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‘weltering in that huge froth-ocean of Printed ...

Marc Alexander
July 03, 2023
23

‘weltering in that huge froth-ocean of Printed Speech': Semantics and scaffolding in corpus linguistics

Presented at Corpus Linguistics 2023, Lancaster

Marc Alexander

July 03, 2023
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  1. ‘weltering in that huge froth-ocean of Printed Speech’: Semantics and

    scaffolding in corpus linguistics Corpus Linguistics 2023 Lancaster, July 2023 – Marc Alexander, Fraser Dallachy Ewan Hannaford Andrew Struan University of Glasgow
  2. hansard corpus 1803–2003; 7.6m speeches; 1.6bn words; pos and 2x

    semantically tagged www.english-corpora.org/hansard hansard.huds.ac.uk ucrel-hansard-l.lancs.ac.uk
  3. Hansard, the Official Report, is: “a full report in the

    first person of all Members […] which, though not strictly verbatim, is substantially the verbatim report, with repetitions and redundancies omitted and with obvious mistakes corrected, but, on the other hand, leaves out nothing that adds to the meaning of the speech or illustrates the argument”
  4. Marc Alexander University of Glasgow Brian Aitken University of Glasgow

    Jean Anderson University of Glasgow Dawn Archer University of Central Lancashire Alistair Baron Lancaster University Fraser Dallachy University of Glasgow Mark Davies Brigham Young University Jane Demmen University of Huddersfield Jonathan Hope University of Strathclyde Lesley Jeffries University of Huddersfield Anthony Johnson Åbo Akademi University Ilkka Juuso University of Oulu Christian Kay University of Glasgow Bethan Malory University of Central Lancashire Scott Piao Lancaster University Paul Rayson Lancaster University Tapio Seppänen University of Oulu Brian Walker University of Huddersfield Stephen Wattam Lancaster University Other partners: Oxford University Press, the University of Wisconsin-Madison, and the Folger Shakespeare Library.
  5. […] the primacy of meaning, and the analysis of meaning,

    as the essential tool and criterion for the study of any language [and] nothing less than classification, by meaning, of the whole if one is to begin to understand the parts. Alexander and Kay (2023) ‘Why a Historical Thesaurus’ https://ht.ac.uk/why/
  6. 62% of English word forms refer to more than one

    meaning Of the 793,742 entries in the Historical Thesaurus of English (v.4.2) there are 370,011 non-Old-English word forms, of which: 67 have more than 100 possible meanings 464 have more than 50 possible meanings 2,580 have more than 20 possible meanings 7,554 have more than 10 possible meanings 111,127 have more than 1 possible meaning 258,883 have just 1 possible meaning
  7. Semantic Annotation System VARD CLAWS HT sense tagger USAS NLP

    lexicon resources USAS [HT-related resources] Historical Thesaurus; Higher-level HT categories; Linked HT categories; Highly polysemous words; Z-category words; Polyseme density list; Input raw text Annotated text HT sense disambiguator Spelling training model
  8. hansard corpus 1803–2003; 7.6m speeches; 1.6bn words; pos and 2x

    semantically tagged www.english-corpora.org/hansard hansard.huds.ac.uk ucrel-hansard-l.lancs.ac.uk
  9. Goodness and Badness htt at01 Goodness, acceptability ht 02.03.01 Quality

    of being good htt at06 Badness/evil ht 02.03.02 Badness/evil
  10. Goodness and Badness htt at01 Goodness, acceptability ht 02.03.01 Quality

    of being good 1,215,809 occurrences in Hansard 1803-2003 (1.7bn words) htt at06 Badness/evil ht 02.03.02 Badness/evil 284,573 occurrences in Hansard 1803-2003 (1.7bn words)
  11. Goodness and Badness htt at01 Goodness, acceptability (59 lexemes) Word

    Freq in Commons % of Results good 360,810 40.72 best 188,493 21.27 better 147,643 16.66 acceptable 36,938 4.17 quality 7,219 0.81 sufficient 2,699 0.3 fair 1,927 0.22
  12. Goodness and Badness htt at01 Goodness, acceptability (59 lexemes) Lexical

