Topics and descriptions

In [1]:
# Import the libraries we need
import pandas as pd
import altair as alt
from altair import datum
from wordcloud import WordCloud
from textblob import TextBlob
import nltk
import matplotlib.pyplot as plt
nltk.download('stopwords')
nltk.download('punkt')
from IPython.display import display, HTML
alt.renderers.enable('notebook')
/usr/local/Cellar/python/3.6.5_1/Frameworks/Python.framework/Versions/3.6/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
  return f(*args, **kwds)
/usr/local/Cellar/python/3.6.5_1/Frameworks/Python.framework/Versions/3.6/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
  return f(*args, **kwds)
[nltk_data] Downloading package stopwords to /Users/tim/nltk_data...
[nltk_data]   Package stopwords is already up-to-date!
[nltk_data] Downloading package punkt to /Users/tim/nltk_data...
[nltk_data]   Package punkt is already up-to-date!
Out[1]:
RendererRegistry.enable('notebook')
In [2]:
# Load the CSV file from GitHub.
# This puts the data in a Pandas DataFrame
df = pd.read_csv('https://raw.githubusercontent.com/wragge/dxlab-tribune/master/negatives/csv/all_items.csv')

Words in topics

In [13]:
# Make one big string with all the topics in it
topic_words = df['topics'].str.replace('|', ' ').str.cat(sep=' ')
In [14]:
# View the results
topic_words
Out[14]:
"motorcycles motorcyclists artists trade union officials wharf labourers boilermakers wharf labourers bowling alleys stadiums trade union officials trade unionists meetings soccer teams soccer players crowds receptions women musicians demonstrations posters & placards airports bookshops performers houses children city & town streets portraits Aboriginal peoples (Australians) Aboriginal reserves bus drivers returned servicepeople banners demonstrations sailors warships boats trade unionists meetings window displays toys trade unions wharf labourers demonstrations theatres & cinemas trade union officials trade unions fishing boats performers musicians feminists Christmas cakes dinners festivals, celebrations etc. meetings elections astronomers stalls interiors conventions meetings posters & placards pensioners earthmoving equipment trade unionists trade union officials crowds meetings trade unions posters & placards workers petitions Tongans conventions houses residential streets ships audiences musicians sack races petitions demonstrations posters & placards concerts houses residential streets meetings running races children union picnics games tug of war train rides union picnics concerts children's art train rides sack races three-legged races running races children union picnics children clowns jetties & wharves university students Paintings busts petitions newspaper clippings meetings workers demonstrations women trade unionists meetings press conferences portraits cattle farms sheep floods country scenes farmers demonstrations flats buses demonstrations posters & placards courthouses police bus conductors demonstrations posters & placards women workers wharf labourers demonstrations posters & placards crowds demonstrations posters & placards demonstrations posters & placards youth youth children demonstrations posters & placards women posters & placards demonstrations women meetings newspaper clippings women offices meetings parks murals children Aboriginal peoples (Australians) audiences women terrace houses musicians audiences meetings events & activities anniversaries demonstrations posters & placards workers youth Bedford (trucks) card games musicians audiences ministers of religion conventions religious activities Aboriginal peoples (Australians) houses floods farmers punts country scenes bridge construction farms hotels & taverns crowds roads & streets police posters & placards demonstrations banners audiences ministers of religion trade union officials workers audiences youth meetings receptions trade unions trade union officials meetings audiences musicians demonstrators (political) demonstrations posters & placards musicians crowds students peace movement posters & placards rallies high-rise buildings trade unionists bus drivers bus conductors bus depots buses trade union officials trade unions demonstrations posters & placards meat butcher shops country scenes theatres & cinemas silos Aboriginal peoples (Australians) women houses audiences conventions meetings demonstrations posters & placards ships jetties & wharves trade unionists meetings trade union officials trade unions shields (prizes) portraits demonstrations posters & placards conventions office workers typists women harbours meetings audiences trade shows textile factories glassware figurines portraits meetings trade unionists trade unionists trade unions trade union officials workers street scenes city & town streets funeral processions interiors demonstrations posters & placards street scenes audiences musicians demonstrations posters & placards police arrests street scenes paddy wagons crowds police stations demonstrations posters & placards police stations stalls (merchandise) courthouses ships' captains ships crews workers demonstrations street scenes funeral parlours funeral processions funerals Aboriginal peoples (Australians) conventions audiences balls & dances dancing presentation ceremonies eating & drinking children balloons demonstrations posters & placards courthouses monuments & memorials accidents & disasters tennis players tennis courts tennis crowds audiences book launches authors politicians banners floats (processions) posters & placards street scenes pensioners workers processions