Improve TOC headline detection

This commit is contained in:
Johannes Zillmann 2021-04-27 08:24:47 +02:00
parent 94a7405671
commit e261583c65
72 changed files with 766 additions and 510 deletions

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@ -11,6 +11,7 @@ The interesting thing is that rendering with pdfjs (online) looks good. So maybe
- items in wrong lines + numbers are not numbers [Life-Of-God-In-Soul-Of-Man](examples/Life-Of-God-In-Soul-Of-Man.pdf)
- CC-NC_Leitfaden.pdf: un-verified toc entries (and/und/&... etc...)
- Closed-Syllables.pdf: unverified toc entries
- Safe-Communication.pdf: One toc element is one page off (8=>9)
## Not yet reviewed test PDFS

14
core/package-lock.json generated
View File

@ -11,6 +11,7 @@
"license": "AGPL-3.0",
"dependencies": {
"@types/string-similarity": "^4.0.0",
"simple-statistics": "^7.7.0",
"string-similarity": "^4.0.4"
},
"devDependencies": {
@ -5463,6 +5464,14 @@
"integrity": "sha512-VUJ49FC8U1OxwZLxIbTTrDvLnf/6TDgxZcK8wxR8zs13xpx7xbG60ndBlhNrFi2EMuFRoeDoJO7wthSLq42EjA==",
"dev": true
},
"node_modules/simple-statistics": {
"version": "7.7.0",
"resolved": "https://registry.npmjs.org/simple-statistics/-/simple-statistics-7.7.0.tgz",
"integrity": "sha512-TAsZRUJ7FD/yCnm5UBgyWU7bP1gOPsw9n/dVrE8hQ+BF1zJPgDJ5X/MOnxG+HE/7nejSpJLJLdmTh7bkfsFkRw==",
"engines": {
"node": "*"
}
},
"node_modules/sisteransi": {
"version": "1.0.5",
"resolved": "https://registry.npmjs.org/sisteransi/-/sisteransi-1.0.5.tgz",
@ -11172,6 +11181,11 @@
"integrity": "sha512-VUJ49FC8U1OxwZLxIbTTrDvLnf/6TDgxZcK8wxR8zs13xpx7xbG60ndBlhNrFi2EMuFRoeDoJO7wthSLq42EjA==",
"dev": true
},
"simple-statistics": {
"version": "7.7.0",
"resolved": "https://registry.npmjs.org/simple-statistics/-/simple-statistics-7.7.0.tgz",
"integrity": "sha512-TAsZRUJ7FD/yCnm5UBgyWU7bP1gOPsw9n/dVrE8hQ+BF1zJPgDJ5X/MOnxG+HE/7nejSpJLJLdmTh7bkfsFkRw=="
},
"sisteransi": {
"version": "1.0.5",
"resolved": "https://registry.npmjs.org/sisteransi/-/sisteransi-1.0.5.tgz",

View File

@ -45,6 +45,7 @@
},
"dependencies": {
"@types/string-similarity": "^4.0.0",
"simple-statistics": "^7.7.0",
"string-similarity": "^4.0.4"
}
}

