The golden age of the returned students in China (2)

Text collocations in the ‘returned students’ (RS) press corpus

Abstract

This tutorial is the continuation of our series devoted to building and exploring a newspaper corpus with the enpchina and other R packages, taking the returned students as a case study. This new installment explores text collocates in the corpus.

Prologue

This tutorial is the continuation of our series devoted to building and exploring a newspaper corpus with the enpchina and other R packages, taking the returned students as a case study. In the previous tutorials, we applied various text analysis techniques (word frequency, correlation, co-occurrence, log likelihood ration, keyness) using the packages tidytext and quanteda as a preliminary approach to the content of articles. In this new instalment, we rely on quanteda again to explore in more depth the relations between words, i.e. co-occurrences or collocations.

Definition

Collocation refers to the co-occurrence of words. A typical example of a collocation in our corpus is returned student because the words returned and student occur more frequently together than would be expected by chance, if words were just randomly stringed together. We briefly introduced the notion of co-occurrence earlier in this tutorial. In this section, we propose a more in-depth analysis of collocates (or co-occurrences) in our corpus.

N-grams are related to collocates in that they represent words that occur together (bi-grams are two words that occur together, tri-grams three words and so on). Both N-grams and collocations are fundamental in Text Analysis and many other research areas working with language data. Fortunately, creating N-gram lists is very easy. Unfortunately, words that collocate do not have to be immediately adjacent but can also encompass several slots which makes it harder to retrieve of collocates that are not adjacent. What we propose now is to find out how we can identify non-adjacent collocates.

Data

First, we load the text we pre-tokenized into sentence in the previous tutorial:

library(readr)
rs_docs_sentence <- read_csv("Data/rs_docs_sentence.csv", 
    col_types = cols(X1 = col_skip()))

Finding collocates

There are various techniques for identifying collocations. To identify collocations without having a pre-defined target term, we can use the textstat_collocations function from the quanteda.textstats package.

We load the package and we extract the collocations from the text we previously tokenized into sentences:

library(quanteda.textstats)

rs_tokens_colloc <- tokens(rs_docs_sentence$sentence, remove_punct = TRUE) %>%
  tokens_remove(stopwords("english"))
rs_colloc <- textstat_collocations(rs_tokens_colloc, size = 2, min_count = 25)


kable(head(rs_colloc), caption = "First 6 rows") %>%
  kable_styling(bootstrap_options = "striped", full_width = T, position = "left")

First 6 rows

collocation	count	count_nested	length	lambda	z
returned students	2413	0	2	6.048901	186.0706
returned student	1175	0	2	6.209292	140.7649
united states	1568	0	2	9.238197	139.5284
years ago	594	0	2	6.135291	106.1915
foreign affairs	610	0	2	5.566520	103.2006
000 000	480	0	2	6.083970	103.1926

The resulting table shows the collocates in the “returned students” corpus descending by collocation strength. Notice that by default, the words have been stemmed and lemmatized during the tokenization process, with some undesirable results. For instance, the word “returned” has been turned into “return” and the collocate “united states” into “unit state”.

Visualizing Collocations

There are various visualizations options for collocations. Which visualization method is appropriate depends on what the visualizations should display.

Networks

Network graphs are a very useful and flexible tool for visualizing relationships between elements such as words, personas, or authors. This section shows how to generate a network graph for collocations of the term “returned” using the quanteda package.

In a first step, we generate a document-feature matrix based on the sentences in our press corpus. A document-feature matrix shows how often elements (here these elements are the words that occur in the corpus) occur in a selection of documents (here these documents are the sentences in the corpus).

Create a document-feature matrix:

rs_dfm <- rs_docs_sentence$sentence %>% 
    quanteda::dfm(remove = stopwords('english'), remove_punct = TRUE) %>%
    quanteda::dfm_trim(min_termfreq = 10, verbose = FALSE)

kable(head(rs_dfm), caption = "First 6 rows") %>%
  kable_styling(bootstrap_options = "striped", full_width = T, position = "left")