    Collocate CFq in Commons LL Value 1 something 40,048 175,997 2 a 202,887 131,666 3 like 39,500 121,007 4 deal 32,254 101,862 5 faith 10,073 59,664 6 doing 14,201 41,460 7 fortune 5,263 40,453 8 good 18,886 37,342 9 do 38,895 37,081 10 well 19,282 36,902
  13. Goodness and Badness htt at01 Goodness, acceptability (59 lexemes) Semantic

    Collocate LL Value 1 AT01: Goodness, acceptability 574,899 2 AO02: Doing 116,619 3 AW11c: Distributing, sharing out 68,687 4 AV: Will 66,022 5 AR01: Mental capacity 44,101 6 BF: Faith 41,460 7 ZC: +Grammatical items 40,096 8 AO17b: Success 35,344 9 AP06a01: High/intense degree 32,902 10 AS04f: Comparison, contrast 30,654
  14. Goodness and Badness htt at06 Badness/evil (244 lexemes) Word Freq

    in Commons % of Results bad 79,903 36.67 worse 35,168 16.14 evil 20,196 9.27 worst 15,560 7.14 evils 9,350 4.29 badly 8,336 3.83 illness 3,256 1.49 unnatural 2,936 1.35
  15. Goodness and Badness htt at06 Badness/evil (244 lexemes) Lexical Collocate

    CFq in Commons LL Value 1 is 62564 75,998 2 than 19949 59,562 3 was 26,998 25,536 4 thing 6,515 25,500 5 it 33,719 20,491 6 very 11,834 19,872 7 a 41,469 17,964 8 are 18,535 13,492 9 be 26,458 12,389 10 enough 3,206 10,821
  16. Goodness and Badness htt at06 Badness/evil (244 lexemes) Semantic Collocate

    LL Value 1 Ak01g: State/condition 129,291 2 AS04f: Comparison, contrast 58,418 3 AP06a01: High/intense degree 20,097 4 AP01i: Similarity 15,618 5 Ak01: Existence 12,957 6 Ag02e01: Garden 12,222 7 At06: Badness/evil 11,021 8 bd04: Virtue 9,766 9 AP06b: Sufficient quantity/amount/degree 8,117 10 AP02b04: Quality of being special… 8,013
  17. 1930s 1950s 1970s 1990s 1 AK01g: State/condition AK01g: State/condition AK01g:

    State/condition AK01g: State/condition 2 AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast 3 AP06a01: High/intense degree AG02e01: Garden AK01: Existence AK01: Existence 4 AK01: Existence AT06: Badness/evil AT06: Badness/evil AP01i: Similarity 5 AG02e01: Garden AK01: Existence AP06a01: High/intense degree ZD: +Negatives 6 AL05: Relative position AL03e: Angularity AP01i: Similarity AP02b04: Quality of being special… 7 BD04: Virtue AP01i: Similarity ZD: +Negatives AP06a01: High/intense degree 8 AP01i: Similarity AP06a01: High/intense degree BD04: Virtue BD04: Virtue 9 AT06: Badness/evil ZD: +Negatives AP02b04: Quality of being special… BG05i: News/tidings 10 ZD: +Negatives BD04: Virtue AP06b: Sufficient quantity/amount… AT06: Badness/evil 11 AO21: Manner of action AR44c: Secret place, hiding place BK: Leisure AP06b: Sufficient quantity/amount… 12 AP02b04: Quality of being special… AO21: Manner of action AL05: Relative position AR38a: Accuracy, precision 13 AK01g03: Infiniteness AJ09f03: Spot of colour AR38a: Accuracy, precision BK: Leisure 14 BK: Leisure AR38a: Accuracy, precision AO02: Doing AO02: Doing 15 AL04a: Position/situation AP02b04: Quality of being special… BG05i: News/tidings ZF: +Pronouns htt at06 Badness/evil: Lords semantic collocates
  18. 1930s 1950s 1970s 1990s 1 AK01g: State/condition AK01g: State/condition AK01g:

    State/condition AK01g: State/condition 2 AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast 3 AP06a01: High/intense degree AG02e01: Garden AK01: Existence AK01: Existence 4 AK01: Existence AT06: Badness/evil AT06: Badness/evil AP01i: Similarity 5 AG02e01: Garden AK01: Existence AP06a01: High/intense degree ZD: +Negatives 6 AL05: Relative position AL03e: Angularity AP01i: Similarity AP02b04: Quality of being special… 7 BD04: Virtue AP01i: Similarity ZD: +Negatives AP06a01: High/intense degree 8 AP01i: Similarity AP06a01: High/intense degree BD04: Virtue BD04: Virtue 9 AT06: Badness/evil ZD: +Negatives AP02b04: Quality of being special… BG05i: News/tidings 10 ZD: +Negatives BD04: Virtue AP06b: Sufficient quantity/amount… AT06: Badness/evil 11 AO21: Manner of action AR44c: Secret place, hiding place BK: Leisure AP06b: Sufficient quantity/amount… 12 AP02b04: Quality of being special… AO21: Manner of action AL05: Relative position AR38a: Accuracy, precision 13 AK01g03: Infiniteness AJ09f03: Spot of colour AR38a: Accuracy, precision BK: Leisure 14 BK: Leisure AR38a: Accuracy, precision AO02: Doing AO02: Doing 15 AL04a: Position/situation AP02b04: Quality of being special… BG05i: News/tidings ZF: +Pronouns htt at06 Badness/evil: Lords semantic collocates
  19. 1930s 1950s 1970s 1990s 1 AK01g: State/condition AK01g: State/condition AK01g:

    State/condition AK01g: State/condition 2 AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast 3 AP06a01: High/intense degree AG02e01: Garden AK01: Existence AK01: Existence 4 AK01: Existence AT06: Badness/evil AT06: Badness/evil AP01i: Similarity 5 AG02e01: Garden AK01: Existence AP06a01: High/intense degree ZD: +Negatives 6 AL05: Relative position AL03e: Angularity AP01i: Similarity AP02b04: Quality of being special… 7 BD04: Virtue AP01i: Similarity ZD: +Negatives AP06a01: High/intense degree 8 AP01i: Similarity AP06a01: High/intense degree BD04: Virtue BD04: Virtue 9 AT06: Badness/evil ZD: +Negatives AP02b04: Quality of being special… BG05i: News/tidings 10 ZD: +Negatives BD04: Virtue AP06b: Sufficient quantity/amount… AT06: Badness/evil 11 AO21: Manner of action AR44c: Secret place, hiding place BK: Leisure AP06b: Sufficient quantity/amount… 12 AP02b04: Quality of being special… AO21: Manner of action AL05: Relative position AR38a: Accuracy, precision 13 AK01g03: Infiniteness AJ09f03: Spot of colour AR38a: Accuracy, precision BK: Leisure 14 BK: Leisure AR38a: Accuracy, precision AO02: Doing AO02: Doing 15 AL04a: Position/situation AP02b04: Quality of being special… BG05i: News/tidings ZF: +Pronouns htt at06 Badness/evil: Lords semantic collocates
  20. 1930s 1950s 1970s 1990s 1 AK01g: State/condition AK01g: State/condition AK01g:

    State/condition AK01g: State/condition 2 AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast 3 AP06a01: High/intense degree AG02e01: Garden AK01: Existence AK01: Existence 4 AK01: Existence AT06: Badness/evil AT06: Badness/evil AP01i: Similarity 5 AG02e01: Garden AK01: Existence AP06a01: High/intense degree ZD: +Negatives 6 AL05: Relative position AL03e: Angularity AP01i: Similarity AP02b04: Quality of being special… 7 BD04: Virtue AP01i: Similarity ZD: +Negatives AP06a01: High/intense degree 8 AP01i: Similarity AP06a01: High/intense degree BD04: Virtue BD04: Virtue 9 AT06: Badness/evil ZD: +Negatives AP02b04: Quality of being special… BG05i: News/tidings 10 ZD: +Negatives BD04: Virtue AP06b: Sufficient quantity/amount… AT06: Badness/evil 11 AO21: Manner of action AR44c: Secret place, hiding place BK: Leisure AP06b: Sufficient quantity/amount… 12 AP02b04: Quality of being special… AO21: Manner of action AL05: Relative position AR38a: Accuracy, precision 13 AK01g03: Infiniteness AJ09f03: Spot of colour AR38a: Accuracy, precision BK: Leisure 14 BK: Leisure AR38a: Accuracy, precision AO02: Doing AO02: Doing 15 AL04a: Position/situation AP02b04: Quality of being special… BG05i: News/tidings ZF: +Pronouns htt at06 Badness/evil: Lords semantic collocates
  21. htt at06 Badness/evil: Lords semantic collocates 1930s 1950s 1970s 1990s