View File

@ -5,18 +5,132 @@ enum FontType {
BOLD_OBLIQUE = 'BOLD_OBLIQUE',
}
//TODO math & quoted http://mirrors.ibiblio.org/CTAN/systems/win32/bakoma/fonts/fonts.html
// Math Italic cmmi 5 6 7 8 9 10 12
// Math Bold Italic cmmib 5 6 7 8 9 10
// Math Symbols cmsy 5 6 7 8 9 10
// Math Bold Symbols cmbsy 5 6 7 8 9 10
// Math Extension cmex 7 8 9 10
// SansSerif Quoted cmssq 8
// SansSerif Quoted Italic cmssqi 8
//TODO slanted ?
export default FontType;
const boldTypeFragments = [
'bold',
'heavy',
'cmb',
'cmbx',
'cmbsy',
'cmssbx',
'logobf',
'lcmssb',
'eufb',
'eurb',
'eusb',
'cmcbx',
'cmcb',
'cmcbxsl',
'cmcssbx',
'ecbl',
'tcbl',
'ecbx',
'tcbx',
'ecrb',
'tcrb',
'ecxc',
'ecoc',
'ecsx',
'tcsx',
'labl',
'labx',
'larb',
'laxc',
'laoc',
'lasx',
't1bx',
't1b',
't1bxsl',
't1ssbx',
't2bx',
't2b',
't2ssbx',
];
const obliqueTypeFragments = [
'oblique',
'italic',
'cmti',
'cmmi',
'cmu',
'cmitt',
'cmssi',
'cmssqi',
'cmfi',
'lcmssi',
'cmcti',
'cmcbxti',
'cmcitt',
'cmcssi',
'cmcssqi',
'ccti',
'eoti',
'toti',
'ecti',
'tcti',
'ecci',
'tcci',
'ecui',
'tcui',
'ecit',
'tcit',
'ecvi',
'tcvi',
'lati',
'laci',
'laui',
'lait',
'lavi',
't1ti',
't1itt',
't1ssi',
't2ti',
't2itt',
't2ssi',
];
const boldAndObliqueTypeFragments = [
'cmmib',
'cmbxti',
'ecbi',
'tcbi',
'ecso',
'tcso',
'labi',
'laso',
't1bxti',
't2bxti',
];
namespace FontType {
export function declaredFontTypes(fontName: string): FontType[] {
const fontNameLowerCase = fontName.toLowerCase();
const bold = fontNameLowerCase.includes('bold') || fontNameLowerCase.includes('heavy');
const italic = fontNameLowerCase.includes('oblique') || fontNameLowerCase.includes('italic');
const boldAndOblique = boldAndObliqueTypeFragments.find((fragment) => fontNameLowerCase.includes(fragment));
let bold: boolean;
let oblique: boolean;
if (boldAndOblique) {
bold = true;
oblique = true;
} else {
bold = !!boldTypeFragments.find((fragment) => fontNameLowerCase.includes(fragment));
oblique = !!obliqueTypeFragments.find((fragment) => fontNameLowerCase.includes(fragment));
}
const fontTypes: FontType[] = [];
if (bold) {
fontTypes.push(FontType.BOLD);
}
if (italic) {
if (oblique) {
fontTypes.push(FontType.OBLIQUE);
}
return fontTypes;

View File

@ -16,6 +16,10 @@ export function getText(item: Item): string {
return get(item, 'str');
}
export function joinText(items: Item[], joinCharacter: string): string {
return items.map((item) => getText(item)).join(joinCharacter);
}
export function getFontName(fontMap: Map<string, object>, item: Item): string {
const fontId = item.data['fontName'];
const fontObject = fontMap.get(fontId);

View File

@ -1,9 +1,11 @@
import { assert } from '../assert';
const TAB_CHAR_CODE = 9;
const WHITESPACE_CHAR_CODE = 32;
const MIN_DIGIT_CHAR_CODE = 48;
const MAX_DIGIT_CHAR_CODE = 57;
export const TAB_CHAR_CODE = 9;
export const WHITESPACE_CHAR_CODE = 32;
export const MIN_DIGIT_CHAR_CODE = 48;
export const MAX_DIGIT_CHAR_CODE = 57;
export const PERIOD_CHAR_CODES = [46, 190];
export const DASHS_CHAR_CODES = [45, 189, 8211];
export function isDigit(charCode: number): boolean {
return charCode >= MIN_DIGIT_CHAR_CODE && charCode <= MAX_DIGIT_CHAR_CODE;
@ -22,9 +24,11 @@ export function filterOutDigits(text: string): string {
}
export function filterOutWhitespaces(text: string): string {
return String.fromCharCode(
...toCharcodes(text).filter((code) => code != TAB_CHAR_CODE && code != WHITESPACE_CHAR_CODE),
);
return filterOut(text, [TAB_CHAR_CODE, WHITESPACE_CHAR_CODE]);
}
export function filterOut(text: string, codes: number[]): string {
return String.fromCharCode(...toCharcodes(text).filter((code) => !codes.includes(code)));
}
export function extractNumbers(text: string): number[] {