First 6 rows

doc_id	many	university	men	shanghai	staff	gen	hwang	fu	mayor	chinese	area	scholar	note	announced	appointment	cabinet	ten	members	practically	graduates	colleges	returned	students	america	europe	list	includes	following	police	commissioner	shen	pu	jen	assistant	chang	chun	graduate	nanyang	college	revenue	shu	banker	formerly	director	rank	china	hangchow	ion	public	works	dr	chung	tung	chi	germany	got	ph	civil	engineering	germ	huang	student	er	hankow	charity	dept	wang	han	member	local	gentry	harbor	lee	tse	industry	shansi	province	education	ching	american	kuang	hua	agriculture	commerce	labor	pan	kong	ts	jr	journalist	political	committee	land	belgian	china-	l	technical	10	health	hu	connected	rockefeller	hospital	peking	department	also	four	charge	various	divisions	laboratories	three	two	british	one	french	german	shensi	japanese	elected	first	section	elections	tor	senate	held	june	20	21	time	history	republic	foreign-educated	voted	hundred	registered	cast	votes	majority	western	universities	questioned	legality	new	parliament	convened	parti	election	nevertheless	ground	get	legislature	may	illegal	representatives	render	service	least	can	keep	informed	going	therein	senators	tsur	former	president	tsing	ho	secretary	liang	shih-yi	chen	confucianist	lo	bank	editor	daily	news	england	wu	ger	france	minister	italy	ting	yung	wei	japan	hsu	shih	candidates	must	possess	special	literary	educational	qualifications	namely	scholars	back	years	prior	1918	authors	whose	books	recognized	ministry	voting	took	place	hall	house	representa	tives	presided	bv	class	gain	coming	era	menace	sinister	effect	sphere	influence	removed	country	reorganized	government	business	european	scientific	man	win	railways	placed	basis	currency	administration	laws	takes	military	force	real	representative	form	established	modern	comes	china’s	masses	specialized	demand	likely	suddenly	exceed	supply	schools	called	upon	skilled	often	wonder	thousands	now	cause	old	realize	importance	future	preparing	meet	responsibility	shoulders	conference	month	subjects	studied	discussed	1	economic	industrial	development	abolition	spheres	railroads	terms	foreign	capital	invited	assist	phase	life	2	emancipation	militarism	3	adequate	guarantees	free	speech	press	4	law	reform	sensible	extraterritoriality	5	requirements	positions	6	needed	view	tremendous	present	year	like	see	organizations	follow	example	way	bear	prepare	serious	study	work	ability	energy	instead	waiting	intrigue	count	correspondence	communications	heading	welcomed	remain	judge	undertake	bold	newspapers	responsible	facts	opinions	presented	letter	ono	circle	saturday’s	issue	indicate	points	0	tho	union	euro-american	return-	association	therefore	lay	plain	perusal	general	correspondent	says	organization	means	bring	together	sincerely	fact	name	scope	relation	cordial	understanding	among	obstacle	constitution	joining	every	welcome	senior	elder	aro	believe	best	proposed	end	bringing	whatever	reforms	moro	active	wish	introduce	proper	offices	ca	truth	already	symptoms	euro-	indicated	past	thought	ns	great	folly	foundation	011	debris	shows	decay	states	far	known	fourteen	fifteen	attended	meeting	west	ern	last	wednesday	evening	misled	notice	nnd	probably	henceforth	whether	said	per	sons	anything	br	unselfish	aims	policy	mat	ter	concerns	vote	sanction	adoption	moreover	executive	mr	next	t	tne	write	think	writing	mind	commit	blunders	however	mis	serve	lesson	canton	august	31	1919	ry	library	millard	s	review	east	published	weekly	saturday	april	ii	ag	tke	war	paul	reinsch	regarding	tientsin	incident	hope	hollington	tong	s3	fe	wl	twenty	cents	copy	vol	viii	7	tsao	since	wing	father	return	embarked	sailing	vessel	york	sending	abroad	witnessed	annually	numbers	young	women	countries	either	governmental	funds	private	support	furtherance	recent	almost	stupendous	certainly	optimistic	sees	mostly	summer	crowds	trans-pacific	salvation	chiefly	people	considers	wrought	money	spent	thereof	sigh	look	ones	protest	always	high	respect	toward	earlier	sojourn	justifiable	home	days	yet	developed	really	something	nation	ting-fang	built	names	honor	beyond	bounds	leaving	behind	foot	prints	sands	cherished	younger	generation	acquire	lives	tools	strongly	denounce	occasion	ask	classmates	plans	graduation	express	desire	studying	belief	social	standing	raised	earning	capacity	enlarged	seeking	occupations	better	even	go	invent	ridiculous	fallacy	wives	previously	idea	condemn	outset	let	understood	vein	giving	vent	attention	drawn	classes	group	landing	confine	rooms	deep	without	keeping	touch	outside	honors	promising	long	knowledge	goes	learn	little	culture	school	differ	rich	city	indulge	de	society	finds	midnight	dancing	houses	folks	stretch	lead	hopelessly	latter	ink	needs	turn	intellectual	first-class	ne	scholarship	strike	trouble	put	dead	practice	shall	prove	later	thing	indeed	indispensable	blame	fault	accept	low	posi	tions	desiring	reach	top	ladder	sudden	leap	course	impossible	affords	main	reason	unemployment	employed	hold	teaching	hang	ready	plunge	aren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rtain	unemployed	wealthy	unfit	poor	industrious	honest	despair	relatives	assistance	borrow	misery	hunger	wolf	threatened	actually	insane	encouragement	membered	patriotic	beautiful	religious	zeal	finding	misunderstood	rejected	silently	resentment	desert	clerical	livelihood	situation	restless	discontented	pleasant	energetic	irresponsible	old-time	literati	duties	observe	powerless	stranded	cold	comparison	cries	nature	putnam	weale	grown	50,000	expectant	duly	sider	enforced	idleness	exists	literate	changes	chains	enemy	keeps	bloody	nobody	contemplates	desires	poverty	condemned	vacancies	arise	method	civilized	matters	declare	momentous	step	difficulty	speedily	crying	daughters	caring	sequel	spending	educate	imagine	utilizing	precise	cadets	board	spends	employ	instructors	advisers	reasonably	clude	wilson	calls	lavish	110	creation	bodies	chambers	resolutions	urging	accord	prompt	decisive	impress	imperative	measures	jobless	associa	creditable	co-operation	conjunction	minimum	wage	notion	refused	situations	appalling	compelled	80	risen	watch	non-christian	professing	opposing	christianity	caught	non-christians	regardless	acquiring	influential	prefer	hungry	participate	exploitation	leaf	earn	using	virgin	territory	moved	declining	proceed	endeavor	results	presently	marriage	submitted	presents	aspects	unmarried	distinction	suppose	suffer	mate	nine	chances	relative	pagan	hooks	girl	offspring	unions	faith	feared	losing	lose	cultivating	appreciate	misconception	intended	thev	unquestionably	agreed	treated	associate	fields	cultivation	recall	150	aboard	ascertained	laborers	seamen	lien	egg	belong	perfectly	apparently	preferred	preach	brothers	incidents	inevitable	stuck	disperse	friendly	chat	gentle	income	outcome	compatriots	remarked	receive	inadequate	ably	diverse	foreign-	source	discontent	mere	ness	inherent	co-workers	argued	intolerable	principle	divine	eternal	humanity	equality	sad	deny	display	assistants	grievances	articulate	tongue	fortunately	voice	hearts	selfishness	envy	guaranteed	confidence	trust	petty	distrust	obtain	incompatible	doctrines	remark	approached	invite	hereafter	groups	alumni	nights	evangelism	noticed	persuading	asking	bible	institutes	instances	teach	tie	obligation	decline	acquainted	enrolled	providing	preaching	fed	attend	sermons	preached	recommend	repre	sented	clergy	substantial	pastor	personality	vision	congregation	properly	convey	message	sunday	league	urgency	feature	incomplete	objectionable	omission	coach	cloth	rite	invested	choose	communion	reaches	proposition	christians	gotten	attending	feel	weather	inviting	brother	square	scientist	biology	geology	argue	hours	merits	genesis	exhibits	somewhat	air	investing	pity	allow	light	esteemed	demonstrate	substitute	vicious	highly	expensive	round	holes	devise	co-operating	clubs	ation	dependents	provide	preferably	extend	glad	evangelization	manifest	intercourse	7-	performance	investigate	report	beliefs	directions	predict	effecting	anxious	amply	fulfilled	reward	poet	milton	admiration	virtue	stirred	hopes	brave	dear	god	governor	receipt	reporting	criticise	chien	mistakes	ascribed	invasion	ih	insurgents	districts	transfer	booked	matches	played	gymnasium	match	wll	peking’s	victorious	margin	extra	drilling	captain	remedied	19	grand	hotel	des	wagon	guest	film	colored	etc	despatched	promptly	annual	banquet	addresses	distinguished	guests	entertainments	memorable	elements	staged	seventy	schedule	string	commencement	menu	items	wero	evidently	affray	waited	speakers	shan	niu	chan	kwauk	table	gathering	commended	amiable	raid	havo	modernize	sexes	gether	socially	pas	ring	bright	pros	conscious	duty	tm	mid	responded	unity	cooperation	ganizations	will-	considered	quick	customary	greetings	irs	advocated	industries	promotion	welfare	sj	developing	dustries	topics	briefly	succeeding	behalf	bers	thanking	adv	ice	unceasingly	participants	chun-wu	violin	selections	sang	ell	northern	opera	songs	amidst	enthusiastic	harry	audience	smart	airs	ying	daughter	master	moses	timely	accompanied	appropriate	gestures	claim	