city & town streets demonstrations posters & placards crowds police shopping centres shopping malls escalators children meetings audiences judo toys conventions posters & placards demonstrations courthouses Aboriginal peoples (Australians) photographers darkrooms audiences meetings hotels & taverns bookshops terrace houses roads & streets public housing flats city & town streets conventions audiences demonstrations posters & placards workers meetings audiences airports soft toys ballet dancers dancers cleaners (people) soccer players soccer teams soccer demonstrations posters & placards youth women military police railway stations typesetting conscription workers meetings trade unions conventions audiences newspaper sellers meetings conscription meetings audiences houses children women workers picnics demonstrations posters & placards beauty contests Aboriginal reserves houses demonstrations posters & placards crowds newspaper sellers camps families conscription posters & placards demonstrations trade unions police trade unions trade unionists meetings interviews workers city & town streets traffic demonstrations posters & placards demonstrations posters & placards police official visits newspaper sellers meetings construction sites construction & demolition workers union picnics running races volleyball children meetings audiences petitions houses suburban streets roads & streets airports construction & demolition workers houses poets pensioners demonstrations newspapers demonstrations conscription pensioners demonstrations athletes nurses engineers demonstrations architects demonstrations newspapers newspapers traffic meetings demonstrations musicians audiences demonstrations meetings nurses uniforms conscription nurses meetings architects Aboriginal peoples (Australians) cotton gins irrigation farm machines psychiatric nurses soldiers demonstrations conscription meetings pamphlets conscription demonstrations demonstrations conscription war victims demonstrations meetings psychiatric nurses demonstrations newspapers construction & demolition workers demonstrations meetings wages cleaners (people) deputations construction & demolition workers demonstrations demonstrations cleaners (people) working conditions rallies Irish people meetings demonstrations demonstrations politicians rallies wages demonstrations motorcades newspapers demonstrations conscription demonstrations wages demonstrations wages running races interviews meetings audiences meetings meetings wages miners demonstrations meetings demonstrations meetings Aboriginal peoples (Australians) didgeridoos meetings ships demonstrations conventions meetings audiences demonstrations boats meetings bus-stops buses meetings bus-stops meetings audiences conventions children Paintings demonstrations demonstrations meetings trade unionists meetings folk dancing book launches teachers meat apprentices technical colleges dole queues construction & demolition workers audiences crowds cars performers musicians dancers shopping centres crowds children book launches demonstrations demonstrations signs trade unionists demonstrations railway workers Aboriginal peoples (Australians) audiences building labourers wharf labourers Aboriginal peoples (Australians) meetings demonstrations trade unionists meetings elections demonstrations meetings pensions wages demonstrations demonstrators (political) arrests demonstrations crowds golf demonstrations meetings meetings trade unionists barmaids demonstrations crowds private schools pamphlets immigration cargo ships containers (shipping) demonstrations meetings demonstrations meetings arrests conscription wharf labourers elections demonstrations conscription demonstrations elections arrests conscription demonstrations elections toys ships ships meetings women demonstrations conscription demonstrations demonstrations crowds demonstrations demonstrations arrests churches swimming pools children primary schools primary schools scientists hangings (capital punishment) demonstrations meetings Paintings art exhibitions demonstrations meetings poultry farms trade unionists sailing boats book launches meetings trade unionists slums university buildings sailing boats meetings meetings trade unionists meetings trade unionists wool industry workers meetings women bottles fruits music conductors agricultural exhibits meetings trade unionists postmen smog trade unionists industrial workers women meetings swimming races boxers boxing (sports) Russians meetings Russians sports training boxers Paintings art exhibitions demonstrations meetings women wharf labourers demonstrations peace movement puppeteers puppets musicians art exhibitions lunches book launches funerals funerals motorcades meetings trade unions trade unionists meetings trade unions trade unionists demonstrations peace movement Aboriginal art theatrical productions meetings theatrical productions dance studios dancers betting shops meetings demonstrations hospitals dinners meetings meetings swimming pools buses Aboriginal reserves Aboriginal peoples (Australians) Aboriginal peoples (Australians) Aboriginal reserves swimming pools teachers meetings trade unionists meetings trade unionists demonstrations meetings meetings youth hostels wages meetings trade unionists meetings wharf labourers anniversaries houses families demonstrations miners meetings demonstrations meetings metalworkers trade unionists meetings demonstrations posters & placards trade unionists meetings nurses newspaper buildings journalists strikes meetings journalists strikes demonstrations