View File

@ -10,6 +10,8 @@ import { groupByPage, onlyUniques } from '../support/groupingUtils';
import { flatten } from '../support/functional';
import { extractNumbers } from '../support/stringFunctions';
import { median } from 'simple-statistics';
export const MIN_X = new GlobalDefinition<number>('minX');
export const MAX_X = new GlobalDefinition<number>('maxX');
export const MIN_Y = new GlobalDefinition<number>('minY');
@ -42,6 +44,8 @@ export default class CalculateStatistics extends ItemTransformer {
}
transform(context: TransformContext, items: Item[]): ItemResult {
const heights = items.map((item) => item.data['height'] as number);
const mostUsedByMedian = median(heights);
// const heightToOccurrence: { [key: string]: number } = {};
const heightToOccurrence = {};
const fontToOccurrence = {};
@ -116,7 +120,7 @@ export default class CalculateStatistics extends ItemTransformer {
items: items,
globals: [
MAX_HEIGHT.value(maxHeight),
MOST_USED_HEIGHT.value(mostUsedHeight),
MOST_USED_HEIGHT.value(mostUsedByMedian),
MIN_X.value(minX),
MAX_X.value(maxX),
MIN_Y.value(minY),

View File

@ -1,3 +1,5 @@
import { compareTwoStrings } from 'string-similarity';
import ItemTransformer from './ItemTransformer';
import GlobalDefinition from '../GlobalDefinition';
import Item from '../Item';
@ -6,17 +8,28 @@ import TransformContext from './TransformContext';
import LineItemMerger from '../debug/LineItemMerger';
import { groupByLine, groupByPage, onlyUniques, transformGroupedByPage } from '../support/groupingUtils';
import { MOST_USED_HEIGHT, PAGE_MAPPING } from './CacluclateStatistics';
import { extractEndingNumber, filterOutWhitespaces } from '../support/stringFunctions';
import {
extractEndingNumber,
filterOut,
filterOutWhitespaces,
DASHS_CHAR_CODES,
TAB_CHAR_CODE,
WHITESPACE_CHAR_CODE,
PERIOD_CHAR_CODES,
} from '../support/stringFunctions';
import ItemType from '../ItemType';
import { numbersAreConsecutive } from '../support/numberFunctions';
import TOC, { TocEntry } from '../TOC';
import FontType from '../FontType';
import { flatten, groupBy } from '../support/functional';
import { getHeight, getText, getFontName, itemWithType } from '../support/items';
import { getHeight, getText, getFontName, itemWithType, joinText } from '../support/items';
const config = {
// How many characters a line with a ending number needs to have minimally to be a valid link
linkMinLength: 5,
linkMinLength: 4,
// How much bigger (height) then a 'normal' text a headline must be
minHeadlineDistance: 1.5,
};
export const TOC_GLOBAL = new GlobalDefinition<TOC>('toc');
@ -66,6 +79,7 @@ export default class DetectToc extends ItemTransformer {
context.fontMap,
inputItems,
mostUsedHeight,
rawEntry.linkedPage,
rawEntry.linkedPage - pageMapping.pageFactor,
rawEntry.entryLines,
);
@ -90,7 +104,10 @@ export default class DetectToc extends ItemTransformer {
}
return item;
}),
messages: [`Detected ${tocEntries.length} TOC entries`],
messages: [
`Detected ${tocEntries.length} TOC entries`,
`Verified ${tocEntries.filter((entry) => entry.verified).length} / ${tocEntries.length}`,
],
globals: [TOC_GLOBAL.value(new TOC(tocArea.pages, tocEntries))],
};
}
@ -250,33 +267,87 @@ function findHeadline(
items: Item[],
mostUsedHeight: number,
targetPage: number,
targetPageIndex: number,
entryLines: Item[][],
): string | undefined {
const tocEntryText = normalizeHeadlineChars(
entryLines.map((lineItems) => lineItems.map((item) => getText(item)).join('')).join(''),
);
const pageItems = items.filter((item) => item.page == targetPage);
const possibleHeadlines = pageItems.filter(
(item) =>
getHeight(item) > mostUsedHeight + config.minHeadlineDistance ||
FontType.declaredFontTypes(getFontName(fontMap, item)).includes(FontType.BOLD),
);
let hits = possibleHeadlines.filter((item) => {
return tocEntryText.includes(normalizeHeadlineChars(getText(item)));
});
const tocEntryText = normalizeHeadlineChars(entryLines)
.replace(new RegExp(targetPage + '$', 'g'), '')
.replace(new RegExp('\\.\\.*$', 'g'), '');
const pageItems = items.filter((item) => item.page == targetPageIndex);
if (hits.length > 0) {
return hits
.map((hit) => getText(hit))
.join('')
.trim();
const canditate = fineMatchingHeadlineCanditate(tocEntryText, pageItems, fontMap, mostUsedHeight);
if (canditate.length > 0) {
return joinText(flatten(canditate), ' ').replace(/\s+/g, ' ').trim();
}
return undefined;
}
function normalizeHeadlineChars(text: string) {
return filterOutWhitespaces(text).toLowerCase();
function fineMatchingHeadlineCanditate(
tocEntryText: string,
pageItems: Item[],
fontMap: Map<string, object>,
mostUsedHeight: number,
): Item[][] {
const itemsByLine = groupByLine(pageItems);
let headlineCanditates: { score: number; lines: Item[][] }[] = [];
let currentLines: Item[][] = [];
let currentScore = 0;
let currentText = '';
for (let lineIdx = 0; lineIdx < itemsByLine.length; lineIdx++) {
const lineItems = itemsByLine[lineIdx];
const lineText = normalizeHeadlineChars([lineItems]);
const lineInLink = tocEntryText.includes(lineText);
const headlineSymptoms =
getHeight(lineItems[0]) >= mostUsedHeight + config.minHeadlineDistance ||
FontType.declaredFontTypes(getFontName(fontMap, lineItems[0])).includes(FontType.BOLD);
if (lineInLink && headlineSymptoms) {
const newText = currentText + lineText;
const newScore = compareTwoStrings(newText, tocEntryText);
if (newScore > currentScore) {
currentScore = newScore;
currentText = newText;
currentLines.push(lineItems);
if (newScore == 1) {
return currentLines;
}
} else if (currentScore > 0.95) {
return currentLines;
}
} else {
if (currentLines.length > 0) {
headlineCanditates.push({ score: currentScore, lines: currentLines });
currentLines = [];
currentScore = 0;
currentText = '';
}
}
}
// console.log(
// 'headlineCanditates',
// tocEntryText,
// pageItems[0].page,
// headlineCanditates
// .sort((a, b) => a.score - b.score)
// .map((canditate) => canditate.score + ': ' + joinText(flatten(canditate.lines), '')),
// );
headlineCanditates = headlineCanditates.filter((candidate) => candidate.score > 0.5);
if (headlineCanditates.length == 0) {
return [];
}
return headlineCanditates.sort((a, b) => a.score - b.score)[0].lines;
}
function normalizeHeadlineChars(lines: Item[][]) {
const text = flatten(lines)
.map((item) => getText(item))
.join('');
return filterOut(text, [
WHITESPACE_CHAR_CODE,
TAB_CHAR_CODE,
...DASHS_CHAR_CODES,
...PERIOD_CHAR_CODES,
]).toLowerCase();
}
/**