amusing	consisted	ol	painted	floor	strings	lady	awarded	yea	hor	1111	quarterly	distributed	tin	vice-presidents	re-elected	tary	wai	treasurer	ro-	donation	announcing	generous	contribution	applause	plea	north-china	sir	trend	remission	favourably	nt	generosity	by-	commonly	ad-	anglo-	defeats	examine	advanced	sult	poverty-stricken	enormous	tends	create	strongest	fortifications	autocracy	peasants	to-day	perpetuate	improve	notorious	fortnight	restored	coup	d	militarists	edinburgh	restoration	signing	urgent	universal	secondary	fails	answer	instrumental	fulfil	admit	techni	cur	counted	price	costs	cost	approximately	405	118	people’s	primary	ex-	calculated	ou	mathematical	similar	process	calculation	grammar	expense	56	600	youngsters	naughty	taught	ith	amount	citizens	measured	re-	tp	40	unprecedented	shortage	83	obtains	nourishment	satisfied	thej	ie	doubted	olden	competitive	counterpart	diplomas	aspire	deed	title	corpora	denounced	mediately	scholarships	tively	preventing	scandal	moment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ed	road	tax	collections	shopkeepers	declared	suspension	payment	municipality	stirring	agitation	ques	roads	virtual	breakdown	negotia	1027	municipal	council	nationalists	tinued	tragic	ft	distinguish	dispatch	appeared	sin	wen	containing	aged	hupeh	chiaotung	visited	suma	consul-general	manchukuo	repeated	applications	avail	seized	partly	starvation	disappointment	solicited	reading	entertaining	mixed	feelings	condemnation	unpatriotic	puppet	conscience	furnishes	traitor	occupation	tool	surrendered	appeals	desperate	maintain	hood	doors	fire	ordered	postal	withdraw	manchurian	withdrew	deserve	justify	putting	charging	driving	sell	prohibiting	virtually	lies	midst	rise	pletion	contribute	allowed	uses	literally	debt	repay	li’s	temptation	enlisting	sown	seeds	reap	harvest	prevent	talented	affiliations	happens	wasted	perienced	chemist	insurance	suitable	victim	arresting	helping	territories	signed	concerning	negotiations	resumption	hue	cry	1934	amended	councillors	tt	san	francisco	expects	yokohama	instant	promoters	weihsien	length	170	subscribed	shantung	mado	nanyuan	birthday	inside	legislative	regulations	salaries	lion	forwarded	travellers	restriction	ordinance	peak	fined	magistracy	notify	departure	aug	1st	visitor	named	robert	monday	firing	loaded	rickshaw	drunk	lm	maximum	penal	thrilling	attraction	pavilion	assembled	nv	mm	unusually	casual	lent	keystone	comedy	homo	humour	courtesy	readers	appearing	describing	ignoring	mates	sake	impressions	conveyed	recommendations	nearer	reverse	allegations	backs	ignore	descriptions	ricksha	lively	ire	24th	delivered	address	deserves	pao-chi	exactly	desired	immense	disadvantages	labour	epoch	periods	adjusted	satisfactorily	solve	confront	questions	affecting	regeneration	1911	reformed	eye	tlu	rushed	bu	mistake	transformed	overnight	consequence	wanted	recon	struction	republican	te	beer	disasters	anel	views	harmful	governed	walk	humble	induce	blessing	uttered	pessimism	finances	ebb	administra	expenses	dire	calamities	predicted	nervous	unfounded	rumours	instability	regret	mination	tribune	contained	sensational	reign	terror	existed	perpetrated	wo	wont	goodwill	charitable	attribute	false	belter	altitude	viz	baron	succeed	swedish	consul	co	october	fiom	tokyo	sweden	visit	attach	outgoing	rican	student-	ists	lhe	reception	ibe	250	nile	tim	cli	john’s	attempted	univer-	sities	hosts	federation	excess	nay	disguise	sentiments	eigner	clay	attacking	justified	despised	visible	pression	freedom	anywhere	tc	glory	celebrate	photo	conspicuous	leaves	passes	ar	rive	insert	rest	personage	assumes	seeks	everyone	seeing	penetrated	surface	luxury	semblance	il	idol	honoured	admired	advertisements	wonderful	accomplish	ers	allowance	oct	1924	eldest	appears	frequently	apt	lit	accordance	witn	ox	moulded	rod	spoil	inclinations	bloom	lower	tak	nap	knitting	beside	mv	apple	r	killing	inspiring	talks	gardener	trees	finishing	resumed	nonsense	wishes	motor	car	servants	vou	speaks	specially	cat	puzzled	hey	versus	hardy	behave	fashionable	surprised	increased	leaps	rc	jap	ln	ratio	ju-keng	primarily	do-	pressure	eligible	japa	nese	fluently	children	bitter	lasting	enmity	enemies	flew	throat	minute	kick	assure	objection	extent	marry	instrument	modest	a1	busily	cried	crazy	wane	attractive	faces	murders	robbery	decorated	flags	presence	presenting	cluding	cheers	vigour	seated	java	tang	shao-vi	chuan	su	spoke	happy	samuel	chiu	solo	kiangsu	selecting	suited	tsu	enjoyed	affection	dwelt	portance	characterized	showed	numbering	september	grade	realizes	requires	continuous	alice	romance	troops	mutiny	1940	units	fought	suppressed	chungking	rebellious	soldiers	claimed	ended	casualties	heavy	control	fighting	quiet	eastern	capturing	river	major	sino-	southern	battle	relatively	minor	engagements	southeastern	kiangsi	announcement	expeditionary	formation	wesleyan	america’s	georgia	reputed	139	seymour	residence	sister	sided	bishop	mary	hurried	trip	sungkiang	yat-	cons	unanimous	allen	louise	ethel	bership	subscription	concluded	photograph	singing	mater	song	al-	lair	hearing	sign	preserved	anti-foreign	admits	hospitality	kindly	smiles	hostility	dividual	fewer	difference	relationships	dislike	resent	correspond	ent	finger	ill-feeling	then-	biggest	propagandists	inferior	blamed	sins	offender	circum	stances	except	occasions	arrange	sets	gardens	thrown	careful	perennial	caption	backward	contemporary	editorial	prophet	turmoil	overthrow	ch’ing	profoundly	disappointing	expectation	guiding	paths	prosperity	steady	dreadful	million	infant	famine	murder	spreading	referred	mainly	magazine	sometime	irritation	doubtful	si	petitioners	possibly	foolish	nut	grant	prize	packages	praised	criticised	desirable	homeland	materials	sprung	aided	financially	looking	spain	undergo	similarly	confess	outwardly	manners	refuse	vogue	denouncing	wears	ps	ancestors	concubines	ardent	practi	roosevelt’s	suicide	bland’s	indignant	wn	paragraphs	ass	undue	fi	promulgated	practicable	forbids	statement	entail	meaning	lengthy	quotations	vat-sen	apparent	el	marquis	ito	fre	prime	taels	sixty	w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ke	-i	mic	dailey	temper	prosecuting	cook	hia	yells	waving	sherwood	hutchins	kansas	com-	mel	ue	can-	silva	macao	portugal	hoi	edith	screened	hing	promoter	bus	oft	ahd	spoiled	advancement	setting	lawful	evils	cluster	diversity	warrant	amcrica	arrivals	searching	experiences	thereafter	tentative	uo	1910	gram	rear	pur-	uf	ted	delightful	ious	grasp	or-	matic	16th	jernigan	ix	inc	jjj	bordering	jit	jih	iir	correction	chal	mis-	quotation	vastly	supplemented	prises	alert	tiny	transition	strengthening	cess	hay	whoever	contemplated	scene	shifted	blems	enacted	gree	errors	cans	oppor	operators	faithfulness	ves	daniel	intermarriage	yellow	illustrating	thither	creatures	columbus	conquest	colonization	north-eastern	operates	spanish	settlers	portuguese	brazil	africa	philippines	whites	cuba	fusion	impulse	graphs	advisable	mixture	above-mentioned	breaking	negative	per-	worried	reminds	strange	interference	proves	fell	glasgow	objected	secretly	nephew	99	luck	complex	sian	rocks	them-	divorce	petitioner	martin	assessor	iui	praying	moss	husar	char	proceedings	consented	void	riage	denial	performed	grandson	ancl	deserted	neglected	sa	validity	alimony	peti	nas	docu	valid	complaint	diplo	diplomat	ternational	champion	lations	aliens	prac	tically	confer	koo’s	anticipation	din	ner	ladles	198	^	astonishing	swell	south-western	provin	sors	euro	fei	sai	tut	lym	leges	consultative	depending	tso-lin	weakened	chapei	dn	shangha	thc	ollice	experiment	inspectorate	accountant	ranking	evolution	-the	richard	entrusted	administration’s	dane	accuracy	ducted	attract	inefficient	yun-	hsi-shan	lega	attaches	ceremonial	442	446	449	452	loi	seattle	banned	novelist	hopei-chahar	downright	sages	novels	as-	with-	consul-	present-day	auxiliary	sho	ofl	nerves	emotions	react	seasonal	heights	subtle	characteristics	szechwan	hsiang	cate	mines	bri	tish	sze-	covers	82	tastefully	jack	shanghai-nanking	kwei	item	duet	nominated	sat	kaiser	throw	coat	pere	sounds	furious	internment	presumably	veterans	storage	ceylon	dissolution	dissolved	exclude	hank	wound	deciding	chartered	mercantile	russo-asiatic	specie	banque	interna	pour	netherlands	taiwan	commercially	declines	cheng-	hk	ya	hsueh	proprietor	warned	notifying	ssu	inquire	spared	ex-minister	percent	tsan	kincheng	mao	by-laws	bp	runs	undersigned	exchanges	telegraphed	tirely	emphatic	boycott	acknowledge	ap-	motive	plotting	surroundings	beauties	wang-	shuntien	prohibition	coun-	qf	tashou	chiaho	tai-chi	kuomingtang	cheklang	shao-	kuan	medals	winners	anti-narcotic	tso	chung-chang	fled	chairmanship	co-operative	twenty-one	hartford	shores	fellowships	anhwei	keng	yu-lin	evacuate	lished	withdrawn	renter	forthcoming	proposals	wounding	from-	chapel	sector	lacked	nipponese	terrific	downtown	bombing	paoshan	pang	bomb	boundaries	huge	explosions	highway	observers	hongkew	lied	pootung	acres	canals	wireless	execute	comprises	insisted	metres	franco	prisoner	civilians	om	den	wlu	stopped	ino	sing	nent	poster	ranged	egypt	replace	intimidation	vigilance	agitators	pernicious	