    1 AK01g: State/condition AK01g: State/condition AK01g: State/condition AK01g: State/condition 2 AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast 3 AP06a01: High/intense degree AG02e01: Garden AK01: Existence AK01: Existence 4 AK01: Existence AT06: Badness/evil AT06: Badness/evil AP01i: Similarity 5 AG02e01: Garden AK01: Existence AP06a01: High/intense degree ZD: +Negatives 6 AL05: Relative position AL03e: Angularity AP01i: Similarity AP02b04: Quality of being special… 7 BD04: Virtue AP01i: Similarity ZD: +Negatives AP06a01: High/intense degree 8 AP01i: Similarity AP06a01: High/intense degree BD04: Virtue BD04: Virtue 9 AT06: Badness/evil ZD: +Negatives AP02b04: Quality of being special… BG05i: News/tidings 10 ZD: +Negatives BD04: Virtue AP06b: Sufficient quantity/amount… AT06: Badness/evil 11 AO21: Manner of action AR44c: Secret place, hiding place BK: Leisure AP06b: Sufficient quantity/amount… 12 AP02b04: Quality of being special… AO21: Manner of action AL05: Relative position AR38a: Accuracy, precision 13 AK01g03: Infiniteness AJ09f03: Spot of colour AR38a: Accuracy, precision BK: Leisure 14 BK: Leisure AR38a: Accuracy, precision AO02: Doing AO02: Doing 15 AL04a: Position/situation AP02b04: Quality of being special… BG05i: News/tidings ZF: +Pronouns 0 10 20 30 40 50 1811 1832 1839 1849 1857 1868 1876 1883 1889 1898 1906 1911 1916 1922 1927 1932 1937 1944 1949 1954 1959 1964 1969 1974 1979 1984 1989 1994 1999 2004 at06 Badness/evil collocating with ap02b04 Quality of being special/extraordinary (Lords)
  22. htt at06 Badness/evil: Lords semantic collocates 1930s 1950s 1970s 1990s

    1 AK01g: State/condition AK01g: State/condition AK01g: State/condition AK01g: State/condition 2 AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast 3 AP06a01: High/intense degree AG02e01: Garden AK01: Existence AK01: Existence 4 AK01: Existence AT06: Badness/evil AT06: Badness/evil AP01i: Similarity 5 AG02e01: Garden AK01: Existence AP06a01: High/intense degree ZD: +Negatives 6 AL05: Relative position AL03e: Angularity AP01i: Similarity AP02b04: Quality of being special… 7 BD04: Virtue AP01i: Similarity ZD: +Negatives AP06a01: High/intense degree 8 AP01i: Similarity AP06a01: High/intense degree BD04: Virtue BD04: Virtue 9 AT06: Badness/evil ZD: +Negatives AP02b04: Quality of being special… BG05i: News/tidings 10 ZD: +Negatives BD04: Virtue AP06b: Sufficient quantity/amount… AT06: Badness/evil 11 AO21: Manner of action AR44c: Secret place, hiding place BK: Leisure AP06b: Sufficient quantity/amount… 12 AP02b04: Quality of being special… AO21: Manner of action AL05: Relative position AR38a: Accuracy, precision 13 AK01g03: Infiniteness AJ09f03: Spot of colour AR38a: Accuracy, precision BK: Leisure 14 BK: Leisure AR38a: Accuracy, precision AO02: Doing AO02: Doing 15 AL04a: Position/situation AP02b04: Quality of being special… BG05i: News/tidings ZF: +Pronouns at06 Badness/evil collocating with ap02b04 Quality of being special/extraordinary 1830-02-04: certainly believed that there were other causes besides the unparalleled badness of the seasons 1838-03-26: he thought that slavery was not a great and intolerable evil, even under an indulgent and kind 1844-03-05: been created in the public mind the most extraordinary and pernicious notions of what the 1869-05-07: I ask your Lordships to consider whether there is anything unnatural or extraordinary in what 1887-02-28: but he had been benevolent enough to add that those evils were exceptional, and that it was 1928-02-15: with any argument to show that that is an extraordinarily bad and futile form of settling disputes 1944-09-28: speech, uncertainty is bad for everyone, and especially bad for the local authorities. I do not 1948-05-26: a small number of people who were quite extraordinarily bad, and especially poor in personal 1951-11-15: latest estimates reveal an underlying balance of payments situation even worse than had been 1953-11-26: who argue from the position that BBC television is intolerably bad, or even that the BBC is 1961-02-01: the three particular connections complained of were uniquely and catastrophically bad, compared 1971-08-02: Oscar Wilde would have suggested that it is even worse than that because it is silly. The whole 1975-07-30: to frustration and bitterness and, what can be even worse, an ultimately apathetic acceptance of 1979-07-03: but the whole year round. This congestion is especially bad during school holidays and half terms 1982-11-09: support this. To me there is an even more sinister programme going on. Most of us were brought up
  23. 1930s 1950s 1970s 1990s 1 AK01g: State/condition AK01g: State/condition AK01g:

    State/condition AK01g: State/condition 2 AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast AS04f: Comparison, contrast 3 AP06a01: High/intense degree AG02e01: Garden AK01: Existence AK01: Existence 4 AK01: Existence AT06: Badness/evil AT06: Badness/evil AP01i: Similarity 5 AG02e01: Garden AK01: Existence AP06a01: High/intense degree ZD: +Negatives 6 AL05: Relative position AL03e: Angularity AP01i: Similarity AP02b04: Quality of being special… 7 BD04: Virtue AP01i: Similarity ZD: +Negatives AP06a01: High/intense degree 8 AP01i: Similarity AP06a01: High/intense degree BD04: Virtue BD04: Virtue 9 AT06: Badness/evil ZD: +Negatives AP02b04: Quality of being special… BG05i: News/tidings 10 ZD: +Negatives BD04: Virtue AP06b: Sufficient quantity/amount… AT06: Badness/evil 11 AO21: Manner of action AR44c: Secret place, hiding place BK: Leisure AP06b: Sufficient quantity/amount… 12 AP02b04: Quality of being special… AO21: Manner of action AL05: Relative position AR38a: Accuracy, precision 13 AK01g03: Infiniteness AJ09f03: Spot of colour AR38a: Accuracy, precision BK: Leisure 14 BK: Leisure AR38a: Accuracy, precision AO02: Doing AO02: Doing 15 AL04a: Position/situation AP02b04: Quality of being special… BG05i: News/tidings ZF: +Pronouns htt at06 Badness/evil: Lords
  24. The tendency of Parliament to legislate as if the people

    of Ireland were a set of the most incapable and helpless savages was to him a matter of regret.
  25. 2046 references to the uncivil in Hansard from 1803–2003 Target,

    Category, Theme, Animacy, Foreign/Domestic, (Relative) Present/Past, Country, Region, Nation, People, Sense-Family
  26. Ireland 55 Northern Ireland 45 India 34 Russia 32 Scotland

    31 Africa 30 China 25 New Zealand 18 South Africa 16 Turkey 16 Iraq 14 Europe 13 Abyssinia 11 Japan 11 England 10 Greece 10 Spain 10 Afghanistan 9 US 9 Egypt 8
  27. 1800 1810 1820 1830 1840 1850 1860 1870 1880 1890

    1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 Past Present
  28. 1800 1810 1820 1830 1840 1850 1860 1870 1880 1890

    1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 Animate Inanimate
  29. 1800 1810 1820 1830 1840 1850 1860 1870 1880 1890

    1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 Domestic Foreign Ireland Northern Ireland
  30. draconian, Hansard 0 320 640 960 1280 1600 1800 1810

    1820 1830 1840 1850 1860 1870 1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990
  31. 0 25,000,000 50,000,000 75,000,000 100,000,000 125,000,000 AP Relative properties AK

