $8.8"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "million of curtailment losses in 2003 and 2002, respectively, and"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "$10.6 million of settlement gains in 2002, related to the"
},
{
"bbox": [
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "divestitures of Masonite, Flexible Packaging, Decorative Products"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "and other smaller businesses that were recorded in Net losses"
},
{
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "(gains) on sales and impairments of businesses held for sale in"
},
{
"bbox": [
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],
"font": {
"color": [
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],
"name": "/IIDNAN+Garamond-BookCondensed",
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},
"text": "the consolidated statement of operations."
}
],
[
{
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],
"name": "/IIDOEO+Garamond-BookCondensedItalic",
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},
"text": "In millions"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNCA+Garamond-BoldCondensed",
"size": 1
},
"text": "2004)"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "2003)"
},
{
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],
"font": {
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],
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},
"text": "2002)"
},
{
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],
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],
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"size": 1
},
"text": "Service cost"
},
{
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],
"font": {
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],
"name": "/IIDNCA+Garamond-BoldCondensed",
"size": 1
},
"text": "$ 115"
},
{
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": ")"
},
{
"bbox": [
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "$"
},
{
"bbox": [
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],
"font": {
"color": [
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "107)"
},
{
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"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "$"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "96)"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "Interest cost"
},
{
"bbox": [
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11.024128075113936
],
"font": {
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],
"name": "/IIDNCA+Garamond-BoldCondensed",
"size": 1
},
"text": "467"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": ")"
},
{
"bbox": [
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537.99178596365,
25.355405351437753,
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],
"font": {
"color": [
0,
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "469)"
},
{
"bbox": [
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],
"font": {
"color": [
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "466)"
},
{
"bbox": [
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],
"font": {
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "Expected return on plan assets"
},
{
"bbox": [
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11.024038009338767
],
"font": {
"color": [
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],
"name": "/IIDNCA+Garamond-BoldCondensed",
"size": 1
},
"text": "(592)"
},
{
"bbox": [
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553.431324331802,
31.093833466453702,
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],
"font": {
"color": [
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "(598)"
},
{
"bbox": [
862.9234468849841,
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31.093833466453475,
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],
"font": {
"color": [
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],
"name": "/IIDNAN+Garamond-BookCondensed",
"size": 1
},
"text": "(663)"
},
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"text": "Clarke, mechanic A. To improve the gas system, more than 150,000 feet of gas mains are being replaced."
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"text": "263,738"
},
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{
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},
{
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{
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},
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},
{
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{
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},
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"text": "—"
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{
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"text": "Pension obligations"
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"text": "—"
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"text": "—"
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"text": "(732)"
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{
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{
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"text": "(732)"
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{
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{
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},
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},
{
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255
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"text": "Net Income"
},
{
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"text": "—"
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{
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255
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"text": "—"
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{
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255
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"text": "—"
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{
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255
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},
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},
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"text": "—"
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{
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255
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"text": "—"
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{
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255
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"text": "232,903"
},
{
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"text": "$ 232,903"
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"text": "Dividends paid on Preferred Shares"
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"text": "Series A Preferred Shares"
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{
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"text": "—"
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"text": "—"
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{
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"text": "—"
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{
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},
"text": "(6,167)"
},
{
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"text": "—"
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{
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"text": "—"
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{
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},
{
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{
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"text": "Series B Preferred Shares"
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"text": "—"
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"text": "—"
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{
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"text": "(7,225)"
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{
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{
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{
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"text": "—"
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255
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"text": "—"
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{
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},
"text": "(9,775)"
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{
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},
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End of preview. Expand
in Dataset Viewer.
Dataset Card for DocLayNet v1.1
Dataset Summary
DocLayNet provides page-by-page layout segmentation ground-truth using bounding-boxes for 11 distinct class labels on 80863 unique pages from 6 document categories. It provides several unique features compared to related work such as PubLayNet or DocBank:
- Human Annotation: DocLayNet is hand-annotated by well-trained experts, providing a gold-standard in layout segmentation through human recognition and interpretation of each page layout
- Large layout variability: DocLayNet includes diverse and complex layouts from a large variety of public sources in Finance, Science, Patents, Tenders, Law texts and Manuals
- Detailed label set: DocLayNet defines 11 class labels to distinguish layout features in high detail.
- Redundant annotations: A fraction of the pages in DocLayNet are double- or triple-annotated, allowing to estimate annotation uncertainty and an upper-bound of achievable prediction accuracy with ML models
- Pre-defined train- test- and validation-sets: DocLayNet provides fixed sets for each to ensure proportional representation of the class-labels and avoid leakage of unique layout styles across the sets.
Dataset Structure
This dataset is structured differently from the other repository ds4sd/DocLayNet, as this one includes the content (PDF cells) of the detections, and abandons the COCO format.
image: page PIL image.bboxes: a list of layout bounding boxes.category_id: a list of class ids corresponding to the bounding boxes.segmentation: a list of layout segmentation polygons.pdf_cells: a list of lists corresponding tobbox. Each list contains the PDF cells (content) inside the bbox.metadata: page and document metadetails.
Bounding boxes classes / categories:
1: Caption
2: Footnote
3: Formula
4: List-item
5: Page-footer
6: Page-header
7: Picture
8: Section-header
9: Table
10: Text
11: Title
The ["metadata"]["doc_category"] field uses one of the following constants:
* financial_reports,
* scientific_articles,
* laws_and_regulations,
* government_tenders,
* manuals,
* patents
Data Splits
The dataset provides three splits
trainvaltest
Dataset Creation
Annotations
Annotation process
The labeling guideline used for training of the annotation experts are available at DocLayNet_Labeling_Guide_Public.pdf.
Who are the annotators?
Annotations are crowdsourced.
Additional Information
Dataset Curators
The dataset is curated by the Deep Search team at IBM Research. You can contact us at deepsearch-core@zurich.ibm.com.
Curators:
- Christoph Auer, @cau-git
- Michele Dolfi, @dolfim-ibm
- Ahmed Nassar, @nassarofficial
- Peter Staar, @PeterStaar-IBM
Licensing Information
License: CDLA-Permissive-1.0
Citation Information
@article{doclaynet2022,
title = {DocLayNet: A Large Human-Annotated Dataset for Document-Layout Segmentation},
doi = {10.1145/3534678.353904},
url = {https://doi.org/10.1145/3534678.3539043},
author = {Pfitzmann, Birgit and Auer, Christoph and Dolfi, Michele and Nassar, Ahmed S and Staar, Peter W J},
year = {2022},
isbn = {9781450393850},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
booktitle = {Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining},
pages = {3743–3751},
numpages = {9},
location = {Washington DC, USA},
series = {KDD '22}
}
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Homepage:
developer.ibm.com
Repository:
github.com
Paper:
doi.org
Size of the auto-converted Parquet files (First 5GB per split):
9.94 GB
Number of rows (First 5GB per split):
23,453
Models trained or fine-tuned on ds4sd/DocLayNet-v1.1