strikes newspapers journalists journalists strikes football newspapers journalists strikes pickets printing presses newspapers meetings political cartoons funeral processions wages journalists meetings crowds demonstrations posters & placards trade unionists meetings journalists demonstrations peace movement timber industry activities timber industry equipment sawmills timber workers building suppliers demonstrations Aboriginal peoples (Australians) demonstrations arrests posters & placards demonstrations meetings nurses wages theatrical productions nurses meetings trade unionists Rugby League players soldiers demonstrations posters & placards demonstrations meetings sailors Rugby League players sports training smoking conventions Rugby League players conventions trade unionists meetings demonstrations meetings volunteers university students meetings demonstrations trade unionists meetings meetings footballers lunches conventions statues politicians conventions boxers cricketers sports training processions posters & placards conventions processions posters & placards trade unionists demonstrations tug of war demonstrations teachers strikes conventions demonstrations observatories telescopes posters & placards demonstrations posters & placards demonstrations posters & placards trade shows craft working trade shows anniversaries art exhibitions men women anniversaries film actors Russians film producers & directors meetings film actors Russians film producers & directors trade unionists meetings women houses retirement parties anniversaries tennis elections anniversaries women breweries meetings meetings theatrical productions meetings brewery workers Greeks demonstrations art exhibitions demonstrations men cargo ships Christmas parties Christmas parties musicians Christmas parties children performers Christmas parties children aged people trade unionists meetings water-polo maintenance workers postal workers journalists meetings postal workers meetings strikes metalworkers wages meetings strikes wages basketball surf-lifesavers children teachers students metalworkers meetings meetings demonstrations meetings portraits demonstrations boxers theatrical productions elections polling booths meetings demonstrations meetings conscription demonstrations meetings demonstrations meetings lunches trade unionists portraits meetings demonstrations meetings customers butcher shops demonstrations meetings dancing displays beauty contestants office buildings demonstrations beauty contestants demonstrations trade unions musical events & activities meetings theatres & cinemas performers circuses performing animals meetings groups (people) bears performers circuses groups (people) bears demonstrations crowns (headgear) benches (seats) groups (people) demonstrations crowns (headgear) meetings demonstrators (political) orators groups (people) demonstrations meetings demonstrators (political) charity fairs groups (people) meetings trade unions trade union officials industrial workers filing systems groups (people) meetings Aboriginal peoples (Australians) backyards groups (people) poets demonstrations demonstrators (political) orators trade unions groups (people) demonstrations demonstrators (political) meetings groups (people) demonstrations demonstrators (political) boxers boxing (sports) groups (people) taxi ranks taxis beauty contests beauty contestants trade unions processions returned servicepeople groups (people) beauty contests beauty contestants processions socialists sashes (clothing) groups (people) processions socialists demonstrations groups (people) processions socialists demonstrations demonstrations processions banners posters & placards civil & political rights banners civil & political rights demonstrations processions men demonstrations men meetings horse racing dinners meetings conscription demonstrators (political) dinners conscription meetings demonstrators (political) civil & political rights demonstrations students banners posters & placards political posters demonstrations conscription civil & political rights students processions political posters conscription civil & political rights political posters posters & placards demonstrations conscription demonstrations civil & political rights posters & placards political posters banners processions Vietnam War demonstrations posters & placards political posters men receptions whalers (ships) ships passenger terminals office equipment office workers parties office equipment engineering building labourers industrial workers trade unions trade unionists conventions demonstrators (political) banners posters & placards political posters meetings meetings construction & demolition workers workers building labourers trade unions university students conscription demonstrations theatre groups (performers) actors meetings parties demonstrations conscription prostitution conscription demonstrations banners political posters posters & placards processions conscription posters & placards political posters construction & demolition workers workers road construction & maintenance openings (events) conscription demonstrations land rights police posters & placards political posters demonstrations land rights wages wharf labourers conscription demonstrations university students police men posters & placards political posters conscription bookshops wharf labourers petitions journalists conscription demonstrations police university students posters & placards demonstrators (political) demonstrations posters & placards banners processions university students