    Existence and causation AO Action/operation AR The mind AM Time BB Authority AW Possession/ownership AS Attention, judgment, curiosity AX Language AL Space BJ Trade and finance AV Will BG Communication AU Emotion BK Leisure AY Society AA The world AN Movement BI Occupation and work BD Morality BC Law AI Physical sensation AB Life AC Health and disease AJ Matter AZ Inhabiting and dwelling AG Food and drink AD People BA Armed hostility BE Education AE Animals BF Faith AT Goodness and badness BH Travel and travelling AF Plants AH Textiles and clothing AQ The supernatural Hansard Commons
  32. 0 AG Food and drink AD People BA Armed hostility

    BE Education AE Animals BF Faith AT Goodness and badness BH Travel and travelling AF Plants AH Textiles and clothing AQ The supernatural Hansard Commons
  33. 0 25,000,000 50,000,000 75,000,000 100,000,000 125,000,000 AP Relative properties AK

    Existence and causation AO Action/operation AR The mind AM Time BB Authority AW Possession/ownership AS Attention, judgment, curiosity AX Language AL Space BJ Trade and finance AV Will BG Communication AU Emotion BK Leisure AY Society AA The world AN Movement BI Occupation and work BD Morality BC Law AI Physical sensation AB Life AC Health and disease AJ Matter AZ Inhabiting and dwelling AG Food and drink AD People BA Armed hostility BE Education AE Animals BF Faith AT Goodness and badness BH Travel and travelling AF Plants AH Textiles and clothing AQ The supernatural Hansard Commons
  34. 0 17,500,000 35,000,000 52,500,000 70,000,000 AP Relative properties AK Existence

    and causation AR The mind AW Possession/ownership AO Action/operation AM Time BB Authority AS Attention, judgment, curiosity BF Faith AX Language AL Space AU Emotion AB Life AN Movement AQ The supernatural AI Physical sensation BG Communication BK Leisure AV Will AA The world AJ Matter BD Morality AD People AY Society AG Food and drink AT Goodness and badness AE Animals BJ Trade and finance AC Health and disease BH Travel and travelling BC Law BA Armed hostility BI Occupation and work AF Plants AZ Inhabiting and dwelling BE Education AH Textiles and clothing SEEBO
  35. 0 25,000,000 50,000,000 75,000,000 100,000,000 125,000,000 AP Relative properties AK

    Existence and causation AO Action/operation AR The mind AM Time BB Authority AW Possession/ownership AS Attention, judgment, curiosity AX Language AL Space BJ Trade and finance AV Will BG Communication AU Emotion BK Leisure AY Society AA The world AN Movement BI Occupation and work BD Morality BC Law AI Physical sensation AB Life AC Health and disease AJ Matter AZ Inhabiting and dwelling AG Food and drink AD People BA Armed hostility BE Education AE Animals BF Faith AT Goodness and badness BH Travel and travelling AF Plants AH Textiles and clothing AQ The supernatural 0 17,500,000 35,000,000 52,500,000 70,000,000 AP Relative properties AK Existence and causation AR The mind AW Possession/ownership AO Action/operation AM Time BB Authority AS Attention, judgment, curiosity BF Faith AX Language AL Space AU Emotion AB Life AN Movement AQ The supernatural AI Physical sensation BG Communication BK Leisure AV Will AA The world AJ Matter BD Morality AD People AY Society AG Food and drink AT Goodness and badness AE Animals BJ Trade and finance AC Health and disease BH Travel and travelling BC Law BA Armed hostility BI Occupation and work AF Plants AZ Inhabiting and dwelling BE Education AH Textiles and clothing SEEBO Hansard Commons
  36. Biber, Douglas, Stig Johansson, Geoffrey N. Leech, Susan Conrad, Edward

    Finegan. 2021. Grammar of Spoken and Written English. Amsterdam: John Benjamins. p.57
  37. AP Relative properties AK Existence and causation AO Action/operation AR