abandon	ork	slipped	released	cided	buddhists	nany	favourable	manent	sect	resolu	sp	buddhism	cational	lat	sino-german	ceeding	cooperated	veritable	exceeding	telegraphic	rapidity	broader	destinies	insist	cliques	liberated	continuance	secrecy	fatal	impressed	unlimited	disorganized	inconvenience	stamp	excellence	philosophical	clan	conflicting	loyalty	loyally	insight	readiness	achieved	scrolls	wreaths	beautifully	wal	historian	yenching	world’s	fulfilling	broken	tsinanfu	petitioned	gover	enforcement	racing	eve	riot	recep	hughe	singloh	his-	lid	outlines	vas	brenan	maze	marshall	davidson	arnhold	beale	lamb	bowen	te-chen	brig	-gen	jolly	bong-ping	threo	dining	ticket	ushered	piled	fantastic	hats	ser	interspersed	ngai	sentatives	yard	coining	negotiate	cheerful	respond	youngest	ected	liad	camps	planation	dissension	strata	breath	partition	valuation	foremost	moulding	destiny	germany’s	gorman	conquer	dominate	tempered	consciousness	diligence	consolidate	mony	holy	chain	recognised	ahlo	chorus	leo	lowe	calendar	greeting	ringing	sopher	hoo	wei-teh	interpreter	taotai	junior	evoked	anhui	straits	exposition	chen-	favourite	pupil	trusted	major-general	1898	terior	vice-presidency	formosa	hsun	louza	assassination	gunman	shots	vic	lester	certified	enquiries	shooting	ascertain	personages	radio	broadcasting	pine	paint	painting	chests	relics	expedition	iisu	treasures	mediate	peru	u	aires	chile	truce	bayonet	li-	dl	yester	inent	commander-in-chief	er-	commanders	chiung-ming	endowment	commemorate	constitutionalist	kiong	lum	confucian	iio	businessmen	clark	earl	dome	tics	-k	bachelors	posed	amend	shui	hist	chasing	bazaar	ard	quested	ployed	collect	unpaid	33	servant	larceny	singapore	declares	camp	accusing	converted	jew	airplane	aeronautics	maiden	wenchow	20th	prepara	thv	supervisors	smoke	stacks	roof	cham	iven	brussels	accommodation	exile	sequence	gallant	weights	uniform	facilitating	celebrating	heroic	supervise	yu-	educationalist	ceeded	paintings	painters	yl	lying	kai-	ai-	gangster	96	ood	luantung	retroce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re	siao	mctyeire	conservatory	teas	husbands	dialect	eliminating	roy	ruined	-was	climbed	fence	invaded	anger	officiated	ox-	target	flames	analyzed	ies	277	218	fascist	137	hayashi	conclusively	bloc	justly	dif-	any-	onr	disciplinary	poses	hj	par-	negligible	tael	lean	shares	117	regained	1899	59	3d	314	122	dull	lb	reveal	float	pulled	crane	percy	subordinates	exchanged	escort	wuhan	auth	handbills	cessation	connec	evacuated	tense	northward	jul	supervisory	determining	impasse	conferring	ong	rumor	artillery	trench	insignificant	defensive	entrenched	detachments	9th	reat	11th	overboard	canton-hankow	tracks	shiukwan	default	totalling	800,000	oc-	petitions	villagers	kuangsi	sire	mexican	sweet	ralph	pc	fori	lesser	hammond	me-	nelson	giv	td	wile	cunning	doyen	pott	tonnage	oco	locomotives	chases	immensely	rolling	standardization	lamps	pipes	auditor	tangshan	workshop	barber	recommended	promulgation	tommy	duke	connaught	pension	rebuild	sufferers	superin	bean	beans	markets	shipments	farther	eradicate	1947	hev	lover	andrew	ky	morris	stranack	clifford	portia	ch’in	nyi	oni	attendant	wv	bull	bard	davis	liu’s	quartet	world-wide	russo-japanese	econo	graphed	disturbances	sage	separately	currents	indiscriminate	heng	nanning	dicta	supporter	franchise	rivals	strikes	citizenship	exit	was-	transla	reorganisation	recover	disciplined	feather	emperors	revive	ge	substitution	participating	endanger	dilemma	precautionary	discharged	republicanism	laughed	beforehand	chung-hsiang	birthright	specimen	artisans	sorry	admin	istration	inestimable	manding	reliance	declarations	militarily	one-	besieged	battalions	suppressing	outrage	noise	frightened	occurrence	graphic	ernor	fin	smuggling	lowed	ventures	bristol	aeronautical	gineering	wlio	391	joflre	loom	tenants	meal	pitch	purposely	drug	illicit	deux	engineer’s	constructing	carriage	23rd	snow	foodstuffs	present-	tieh	purchased	workman	jury	liao	dered	delays	assassinate	abetted	looted	policemen	qualify	markable	pointment	shanhaikwan	operate	depleted	untrained	pearance	harvested	tail	bluff	fond	abound	emigration	sao	brazilian	cheh-yuan	ju-lin	-will	subversive	demilitarized	conquering	haig	cocktails	diversion	lhc	location	disappearance	grey	motor-car	nto	rounding	spirited	estimates	fits	todd	bok	twenty-two	-and	marseilles	faked	iml	wet	questioning	cabled	admirer	walden	sidered	whereabouts	communistic	hupch	actress	teh-chen	stressed	qualification	compelling	implicated	organiz	lease	procurator	mows	innovations	0n	assets	fearing	heroes	strife	andi	savior	pie	encroach	1.00	parly	ample	array	ammunitions	sv	princes	j1	hordes	narcotics	contravention	sacrificial	steal	t0	hm	fiat	-ii	classics	token	lung’s	editions	stewart	sumatra	langkat	vided	skirts	ias	cident	vile	leaflets	counteract	intimacy	regent	kansu	turkestan	theatrical	theatres	copenhagen	kuei	processions	clearing	cigarette	1g0	handles	reverses	pong	entertains	feted	good-bye	quarrel	regiments	confucianism	reid	broad-minded	pope	holidays	mier	hsi-ling	ts’ai	throes	darkest	dawning	sans	weeping	teeth	overwhelmed	anv	whv	curriculum	dependency	crippled	bid	swept	stout	framed	cruel	societv	workmanship	aw	ninth	wili	gossip	heal	rude	hose	humane	disloyal	embody	185	telegraphs	ooo	roo	varies	1905	clas	catalogue	polytechnic	cycle	hart	publishes	meager	gue	independently	distances	reopened	housing	10,000	commendable	texts	aggressor	chit	embankment	procession	crush	balcony	terested	cach	inward	vm	twe	contingent	diocese	adult	tub	tbat	39	floating	corners	towed	sponsors	thei	ceive	eurasia	clue	observing	enclosed	bud	telephones	vacancy	eighteenth	97	98	outports	101	105	106	108	hockey	siege	decrees	man-of-war	119	shipbuilding	hiram	culminating	thinkers	ch’eng	hung-chi	iin	bestow	guage	pirate	treacherous	triumph	nection	scrutiny	startling	dam	fearless	lifts	hoad	robin	urgently	helpers	sentative	aurora	volunteered	delayed	scotland	pneumonia	troubled	1948	freshman	well-educated	jy	kia-ngau	rites	sis	northeastern	ids	parent	gard	pave	anion	mor	panic	chers	kindergartens	har	eliminate	revolutionist	staunch	testi	pei-	poets	resigns	manoeuvres	pendent	ivc	hire	sanatorium	hungjao	commis-	imposing	heating	builders	s2	illinois	photographic	murphy	marconi	circus	barely	sergt	mackenzie	competed	discus	despatches	congressmen	infantry	motored	congressman	si-	dine	loves	indulging	slang	morton	dared	noticeable	contention	herbs	terminology	afoot	neal	shields	licensed	entertainers	sm	unl-	alternate	yesterday’s	furnishing	refund	credence	instructs	hanging	beam	semi-	smoker	kian	cordon	248	proletariat	agita	illiterates	gloom	dialects	expired	ching-wei	forwarding	transit	licenses	biographies	publisher	reich	salute	oscar	waichiaopu	headquarter	addi	staffs	mote	procured	comers	bars	engineer-in-chief	charter	bain	tackled	appreciative	capitalization	expenditures	surer	age-long	helpfulness	extraction	routes	geography	fv	tali	struggles	self-determination	diseases	reasoning	breaks	wondered	reconciliation	endow	gap	intensified	pains	tempt	tolerated	apathy	responding	gulf	widen	seng	teng	alleges	provi	d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	flies	slender	visi	bullets	implements	mercenaries	sham	rolled	mf	khan	reaped	backbone	millet	hum	burnt	self-interest	principally	uan	penses	good-will	oversea	schurman	gorges	trips	liabilities	repentance	explicit	imme	investiga	dong	shing	nk	ks	extends	ezra	myers	1010	pole	gene	volun	1m	deferred	conversations	stabilization	currencies	praiseworthy	sweep	impracticable	alarming	locomotive	211	additions	2-1	fur-	24,000	mileage	ating	barrow	0-	limelight	cheapest	fro	exper	8,000	ried	sokolsky	forecast	anarchists	antagonism	despotic	centralized	mastery	anglo-american	unfriendly	manipulation	reactionaries	partisans	reorganizing	outskirts	forma	testing	tung-	anti-christian	discoveries	indirect	phonetic	patch	sympathetically	nun	resi	tracing	brick	laboratory	neat	twenty-six	potatoes	corn	forging	tents	lodging	swinging	overthrowing	marched	unavoidable	drums	excite	mako	festivities	lanterns	kit	fung	celebra	trumpet	shouting	ether	filipinos	sights	cradle	fittingly	make-up	laundry	revise	maps	discourage	chop	embraced	anti-chinese	gamblers	attaining	far-sighted	embrace	deplored	sharply	frowned	prejudiced	authentic	vious	opium-smoking	understandings	crusade	5.15	patrons	ariyoshi	opium-	ivan	fleming	isaac	hawks	acceptances	emphasizing	betrayed	holi	rudiments	makers	ross	poppy	constabulary	yates	bachelor	fortable	immature	communal	reed	2s	commander-	d-	yueh	hupei	sino	festivals	ivi	mulberry	shoots	species	sheet	crepe	truman	pore	satin	brocade	post-graduate	nected	smash	whither	kweilin	unchanged	huai	4,000,000	ofllcc	171	154	ico	moo	demolition	width	1885	chuen	regula	plantation	dm	ghisi	marden	gordon	foreshore	collins	colorado	bernard	wee	bann’s	tensive	balls	irst	sacrifices	ite	men-of-war	amur	ara	ripley	traces	seals	shield	plat	dormitories	chur	hinterland	theless	terrorists	editor-in-chief	firstly	quence	tutors	paration	time-	proposing	stimulating	flows	weaving	regain	negotiable	innocent	bye-laws	essence	upheld	censor	autocratic	censors	likin	