View File

@ -0,0 +1,28 @@
import FontType from 'src/FontType';
test('descriptive names', async () => {
expect(FontType.declaredFontTypes('')).toEqual([]);
expect(FontType.declaredFontTypes('JBRMKS+Helvetica')).toEqual([]);
expect(FontType.declaredFontTypes('OMUGKQ+Helvetica-Bold')).toEqual([FontType.BOLD]);
expect(FontType.declaredFontTypes('SVUOCV+Helvetica-Oblique')).toEqual([FontType.OBLIQUE]);
expect(FontType.declaredFontTypes('JUJONH+Helvetica-BoldOblique')).toEqual([FontType.BOLD, FontType.OBLIQUE]);
});
// See http://mirrors.ibiblio.org/CTAN/systems/win32/bakoma/fonts/fonts.html
test('ATM Compatible Postscript Type 1', async () => {
expect(FontType.declaredFontTypes('')).toEqual([]);
expect(FontType.declaredFontTypes('BBXMCN+CMR9')).toEqual([]);
expect(FontType.declaredFontTypes('EFUEQI+CMR10')).toEqual([]);
expect(FontType.declaredFontTypes('JZXNAL+CMCSC10')).toEqual([]);
expect(FontType.declaredFontTypes('ZYSMDY+CMBX10')).toEqual([FontType.BOLD]);
expect(FontType.declaredFontTypes('AENRCE+CMBX12')).toEqual([FontType.BOLD]);
expect(FontType.declaredFontTypes('HENPPA+BitstreamCyberbit-Roman')).toEqual([]);
expect(FontType.declaredFontTypes('GHPDYG+CMSY10')).toEqual([]);
expect(FontType.declaredFontTypes('VKLUIG+CMTT9')).toEqual([]);
expect(FontType.declaredFontTypes('KSVJZ+CMTI10')).toEqual([FontType.OBLIQUE]);
expect(FontType.declaredFontTypes('QCQOVJ+CMTT10')).toEqual([]);
expect(FontType.declaredFontTypes('ASZLVZ+BitstreamCyberbit-Roman')).toEqual([]);
expect(FontType.declaredFontTypes('KFYFQJ+CMMI10')).toEqual([FontType.OBLIQUE]);
expect(FontType.declaredFontTypes('GYUWCJ+CMMIB10')).toEqual([FontType.BOLD, FontType.OBLIQUE]);
expect(FontType.declaredFontTypes('OUVHFK+CMR8')).toEqual([]);
});