    The mind AM Time BB Authority AW Possession/ownership (?) AS Attention, judgment, curiosity AX Language (?) AL Space
  38. AP Relative properties relation: other aj, same aj av, so

    av, far aj av, different aj, apply v, make v, almost av kind/sort: kind n, something av, particular aj n, any av, special n aj order : last aj av, finally av, respect n v, suitable aj, final aj n, order n number : one, two, three, million, first, last, per cent n av, few measurement : measure n v, mile n, acre n, tonne n, gallon n, tonnage n, acreage n quantity : very av aj, some av, also av, most av, much av, too av, increase v n, further av aj wholeness : all av, part n av, whole aj n, section n v, remainder n, fully av, include v, main aj n
  39. AK Existence and causation existence, creation, cause and effect Examples:

    be, matter, way, thing, condition, state, produce, because, reason, happen, place, now, event, occur, proceed, circumstance
  40. AO Action/operation doing, undertaking, beginning, repeating, continuing, carrying out, completing,

    ceasing, inaction, endeavour, difficulty, easiness, amending, advantage, safety, prosperity, harm, adversity, failure, manner of action, ability Examples: involve, do, liable, business, undertake, commit, beginning, repeat, continue, implement, complete, achieve, cease, stop, adjourn, keep, find, seek, attempt, opposition, favour, reform, amend, remedy, help, aid, opportunity, protection, achieve, progress, success, danger, treat, risk, unfortunate, hardship, disastrous, fail, defeat, detail, carefully, able, enable, ability, skill
  41. AR The mind Mind, intellect, consciousness, character, mood, psychology, thinking,

    perception, intuition, ideas, imagination, idealism, creativity, understanding, intelligence, wisdom, reason, sophistry, irrationality, stupidity, absurdity, stupid, explanation, ambiguity, obscurity, misinterpretation, memory, knowledge, ignorance, truth, exaggeration, falsehood, deceit, secrecy, belief, opinion, uncertainty, confidence, expectation, foresight AM Time Time, duration, year, month, week, today, early, hour, June, July, day, afternoon, tonight, morning, clock, bell, schedule, o’clock, timetable, era, calendar, frequency, now, then, before, soon, delay, postpone, again, always, never, once, sometimes, maintain, establish
  42. AP Relative properties AK Existence and causation AO Action/operation AR

    The mind AM Time BB Authority AW Possession/ownership (?) AS Attention, judgment, curiosity AX Language (?) AL Space
  43. Biber, Douglas, Stig Johansson, Geoffrey N. Leech, Susan Conrad, Edward

    Finegan. 2021. Grammar of Spoken and Written English. Amsterdam: John Benjamins. p.57 Frequency: high Head of phrase: yes Length: long(?) Lexical meaning: ? Morphology: variable Openness: open Number: ?
  44. 0 5 10 15 20 25 30 35 40 45

    Columnist Longform Journalism Biography History Hansard 1820 Hansard 2001 Fiction (Dickens) Fiction (Wodehouse) Rank ZC Grammatical Items AP Relative Properties AO Action AM Time AL Space AK Existence and Causation AR The Mind
  45. London. Michaelmas term lately over , and the Lord Chancellor

    sitting in Lincoln 's Inn Hall. Implacable November weather. As much mud in the streets as if the waters had but newly retired from the face of the earth , and it would not be wonderful to meet a Megalosaurus , forty feet long or so , waddling like an elephantine lizard up Holborn Hill. Smoke lowering down from chimney-pots , making a soft black drizzle , with flakes of soot in it as big as full-grown snowflakes--gone into mourning , one might imagine , for the death of the sun. Dogs , undistinguishable in mire. Horses , scarcely better ; splashed to their very blinkers. Foot passengers , jostling one another 's umbrellas in a general infection of ill temper , and losing their foot-hold at street-corners , where tens of thousands of other foot passengers have been slipping and sliding since the day broke ( if this day ever broke ) , adding new deposits to the crust upon crust of mud , sticking at those points tenaciously to the pavement , and accumulating at compound interest. Fog everywhere. Fog up the river , where it flows among green aits and meadows ; fog down the river , where it rolls defiled among the tiers of shipping and the waterside pollutions of a great ( and dirty ) city. Fog on the Essex marshes , fog on the Kentish heights. Fog creeping into the cabooses of collier-brigs ; fog lying out on the yards and hovering in the rigging of great ships ; fog drooping on the gunwales of barges and small boats. Fog in the eyes and throats of ancient Greenwich pensioners , wheezing by the firesides of their wards ; fog in the stem and bowl of the afternoon pipe of the wrathful skipper , down in his close cabin ; fog cruelly pinching the toes and fingers of his shivering little 'prentice boy on deck.
  46. London. Michaelmas term lately over , and the Lord Chancellor