octroi	fengtai	levying	bedding	agrarian	emphases	roots	hanking	uuu	2000	s5	172	dyeing	lepers	patronized	taichow	woods	yangchow	leper	triple	2g	camera	alist	brother-in-law	attire	taoyin	princess	conquered	commandeered	revenge	xo	aggravated	cially	chahar	vice-admiral	fri	one-fourth	permits	harris	yonai	subsidies	consulted	fans	iis	classic	cau	tracts	concentrated	boad	numbered	shout	laugh	strangers	yarns	costing	dearth	jamieson	254	humiliation	rioting	the1	throwing	gould	amalgamation	mah	boynton	anne	fearn	lacy	lunt	indemnities	ferences	butler	fleeing	messenger	lynn	evenings	twelfth	institutional	printers	980	450	superstition	drafts	sino-french	disarm	marking	judg	deprive	discriminate	pretence	scarcity	cocoon	wayfoong	category	en-yuan	sacri	repudiate	3.30	spect	altar	centra	jong	portions	shopping	facility	good-	grievous	iby	translating	consequences	structures	bolshevist	revolutions	testament	apostle	chi-sen	sal	parcel	rout	tank	machine-guns	mated	concealed	semi	trenches	vainly	l1	lll	jp	joseffo	monastery	carson	wesley	monk	kwantung	distribute	spies	dls-	demarcation	hund	meters	blank	tinues	persisted	define	tooth	nail	symbol	evolved	blockade	levied	taxed	certainty	tiling	squeezing	interval	starve	tenghsien	jane	473	474	481	483	486	485	painful	487	480	495	jockey	601	mokanshan	603	503	504	507	611	goo	ivas	191s	travelers	traveler	charms	pleases	obata	obata’s	ultimatum	minded	1892	1901	garding	tern	lug	hangehow	baldwin	thee	hymns	resting	insertions	roadster	240	ads	under-	-on	evidences	y’s	capitol	deserved	outsiders	15,000	marvellous	amination	wounds	gratification	tze-chi	cnnton	190	davies	andrew’s	lordship	u1	puppets	precaution	surveillance	watt	fukicn	awake	incidental	russia’s	pamphlets	typewriting	shorthand	ger-	internally	external	stability	akin	mohammedans	versation	meditation	scripture	utterances	hans	ying-chin	meritorious	wuhu	kawagoe	malicious	linked	overlook	ordained	monks	discontinued	omnibus	repairs	sportif	requirement	expulsion	brothel	dimensions	tactics	reject	advances	trap	clauses	157	158	solu	violating	fights	mii	mon-	grief	shih-ch	heavily	startled	overhead	beams	actresses	num-	cameron	min-yi	wiu	bei	receiver	calamity	lamont	forefront	affaires	alcohol	distillery	long-	determine	filial	piety	olive	lucy	readable	quicker	indo-china	lunar	recalling	connects	fortnightly	knocked	soliciting	rou	modification	imperialist	cercle	bravery	righteousness	creeds	fingers	eu	assertion	87	92	pien	smokers	yam	brothels	wanhsien	flights	bleaching	oan	199	womanhood	competing	lw	lacquer	secrets	cater	graham	horn	sinclair	hl	iion	ernest	chemulpo	blunt	predecessor	uh	i’s	scientists	reformers	hami	lhasa	dependencies	yen-	tientsin-	viceroys	yuch’uanpu	tientsin-pukou	hsiin	granting	kung-pao	yii	legates	reinforce	concentration	plots	18th	revolvers	frustrated	averted	poured	abortive	executions	seditious	blessed	purse	dim	theaters	pulse	multitude	world-	renowned	prejudices	hiring	clarke	650	produc	fabrics	knitted	tran	stockings	dozens	predominant	spin	automatic	ruth	tanaka	fifteenth	autonomy	appointing	substantive	endure	tartar	carts	trousers	knees	bene	policeman	tightly	piles	memorials	nobles	edict	rows	smiling	jin	r0	wandering	fiery	disadvantage	positively	modelled	contribu	laborer	countryside	domain	fruitful	ving	attitudes	mystical	contemplation	disclosed	glories	altruism	chengchow	hsuchow	occurrences	taian	cottages	vide	epidemics	bulletin	340	arbitrarily	regional	labors	onice	approves	monetary	signi	oppression	emotion	perish	financing	overland	pletely	frontage	flats	bargain	wlth	kicked	attends	che-	taotais	13,000	sawyer	3,000,000	oases	allege	bids	drain	cheeloo	xorth	assis	punitive	excited	anhwci	hard-working	ireland	rogers	resignations	macleod	journalistic	crease	kerr	archibald	roofs	mercy	untouched	vividly	strikingly	anglo-japanese	bribe	washed	tbey	drying	ort	steen	philadelphia	placards	howard	vestigation	tension	typhoon	sink	ible	clash	strained	restore	bun	darroch	calcutta	subsidiary	gallagher	britian	ans	bination	mounted	stenographer	impos	illiteracy	imply	indians	blem	moments	tribal	lonely	sentimental	plained	gra-	infringement	accusations	quarrels	landscape	artistic	legally	persecution	chun-hsuan	shiuhing	commissioned	provincials	concentrate	moukden	462	subsidy	males	344	females	803	530	chinghai	1034	invade	immigrants	moth	neighboring	offset	landowners	unfurnished	yenchlng	duball	rental	233	307	13234	1271	lafayette	szcchuen	roomed	self-contained	ofllce	2134	1272	383	saloon	159	422	424	179	areola	psychic	palmer	15100	1008	helen	piper	11355	14029	godowns	pantry	155	11430	1042	2140	11133	quar-	cnc	massage	bedrooms	oarage	violet	treatments	typewriters	klangse	11875	749	phone	15190	599	exploit	governor-general	converse	quarantine	condensed	stern	resource	cautious	cheek	invaluable	investigator	creature	pushed	sec-	chang-	pedestrians	quest	atrocities	feudal	road-	siangtan	360	construc	surtaxes	concentrating	dykes	flooded	440	shasi	buses	trucks	rail-	success-	forty-two	twenty-three	theism	tzu	worded	graded	vanguard	jfl	willingly	shi-kai	english-	correctly	assem	employs	cv	260	borrowing	jung	14th	tso-	moun	caus	hong-	7,000	south-eastern	concubine	loved	comrade	hidden	housed	senti	annoyance	rouse	oblivious	enlarging	paoting	vants	wheels	exactions	prisons	flooding	pers	hou-chi	hsu’s	chan-yuan	partnership	traveller	careless	contrasted	downfall	facturing	obeyed	loudon	towers	descend	collectors	laden	acreage	cashiered	rescript	alongside	armament	hydraulic	reason-	hinder	plished	versailles	congenial	ducts	honourable	prey	catering	masonry	spectacular	genuinely	emblem	attaching	automatically	alston	misrule	extinction	inflicted	motorcar	1017	restrictions	chops	ostensibly	proportions	fiftieth	howe	proval	mossop	sisting	munition	1011	crs	jurisprudence	bang	ager	ohn	constables	fines	betty	bourne	vers	mitchell	spence	cave	degradation	threatens	inculcated	330	pensive	chung-chi	mo-	counsels	erroneous	hodgkin	recognizing	mercenary	vacate	watchmen	garages	hanoi	kongmoon	arch	resuming	karakhan	yunnanese	forests	222	224	204	moslem	detriment	shirt	gorgeous	jews	thrust	heroism	bogus	worldly	ghost	fused	harassed	mand	cai	obesity	fatigue	debility	masseuse	manicure	1191	lavatory	verandahs	18770	calatronl	dwellings	138	marcel	darre	bldg	5-7	waldemar’s	apts	refrigerator	13054-15825	451	rood	venereal	urinary	10-1	4-fl	14422	71133	2469	gradow	11-1	4-8	230	helfenstein	17092	genito	2-6	14413	14754	chemicals	cts	rugs	esso	453	12170	leftist	streng	rage	chronic	substitutes	leav	vienna	inde	homage	reigns	enlargement	mohammed	bodily	jemadar	squeeze	singh	mcneill	-10	lyuh	25,000	gratefully	exterminate	taipan	endurance	congratulation	duate	foil	dwellers	poteat	bos	laura	swan	acre	marie	comer	expeditions	shih-tseng	citroen	persia	limitation	tributes	miracles	inherited	deference	mation	cne	joints	formosans	bona	fide	gam	floors	ashes	622	623	625	crash	626	627	628	630	volunteers	638	court-	rex	615	spe	yee	jackson	establishes	discarded	distributors	-p	queer	mar-	facial	privacy	kenneth	norris	bennett	lenin	leniency	thompson	houghton	deposited	injure	compatible	amuse	glowing	insect	exploration	tsou	liquor	tombs	pulpit	skies	46	magic	babies	challenges	individualistic	britisher	miseries	bled	paotingfu	ch’ien	shrubs	cardinal	doubtedly	rife	motors	advertisement	nash	inspectors	traversed	tilings	catholics	morphia	atkinson	gendarmes	mountainous	needing	programmes	matthew	statesmanship	periodical	j0	rational	terminate	hsii	memorialized	mou	tei	shed	vitality	obscure	yangtszepoo	leeds	supplementary	chester	extermination	pre-war	contem	queen’s	yat-scn	struggling	242	madras	recruits	sill	audited	calmly	liar	keh	214	384	183	census	drops	vanished	gratify	124	quotes	373	amour	adversely	unsolved	prolong	leonard	kepler	lice	271	challenging	merchandise	ivory	breadth	dye	exploited	thine	monev	tame	tsien	hibition	heavens	emperor’s	applauded	ambas	sador	emotional	i7	deve	lopment	dig	waterway	linking	troduced	reactions	northeast	441	weil	wha	dedication	tablets	evangelist	mb	revolts	peh	if-	alias	veto	175	trate	kalee	defendants	frost	cares	windows	protestant	resurrection	commun	squads	recogni	renounced	outposts	noulens	closest	pledging	dispatches	independ	chii	amicably	687	347	343	482	enquirers	345	moslems	213	tract	279	416	414	413	238	456	reflected	image	404	463	322	knight	605	408	448	403	t’ai	endeavours	infected	taiyuan	kuominchun	transporta	forty-	obnoxious	kmt	impeachment	375	556	chita	590	592	operator	mobilize	deliberations	cerning	nished	implicit	i11	therefor	banknotes	lanchow	missioners	severance	sunk	1031	accounted	poll	anarchy	breaches	charts	momentum	defences	cruisers	ening	forty-five	kweiyang	functionaries	follower	alabaster	oom	sed	czar	reporters	agnes	differently	savage	massacred	birthplace	tun-ho	chef	anchored	twenty-four	adhere	terri	rug	chung-yu	compradores	apanese	denominational	gion	becom	secular	peck	countess	danish	lieutenant-general	coltman	tnd	pilgrimage	foods	commodious	lounge	bro	tories	transitional	sibilities	pastry	bravely	raging	idols	nearing	eel	entity	zealous	perseverance	sud	smallest	sleeping	offenders	inquirers	torture	self-defense	shepherd	awful	joss	ffi	joke	inferred	