View File

@ -28,7 +28,7 @@
],
"globals": {
"maxHeight": 66,
"mostUsedHeight": 8,
"mostUsedHeight": 8.5,
"minX": 41.38153078000005,
"maxX": 400.56930541,
"minY": 36.71720123,

View File

@ -32,7 +32,7 @@
],
"globals": {
"maxHeight": 66,
"mostUsedHeight": 8,
"mostUsedHeight": 8.5,
"minX": 41.38153078000005,
"maxX": 400.56930541,
"minY": 36.71720123,

View File

@ -35,7 +35,7 @@
],
"globals": {
"maxHeight": 66,
"mostUsedHeight": 8,
"mostUsedHeight": 8.5,
"minX": 41.38153078000005,
"maxX": 400.56930541,
"minY": 36.71720123,
@ -85,8 +85,8 @@
},
{
"level": 0,
"text": "2",
"verified": true,
"text": "Fig. 4.2Land-use-related CO2 emission and sequestration rates",
"verified": false,
"linkedPage": 82
},
{
@ -163,8 +163,8 @@
},
{
"level": 0,
"text": "erahsnoitarenegreoplabolgegareva",
"verified": true,
"text": "Fig. 5.5Development of the average global RES shares of future heat generation options in Industry in the 2.0 °C scenario",
"verified": false,
"linkedPage": 124
},
{
@ -175,8 +175,8 @@
},
{
"level": 0,
"text": "6.1",
"verified": true,
"text": "Fig. 6.1World final energy use by transport mode in 2015",
"verified": false,
"linkedPage": 133
},
{
@ -211,20 +211,20 @@
},
{
"level": 0,
"text": "The 2.0 °C Scenario",
"verified": true,
"text": "Fig. 6.7Battery and trolley electric bus share of total bus pkm in the 2.0 °C Scenario (left) and fuel-cell electric bus share of total bus pkm in the 2.0 °C Scenario (right)",
"verified": false,
"linkedPage": 138
},
{
"level": 0,
"text": "The 2.0 °C Scenario",
"verified": true,
"text": "Fig. 6.8Electrification of passenger rail (left) and freight rail (right) under the 2.0 °C Scenario (in PJ of final energy demand)",
"verified": false,
"linkedPage": 138
},
{
"level": 0,
"text": "0",
"verified": true,
"text": "Fig. 6.9Electricity-performed pkm in domestic aviation under the 2.0 °C Scenario",
"verified": false,
"linkedPage": 139
},
{
@ -313,8 +313,8 @@
},
{
"level": 0,
"text": "2.0°°C",
"verified": true,
"text": "Fig. 6.24World pkm development in the 2.0 °C Scenario",
"verified": false,
"linkedPage": 152
},
{
@ -325,26 +325,26 @@
},
{
"level": 0,
"text": "mm",
"verified": true,
"text": "Fig. 6.26World tkm development in all scenarios",
"verified": false,
"linkedPage": 154
},
{
"level": 0,
"text": "mm",
"verified": true,
"text": "Fig. 6.27Regional tkm development",
"verified": false,
"linkedPage": 154
},
{
"level": 0,
"text": "tkm",
"verified": true,
"text": "Fig. 6.28World tkm development in the 5.0 °C, 2.0 °C, and 1.5 °C Scenarios",
"verified": false,
"linkedPage": 156
},
{
"level": 0,
"text": "tkm",
"verified": true,
"text": "Fig. 6.29Road tkm in the 2.0 °C Scenario",
"verified": false,
"linkedPage": 156
},
{
@ -361,8 +361,8 @@
},
{
"level": 0,
"text": "Plants",
"verified": true,
"text": "Fig. 7.1Electricity infrastructure in Africa—power plants (over 1 MW) and high-voltage transmission lines",
"verified": false,
"linkedPage": 166
},
{
@ -391,637 +391,637 @@
},
{
"level": 0,
"text": "8.1CCCFig. 8.1",
"text": "Fig. 8.1 Global: projection of final energy (per $ GDP) intensity by scenario",
"verified": true,
"linkedPage": 176
},
{
"level": 0,
"text": "Fig. 8.2",
"text": "Fig. 8.2 Global: projection of total final energy demand by sector in the scenarios (without non-",
"verified": true,
"linkedPage": 177