    sitting in Lincoln 's Inn Hall. Implacable November weather. As much mud in the streets as if the waters had but newly retired from the face of the earth , and it would not be wonderful to meet a Megalosaurus , forty feet long or so , waddling like an elephantine lizard up Holborn Hill. Smoke lowering down from chimney-pots , making a soft black drizzle , with flakes of soot in it as big as full-grown snowflakes--gone into mourning , one might imagine , for the death of the sun. Dogs , undistinguishable in mire. Horses , scarcely better ; splashed to their very blinkers. Foot passengers , jostling one another 's umbrellas in a general infection of ill temper , and losing their foot-hold at street-corners , where tens of thousands of other foot passengers have been slipping and sliding since the day broke ( if this day ever broke ) , adding new deposits to the crust upon crust of mud , sticking at those points tenaciously to the pavement , and accumulating at compound interest. Fog everywhere. Fog up the river , where it flows among green aits and meadows ; fog down the river , where it rolls defiled among the tiers of shipping and the waterside pollutions of a great ( and dirty ) city. Fog on the Essex marshes , fog on the Kentish heights. Fog creeping into the cabooses of collier-brigs ; fog lying out on the yards and hovering in the rigging of great ships ; fog drooping on the gunwales of barges and small boats. Fog in the eyes and throats of ancient Greenwich pensioners , wheezing by the firesides of their wards ; fog in the stem and bowl of the afternoon pipe of the wrathful skipper , down in his close cabin ; fog cruelly pinching the toes and fingers of his shivering little 'prentice boy on deck.
  47. London. Michaelmas term lately over , and the Lord Chancellor

    sitting in Lincoln 's Inn Hall. Implacable November weather. As much mud in the streets as if the waters had but newly retired from the face of the earth , and it would not be wonderful to meet a Megalosaurus , forty feet long or so , waddling like an elephantine lizard up Holborn Hill. Smoke lowering down from chimney-pots , making a soft black drizzle , with flakes of soot in it as big as full-grown snowflakes--gone into mourning , one might imagine , for the death of the sun. Dogs , undistinguishable in mire. Horses , scarcely better ; splashed to their very blinkers. Foot passengers , jostling one another 's umbrellas in a general infection of ill temper , and losing their foot-hold at street-corners , where tens of thousands of other foot passengers have been slipping and sliding since the day broke ( if this day ever broke ) , adding new deposits to the crust upon crust of mud , sticking at those points tenaciously to the pavement , and accumulating at compound interest. Fog everywhere. Fog up the river , where it flows among green aits and meadows ; fog down the river , where it rolls defiled among the tiers of shipping and the waterside pollutions of a great ( and dirty ) city. Fog on the Essex marshes , fog on the Kentish heights. Fog creeping into the cabooses of collier-brigs ; fog lying out on the yards and hovering in the rigging of great ships ; fog drooping on the gunwales of barges and small boats. Fog in the eyes and throats of ancient Greenwich pensioners , wheezing by the firesides of their wards ; fog in the stem and bowl of the afternoon pipe of the wrathful skipper , down in his close cabin ; fog cruelly pinching the toes and fingers of his shivering little 'prentice boy on deck.
  48. Biber, Douglas, Stig Johansson, Geoffrey N. Leech, Susan Conrad, Edward

    Finegan. 2021. Grammar of Spoken and Written English. Amsterdam: John Benjamins. p.57 Frequency: high Head of phrase: yes Length: long(?) Lexical meaning: ? Morphology: variable Openness: open Number: ?
  49. Biber, Douglas, Stig Johansson, Geoffrey N. Leech, Susan Conrad, Edward

    Finegan. 2021. Grammar of Spoken and Written English. Amsterdam: John Benjamins. p.57 Frequency: high Head of phrase: yes Length: long(?) Lexical meaning: lexical-ish Morphology: variable Openness: open Number: large-ish