sleeves	analyze	touches	bobbed	appraisal	shackles	specifications	remittance	188	attics	foch	holper	10734	gar	arcade	mohawk	shoemaker	poration	severed	parlour	10-12	matron	kennedy	amity	disgruntled	emulate	vacuum	tachienlu	libel	query	organisa	738	montauban	parture	suitably	venue	musicians	signor	jubilee	adelaide	wagner	occasioned	outlying	creditors	burton	tramways	stripped	patrols	shaohing	pencil	hollywood	normally	barbarians	precepts	arsenals	2,500	translators	high-class	nance	airdrome	steep	noting	corporal	downward	nat	log	piao	levies	fallow	1800	dictates	fishery	totals	concerted	nesday	changteh	formula	bird	sanitarium	newcomer	stretching	jar	benjamin	suffrage	mora	knots	virile	fright	apprehended	conceal	mornings	well-trained	anti-communist	merger	kicking	councils	sampan	kashing	appoints	all-china	liberation	fleets	barometer	swallowed	johnston	chilili	theie	aerodrome	fu-chu	yung-tai	melotto	fowchow	brandt	pakhoi	captives	timothy	strauss	ch’uan-lin	heavenly	exalted	pest	eng-	sino-soviet	panchan	lama	armaments	open-	fides	neck	baptized	self-support	162	295	410	mobile	taoism	nue	influencing	intimately	purity	self-seeking	baptism	ency	ved	has-	overseer	currently	hern	kennel	abend	defective	far-	gillespie	paints	pianist	excellencies	tsungli	successive	corean	corea	keys	sumption	campbell	portland	oregon	airways	reviezv	inspire	persecuted	ankuochun	thes	tinder	eleventh	wu-	1u	dentistry	regaining	varnish	everlasting	sprang	god’s	fulfilment	348	helmick	tolerant	tso-ling	categorically	calculations	entirety	cularly	hese	garrisons	poland	blown	huchow	averaged	forcible	beds	old-style	perry	augusta	long-distance	gineer	frelupt	buick	newly-appointed	massacre	commissar	seasons	cadet	borodin	bias	consistently	adjustment	modernizing	christ’s	feng-	tackle	insulted	overtures	constitutionalism	precedents	shimonoseki	keenest	griffith	slept	accom-	lity	berth	lamas	macgregor	=	collaco	lambert	107	boilers	vacated	fortified	crux	generate	frenchman	17,000	toronto	eddie	bother	kc	1030	rivalries	disagreement	oncc	terial	kyoto	sikh	lincoln’s	hsun’s	viceroyalty	queues	memorialist	insurrection	wenhu	eclipse	fliers	converts	extravagance	accession	prayed	feasts	dictation	survival	instigated	229	231	232	tait	234	247	259	262	203	gn	soccer	flowing	coinage	gaiety	appendix	disregarded	verse	scriptures	339	tien-fang	happenings	dixwell	unlawful	forthwith	curb	penetration	134	owen	147	156	161	163	184	emporium	conductor	-ai	conven	willard	gar-	assurances	resorted	kupfer	alty	lln	warlords	gilman	emergencies	gums	tiff	lancashire	luanchow	culty	typically	thority	poles	admittedly	lung-hai	proclaim	pause	cod	nerve	opportune	suspicions	smugglers	kiao-	sengers	debated	recommending	fritz	hughes	7.00	8.00	tur	proctor	ts’ao	paokuang	1879	compiler	pedicure	experi-	files	bath-	9-10.30	2-4	kassoff	4-6	bartlett	681	cations	1,800	painter	necessitate	np	rond	gardening	audacious	waking	crystal	dictum	infection	toys	atomic	ingenious	colleague	kin-han	00,000	t’ung	alas	cartoon	20,000,000	depositors	similarity	prevails	ranges	surmised	motions	celestial	grazing	annexed	feed	hurrying	willingdon	soothill	consumers	tea-	simpler	shaped	straw	cottage	walsh	discretion	preciation	waterways	logan	aborigines	coopera	kinhan	hemp	pearce	smell	288	244	awaken	digest	andrews	depreciation	implied	sians	intervene	dictatorship	bourgeois	fruitless	adventurers	impotent	permeated	undermine	defect	eisler	feudalism	levels	tse-tung	velopment	basin	allman	inexperienced	bour	statutory	harmoniously	1882	unsuccessful	318	321	324	325	326	328	327	329	332	salesman	333	336	337	341	diamond	342	351	text-books	477	445	anhwel	454	457	458	459	464	468	479	chinese-owned	reorganised	intelligentsia	spirituality	lofty	overcoming	pregnant	trick	disgusted	sects	warnings	groundless	460	unfavourable	dr-	illegally	resisting	dogmatic	operatives	textiles	manders	nuts	deposed	imagined	taotai’s	ceded	russo-	forego	sanctuary	317	unifying	revelation	peasantry	oils	intriguing	soup	network	exhorted	morriss	ch’ang	show-	numerically	edmunds	vate	parisian	sworn	confessions	drilled	eleanor	stalin	generalissimo’s	optional	kunming	1939	iter	charlie	yutang	punishments	handicaps	inscriptions	soeurs	instantly	penetrating	149	shortest	scouting	disbanding	statutes	exten	denominations	shearer	blocks	speculative	averages	rediscount	actuated	discomfort	bloodshed	stadium	robbing	convicts	designate	fischer	shrewd	reorganiza	partments	nepotism	crept	hsuchowfu	haichow	fighters	rebuilding	165	wrecking	trotsky	mansions	ironsides	1032	hymn	unnatural	ordination	cashier	pullers	discounted	divorces	barnett	850	420	ift	oad	402	schedules	invincible	fuller	middleton	dairy	surveys	hunter	tsao’s	mun	roa	kwangsi-ites	five-year	grabau	obliga	heed	shine	hwei	380	365	pronouncements	belonged	ordinarily	straightforward	bingham	realism	categories	tow	k’ang	shalt	signifies	evangelical	saints	requisites	medicines	condemning	esq	tyler	vented	bibles	saturdays	trends	forceful	horrors	panchen	pontiff	offend	confirm	cocoons	gener	belongings	1,600	sand	waging	pingyang	courier	magis	tsung-jen	36313	bourgeat	three-room	pino	16151	44453	duval	palmist	15426	720	12.15	1.30	phono	4-0	establish-	canvassers	colorful	implications	bank’s	vir	southeast	stretched	provoke	9-12	lady-teacher	offlce	32527	bundles	745	attrac-	1037	chevrolet	optical	eyes-	frame-fitting	prescription-work	798	93895	14785	semi-detached	convent-	740	20349	cheap-	2104	11669	847	rte	181	281	groceries	oz	alternating	volts	amps	bookkeeper	236	243	pitt-	typing	chris-	typist	inorganic	difficul	speculators	2-0	grosvenor	219	pm	283	08	woodbridge	denomination	medieval	clarification	fighter	essex	kitchens	co-education	wines	piloting	pari-mutuel	pih	mortgage	reciprocity	1028	urology	dermatology	358	14020	30,000,000	steinmann	violently	reconciled	lated	seward	obstruction	sidelights	self-governing	lieh-chun	serums	brake	petain	recruit	biblical	disputed	02	tourings	sedans	roadsters	coupes	74400	two-room	hag	rade	consumer	genial	edgar	attic	14330	blvd	tones	barton	ligious	defy	posals	3-7	applj	four-roomed	tyres	blades	426	tol	steno-	bethel	ch’i	chamberlain	kung-cho	corbett	obedience	uneasy	disruption	tiffins	mistresses	vicissitudes	extravagant	herewith	agony	stant	ould	1893	722	func	dictator	hereditary	onl	drainage	schneider’s	precision	onward	leighton	adherence	popu	pressions	drummond	coffee	pestilence	impulses	decreed	385	395	obedient	struggled	letting	readings	hoarding	fairness	tcl	miserably	pharmaceutical	liberals	prostitutes	commonplace	visions	deceived	367	732	1941	35,000	goats	replacement	coats	furs	garment	nineteen	chientao	luggage	entrances	ratified	dalai	synod	nation-	bricks	355	fraternal	seizing	accidental	hongkong’s	blueshirts	amnesty	uprisings	cant	siao-en	snake	albia	keele	ont	kung-	tk	domes	navies	depots	broadly	09	manchuli	conservation	oral	gressive	slavish	reverence	permanence	ecclesiastical	elevation	coppers	devout	grouchy	15527	370	yung’s	shifting	263	ting’s	army’s	mobilized	252	widler	195	burklll	lading	flush	pets	applv	regulated	deported	superintendents	exp	tiles	merged	raven	rosenfeld	guerilla	ch’un	lama’s	173	438	statute	tribunals	zero	beginners	447	353	mentions	symbols	baghdad	descent	tier	firemen	annexation	lattimore	incalculable	unseen	felony	178	bnt	ob-	centred	392	ball-	vaughn	reformatory	smug	ninghsia	drifting	accuses	perished	2-roomed	maresca	364	ghetto	proportionate	concubinage	modestly	truths	cycles	tourer	coupe	cyl	renault	packard	1,000.00	proclaiming	judicious	towels	rampant	refrained	belligerent	infinitely	abandonment	keener	outrageous	ier	rats	emerging	democrats	iiis	1484	divinity	devastation	rejuvenation	hsikang	verbally	yearning	simultaneous	resultant	litigation	liangkiang	viceregal	dynamite	authorised	chauncey	maj	adapting	humiliations	endured	ulterior	11.30	austen	providence	437	18.00	23.00	75,000	confucianists	earthly	incorporate	boiler	354	bath-room	15455	trans-siberian	centenary	bub-	frauds	resemble	mildred	petit	itagaki	pengpu	diaz	varnishes	invasions	pitals	yuet-han	pb	consecrated	liuchow	dynastic	389	speculations	buffer	logically	prophetic	361	eva	judgments	multitudes	kaiping	warden	gowdy	walled	impoverished	apologetic	typewritten	counter-revolutionary	rebellions	guerillas	salient	tians	1880	abundantly	currie	differing	patrick’s	assessment	thickly	ween	banished	kagawa	disintegration	cooperatives	communist-	compounds	surviving	mercier	purification	sugar-cane	153	centrifugal	sheppard	369	yangtsepoo	pawnshop	giants	yankees	rays	nolle	coffers	reckon	dragons	special-type	hulk	chouanhui	cruising	374	servia	cruz	127d	10151	two-roomed	moder-	12.00	bolls	curtain	philosophic	390	lolo	lolos	bishops	hindu	antiquity	etiquette	hanks	tihwa	panel	taierchwang	sharples	super-centrifuge	permanency	concept	literal	breezes	2-8	68222	443	167	czarist	buoy	349	affirmed	wutai	kingdoms	359	p’ing	planets	doihara	1599	8222	denly	xii	viceroy’s	janssen	589	arita	kita	363	kaier	northrop	197	397	sikong	brooke-smith	anti-religion	rioters	ibid	396	795	394	378	yedo	swen	kwang-nai	14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Each row in the matrix represents a sentence, and each column, a word.