},
{
"level": 0,
"text": "Fig. 8.3",
"text": "Fig. 8.3 Global: development of gross electricity demand by sector in the scenarios",
"verified": true,
"linkedPage": 178
},
{
"level": 0,
"text": "Fig. 8.4",
"text": "Fig. 8.4 Global: development of final energy demand for transport by mode in the scenarios",
"verified": true,
"linkedPage": 179
},
{
"level": 0,
"text": "Fig. 8.5",
"text": "Fig. 8.5 Global: development of heat demand by sector in the scenarios",
"verified": true,
"linkedPage": 179
},
{
"level": 0,
"text": "0 0Fig. 8.6",
"text": "Fig. 8.6 Global: development of the final energy demand by sector in the scenarios",
"verified": true,
"linkedPage": 180
},
{
"level": 0,
"text": "yFig. 8.7",
"text": "Fig. 8.7 Global: development of electricity-generation structure in the scenarios",
"verified": true,
"linkedPage": 181
},
{
"level": 0,
"text": "Fig. 8.8",
"text": "Fig. 8.8 Global: development of total electricity supply costs and specific electricity generation",
"verified": true,
"linkedPage": 182
},
{
"level": 0,
"text": "Fig. 8.9",
"text": "Fig. 8.9 Global: investment shares for power generation in the scenarios",
"verified": true,
"linkedPage": 183
},
{
"level": 0,
"text": "0CCCCCCCCCCrdEl heatingr heatingsFig. 8.10",
"text": "Fig. 8.10 Global: development of heat supply by energy carrier in the scenarios",
"verified": true,
"linkedPage": 184
},
{
"level": 0,
"text": "Fig. 8.11",
"text": "Fig. 8.11 Global: development of investment in renewable heat-generation technologies in the",
"verified": true,
"linkedPage": 186
},
{
"level": 0,
"text": "2CCCCCCCCCCrNaral sFig. 8.12",
"text": "Fig. 8.12 Global: final energy consumption by transport in the scenarios",
"verified": true,
"linkedPage": 187
},
{
"level": 0,
"text": "0 02015CO2SavingsFig. 8.13",
"text": "Fig. 8.13 Global: development of CO 2 emissions by sector and cumulative CO 2 emissions (since",
"verified": true,
"linkedPage": 188
},
{
"level": 0,
"text": "Fig. 8.14",
"text": "Fig. 8.14 Global: projection of total primary energy demand (PED) by energy carrier in the",
"verified": true,
"linkedPage": 189
},
{
"level": 0,
"text": "00Fig. 8.15",
"text": "Fig. 8.15 Global: scenario of bunker fuel demand for aviation and navigation and the resulting",
"verified": true,
"linkedPage": 190
},
{
"level": 0,
"text": "Fig. 8.16",
"text": "Fig. 8.16 Development of maximum load in 10 world regions in 2020, 2030, and 2050 in the",
"verified": true,
"linkedPage": 202
},
{
"level": 0,
"text": "rFig. 8.17",
"text": "Fig. 8.17 OECD North America: development of final energy demand by sector in the scenarios",
"verified": true,
"linkedPage": 210
},
{
"level": 0,
"text": "Fig. 8.18",
"text": "Fig. 8.18 OECD North America: development of electricity-generation structure in the scenarios",
"verified": true,
"linkedPage": 212
},
{
"level": 0,
"text": "Fig. 8.19",
"text": "Fig. 8.19 OECD North America: development of total electricity supply costs and specific",
"verified": true,
"linkedPage": 213
},
{
"level": 0,
"text": "Fig. 8.20",
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"text": "18 darf eIn nutzer vOn CC-lIzenzIerten Inhalten den eIndruCk erWeCken, der urheber Würde dIe jeWeIlIge nutzung persön- lICh unterstützen?",
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