As we want to generate a network graph of words that collocate with the term “returned”, we use the calculateCoocStatistics function to determine which words most strongly collocate with our target term (returned). Only the 20 most frequent collocates are displayed:

# load function for co-occurrence calculation
source("https://tm4ss.github.io/calculateCoocStatistics.R")
# define the term
coocTerm <- "returned" 
# calculate co-occurrence statistics
coocs <- calculateCoocStatistics(coocTerm, rs_dfm, measure="LOGLIK")
# inspect results
coocs[1:20]

##   students    student    chinese        one      china        now         mr 
##  4095.0846  2595.7659  2148.6776  1453.2374  1444.9118  1338.8444  1326.4172 
##       time       many    present   american        new      first        men 
##  1178.3054  1158.4232  1148.7722  1057.1066  1047.6588  1038.7318  1036.5315 
##      years government   shanghai      among    foreign       also 
##  1020.2122  1019.6377  1016.7859  1015.6404  1011.5797   994.1775

We now reduce the document-feature matrix to contain only the top 20 collocates of “returned”:

redux_dfm <- dfm_select(rs_dfm, 
                        pattern = c(names(coocs)[1:20], "returned"))

redux_dfm

## Document-feature matrix of: 10,499 documents, 21 features (76.9% sparse).
##        features
## docs    many men shanghai chinese returned students china student american also
##   text1    1   1        6       3        8        2     1       5        2    1
##   text2    2   0        0       1        8        6     1       2        1    0
##   text3    0   1        0       1        5        2     4       3        1    0
##   text4    0   0        0       0        0        0     2       0        0    0
##   text5    0   0        0       0        0        0     1       0        0    0
##   text6    0   0        0       0        0        0     0       0        0    0
## [ reached max_ndoc ... 10,493 more documents, reached max_nfeat ... 11 more features ]

Now, we can transform the document-feature matrix into a feature-co-occurrence matrix as shown below. A feature-co-occurrence matrix shows how often each element in that matrix co-occurs with every other element in that matrix:

tag_fcm <- fcm(redux_dfm)
tag_fcm

## Feature co-occurrence matrix of: 21 by 21 features.
##           features
## features   many  men shanghai chinese returned students  china student american
##   many     7285 9643     7863   32571     6260    12665  31073    4541     6296
##   men         0 7972     6259   27597     7355    12789  25999    4316     6170
##   shanghai    0    0    15883   33257     8487    10991  30149    3571    11468
##   chinese     0    0        0   91895    27010    44819 135400   19002    33090
##   returned    0    0        0       0     6206    16528  22731    7752     6973
##   students    0    0        0       0        0    22694  39050   11961    13011
##   china       0    0        0       0        0        0  83795   14388    34366
##   student     0    0        0       0        0        0      0    3413     3527
##   american    0    0        0       0        0        0      0       0    11713
##   also        0    0        0       0        0        0      0       0        0
##           features
## features    also
##   many      8294
##   men       6677
##   shanghai  6993
##   chinese  24765
##   returned  4635
##   students  8696
##   china    23166
##   student   2882
##   american  5217
##   also      4011
## [ reached max_feat ... 11 more features, reached max_nfeat ... 11 more features ]

Using the feature-co-occurrence matrix, we can generate the network graph which shows the terms that collocate with the target term returned with the edges representing the co-occurrence frequency. To generate this network graph, we use the textplot_network function from the quanteda.textplots package:

library(quanteda.textplots)

textplot_network(tag_fcm, 
                 min_freq = 1, 
                 edge_alpha = 0.1, 
                 edge_size = 5,
                 edge_color = "purple",
                 vertex_labelsize = log(rowSums(tag_fcm))*0.9)

Association Strength

We can also visualize the collocation strength through a simple dot chart.

First we compute the strength of each collocation:

coocdf <- coocs %>%
  as.data.frame() %>%
  dplyr::mutate(CollStrength = coocs,
                Term = names(coocs)) %>%
  dplyr::filter(CollStrength > 1000)


kable(head(coocdf), caption = "First 6 rows") %>%
  kable_styling(bootstrap_options = "striped", full_width = T, position = "left")

First 6 rows

	.	CollStrength	Term
students	4095.085	4095.085	students
student	2595.766	2595.766	student
chinese	2148.678	2148.678	chinese
one	1453.237	1453.237	one
china	1444.912	1444.912	china
now	1338.844	1338.844	now

Then we plot the collocates. Only the strongest collocations are displayed (strength > 1000):

ggplot(coocdf, aes(x = reorder(Term, CollStrength, mean), y = CollStrength)) +
  geom_point() +
  coord_flip() +
  theme_bw() +
  labs(title = "Most frequent collocates of the word 'returned' in the RS corpus", 
       x = "Collocate", 
       y = "Collocation Strength")

The chart shows that students and student are collocating more strongly with returned compared to any other term (which is unsurprising, of course). It would be more useful to explore the collocates of the bigram “returned student”. The next most frequent collocates are “function words” such as one, now, Mr. or expected terms such as China - which we could remove during the pre-processing stage in order to obtain more meaningful results.

Dendograms

Another method for visualizing collocations are dendrograms. Dendrograms (also called tree-diagrams) show how similar elements are based on one or many features. As such, dendrograms are sued to indicate groupings as they show elements (words) that are notably similar or different with respect to their association strength.

To use this method, we first need to create a co-occurrence matrix using the Matrix package:

library(Matrix)

coocurrences <- t(rs_dfm) %*% rs_dfm
collocates <- as.matrix(coocurrences)

coolocs <- c(coocdf$Term, "returned")
# remove non-collocating terms
collocates_redux <- collocates[rownames(collocates) %in% coolocs, ]
collocates_redux <- collocates_redux[, colnames(collocates_redux) %in% coolocs]
# create distance matrix
distmtx <- dist(collocates_redux)

Then we generate a distance matrix from the co-occurrence matrix:

coolocs <- c(coocdf$Term, "returned")
# remove non-collocating terms
collocates_redux <- collocates[rownames(collocates) %in% coolocs, ]
collocates_redux <- collocates_redux[, colnames(collocates_redux) %in% coolocs]
# create distance matrix
distmtx <- dist(collocates_redux)

We create the hierarchical cluster object using the distance matrix as data and “ward.D” as the linkage method:

library(cluster)

clustertexts <- hclust(    
  distmtx,                 
  method="ward.D2")        

Finally, we visualize the collocations as a dendograms:

library(ggdendro)
ggdendrogram(clustertexts) +
  ggtitle("Terms strongly collocating with *returned*")

Biplots

An alternative way to display co-occurrence patterns are bi-plots which are used to display the results of Correspondence Analyses. They are useful, in particular, when one is not interested in one particular key term and its collocations but in the overall similarity of many terms. Semantic similarity in this case refers to a shared semantic and this distributional profile. As such, words can be deemed semantically similar if they have a similar co-occurrence profile - i.e. they co-occur with the same elements. Biplots can be sued to visualize collocations because collocates co-occur and thus share semantic properties which renders then more similar to each other compared with other terms.

We load the necessary packages to perform correspondence analysis:

library(FactoMineR)
library(factoextra)
res.ca <- CA(collocates_redux, graph = FALSE)

We plot the results:

fviz_ca_row(res.ca, repel = TRUE, col.row = "gray20")

Alternatively, we can use Factoshiny and explor to facilitate the exploration and improve the visualization.

Explore the results with Factoshiny:

library(Factoshiny)
Factoshiny(res.ca)

Note: the results are not displayed, just remove “eval = FALSE” to run Factoshiny/explor

Explore the results with explor:

library(explor)
explor(res.ca)

library(explor)
res <- explor::prepare_results(res.ca)
explor::CA_var_plot(res, xax = 1, yax = 2, lev_sup = FALSE, var_sup = FALSE,
    var_sup_choice = , var_hide = "None", var_lab_min_contrib = 0, col_var = "Position",
    symbol_var = NULL, size_var = NULL, size_range = c(10, 300), labels_size = 10,
    point_size = 56, transitions = TRUE, labels_positions = NULL, xlim = c(-0.235,
        1.09), ylim = c(-0.521, 0.808))

The first dimension captures more than 43% of information, and the second more than 13% (56% in total). As expected, student and students are the two words that most strongly collocate with our target word returned as thre three words are plotted in close proximity.

The advantage of the biplot becomes apparent when we focus on other terms. For instance, the biplot also reveals other collocates such as Chinese and foreign or China and government. Moreover, the latter are plotted at a huge distance from our target word returned and its strongest collocates, which suggests that the words government and China rarely co-occurred with returned student(s). Surprisingly, the word American is also remote from our target word. We shall beware of not over-interpreting the distance, however, since the link between returned and student is so strong that it eclipses more distant, yet meaningful, co-occurrences. The collocate returned student(s) should be treated as a bigram of we are to highlight more substantial collocations.

Determining the significance of collocations is therefore a crucial step for interpreting them correctly.

Determining Significance

In order to identify which words occur together significantly(1) more frequently than would be expected by chance, we have to determine if their co-occurrence frequency is statistical significant. This can be done wither for specific key terms or it can be done for the entire data. In this example, we will continue to focus on the key word returned.

To determine which terms collocate significantly with the key term (returned), we use multiple (or repeated) Fisher’s Exact tests which require the following information:

• a = Number of times coocTerm occurs with term j
• b = Number of times coocTerm occurs without term j
• c = Number of times other terms occur with term j
• d = Number of terms that are not coocTerm or term j

In a first step, we create a table which holds these quantities:

# convert to data frame
coocdf <- as.data.frame(as.matrix(collocates))
# reduce data
diag(coocdf) <- 0
coocdf <- coocdf[which(rowSums(coocdf) > 10),]
coocdf <- coocdf[, which(colSums(coocdf) > 10)]
# extract stats
cooctb <- coocdf %>%
  dplyr::mutate(Term = rownames(coocdf)) %>%
  tidyr::gather(CoocTerm, TermCoocFreq,
                colnames(coocdf)[1]:colnames(coocdf)[ncol(coocdf)]) %>%
  dplyr::mutate(Term = factor(Term),
                CoocTerm = factor(CoocTerm)) %>%
  dplyr::mutate(AllFreq = sum(TermCoocFreq)) %>%
  dplyr::group_by(Term) %>%
  dplyr::mutate(TermFreq = sum(TermCoocFreq)) %>%
  dplyr::ungroup(Term) %>%
  dplyr::group_by(CoocTerm) %>%
  dplyr::mutate(CoocFreq = sum(TermCoocFreq)) %>%
  dplyr::arrange(Term) %>%
  dplyr::mutate(a = TermCoocFreq,
                b = TermFreq - a,
                c = CoocFreq - a, 
                d = AllFreq - (a + b + c)) %>%
  dplyr::mutate(NRows = nrow(coocdf))
# inspect results
datatable(head(cooctb, 100), rownames = FALSE, options = list(pageLength = 10, scrollX=T), filter = "none")

We now select the key term (returned). If we wanted to find all collocations that are present in the data, we would use the entire data rather than only the subset that contains selection:

cooctb_redux <- cooctb %>%
  dplyr::filter(Term == coocTerm)

Next, we calculate which terms are (significantly) over- and under-proportionately used with selection. It is important to note that this procedure informs about both: over- and under-use! This is especially crucial when analyzing if specific words are attracted o repelled by certain constructions. Of course, this approach is not restricted to analyses of constructions and it can easily be generalized across domains and has also been used in machine learning applications:

coocStatz <- cooctb_redux %>%
  dplyr::rowwise() %>%
  dplyr::mutate(p = as.vector(unlist(fisher.test(matrix(c(a, b, c, d), 
                                                        ncol = 2, byrow = T))[1]))) %>%
    dplyr::mutate(x2 = as.vector(unlist(chisq.test(matrix(c(a, b, c, d),                                                           ncol = 2, byrow = T))[1]))) %>%
  dplyr::mutate(phi = sqrt((x2/(a + b + c + d)))) %>%
      dplyr::mutate(expected = as.vector(unlist(chisq.test(matrix(c(a, b, c, d), ncol = 2, byrow = T))$expected[1]))) %>%
  dplyr::mutate(Significance = dplyr::case_when(p <= .001 ~ "p<.001",
                                                p <= .01 ~ "p<.01",
                                                p <= .05 ~ "p<.05", 
                                                FALSE ~ "n.s."))
# inspect results
datatable(coocStatz, rownames = FALSE, options = list(pageLength = 10, scrollX=T), filter = "none")

We now add information to the table and remove superfluous columns s that the table can be more easily parsed:

coocStatz2 <- coocStatz %>%
  dplyr::ungroup() %>%
  dplyr::arrange(p) %>%
  dplyr::mutate(j = 1:n()) %>%
  dplyr::mutate(corr05 = ((j/NRows)*0.05)) %>%
  dplyr::mutate(corr01 = ((j/NRows)*0.01)) %>%
  dplyr::mutate(corr001 = ((j/NRows)*0.001)) %>%
  dplyr::mutate(CorrSignificance = dplyr::case_when(p <= corr001 ~ "p<.001",
                                                    p <= corr01 ~ "p<.01",
                                                    p <= corr05 ~ "p<.05", 
                                                    FALSE ~ "n.s.")) %>%
  dplyr::mutate(p = round(p, 6)) %>%
  dplyr::mutate(x2 = round(x2, 1)) %>%
  dplyr::mutate(phi = round(phi, 2)) %>%
  dplyr::arrange(p) %>%
  dplyr::select(-a, -b, -c, -d, -j, -NRows, -corr05, -corr01, -corr001) %>%
  dplyr::mutate(Type = ifelse(expected > TermCoocFreq, "Antitype", "Type"))

datatable(coocStatz2, rownames = FALSE, options = list(pageLength = 10, scrollX=T), filter = "none")

As expected, the results show that returned collocates significantly with student and students. The corrected p-values shows that after Benjamin-Hochberg correction for multiple/repeated testing (see Field, Miles, and Field 2012) these are the only significant collocates of returned. Corrections are necessary when performing multiple tests because otherwise, the reliability of the test result would be strongly impaired as repeated testing causes substantive α-error inflation. The Benjamini-Hochberg correction that has been used here is preferrable over the more popular Bonferroni correction because it is less conservative and therefore less likely to result in β-errors (see Field, Miles, and Field 2012).

Concluding remarks

References

Desagulier, Guillaume (2020), “Plotting collocation networks with R and ggraph,” in Around the word, 19/05/2020, https://corpling.hypotheses.org/3341.

Schweinberger, Martin, “Analyzing Co-Occurrences and Collocations in R.” Brisbane: The University of Queensland, 2021. url: https://slcladal.github.io/coll.html (Version 2021.04.10).

Schweinberger, Martin, “Text Analysis and Distant Reading Using R.” Brisbane: The University of Queensland, 2021. url: https://slcladal.github.io/coll.html (Version 2021.04.11).