demonstrations occupations processions posters & placards police political parties arrests demonstrations processions wages women banners demonstrations processions posters & placards police demonstrators (political) trade unions demonstrations banners posters & placards processions university students demonstrations posters & placards meetings wages pensioners houses concrete construction workers demonstrations meetings police banners pensioners wages workers demonstrators (political) meetings toasts Russian flags posters & placards demonstrations ships students university students film productions theatrical productions sailors scientists hospitals building construction tennis racquets university students motor vehicles demonstrations banners motor vehicles races conventions university students Aboriginal culture parliaments Fascists chess players chess singers strikes ships singers demonstrations banners wharf labourers meetings banners newspaper sellers theatrical productions demonstrations workers politicians banners demonstrations crowds posters & placards meetings bookshops service stations roads & streets cleared land scrub railway lines meetings demonstrations motor dealers merchant seamen engine rooms engine rooms (ships) Vietnam War wharf labourers ships blacksmiths boilermakers trade unions meetings compensation claims strikes boilermakers blacksmiths strikes trade unions dinners dinners university students mechanical engineering trade unions wharf labourers football football university students trade unions meetings presentation ceremonies theatrical productions university students theatrical productions Aboriginal culture presentation ceremonies university students theatrical productions demonstrations meetings trade unions conscription demonstrations posters & placards political posters university students conscription demonstrations trade unions university students meetings Vietnam War demonstrations Vietnam War artists meetings teachers trade unions teachers demonstrators (political) demonstrations meetings cricket cricket teams teachers trade unions demonstrations banners students high school students meetings strikes teachers strikes demonstrations barmaids demonstrations crowds meetings interviews cultural events & activities public speaking public speaking art exhibitions cultural events & activities Music performers art exhibitions cultural events & activities singers Music performers demonstrations posters & placards banners prizes & awards teachers processions demonstrations processions posters & placards banners workers meetings strikes postal workers conventions weddings road workers road construction & maintenance deputations street scenes road workers railway workers strikes meetings storemen police boys' clubs fetes shows & exhibitions children men women portraits buildings, structures & establishments city & town streets landscapes (views) groups (people) public speaking portraits illustrations book illustrations public speaking advertising signs signs eating & drinking men women children entertainment labourers public speaking rehearsals theatrical productions dancing groups (people) children men women portraits advertising signs harbours bridges bridges (ships) labourers public speaking city & town buildings city & town views railway lines interiors (buildings) portraits men women eating & drinking hotels & taverns journals portraits labourers public speaking meetings men landscapes (views) city & town views buildings, structures & establishments welders wharf labourers labourers naval ships ships vessels (watercraft) men public speaking jetties & wharves groups (people) public speaking portraits city & town buildings city & town views eating & drinking Australian flags flags men women demonstrations public speaking meetings courthouses portraits buildings, structures & establishments signs civil & political rights children men women trade unions groups (people) festivals, celebrations etc. portraits men women children's rides picnics competitions public speaking meetings petitions picnics portraits men women groups (people) public speaking meetings diagrams signs demonstrations public speaking festivals, celebrations etc. commercial events & activities signs advertising signs civil & political rights city & town buildings city & town streets demonstrations signs public speaking portraits groups (people) buildings, structures & establishments eating & drinking children entertainment festivals, celebrations etc. public speaking signs portraits space capsules spacecraft uniforms portraits diagrams signs airports airlines spacecraft diagrams portraits film-making groups (people) tennis courts tennis tennis players tennis racquets airports groups (people) portraits meetings signs buildings, structures & establishments portraits demonstrations city & town streets city & town views seascapes (views) buildings, structures & establishments civil & political rights demonstrations public speaking spacecraft diagrams portraits signs city & town streets city & town buildings public speaking meetings groups (people) portraits men dogs ships jetties & wharves vessels (watercraft) spacecraft portraits marine & waterway places & structures portraits spacecraft diagrams railway lines men city & town streets city & town buildings demonstrations meetings public speaking portraits signs signs demonstrations city & town streets city & town buildings portraits signs civil & political rights pamphlets portraits parts of buildings or structures public speaking men women signs buildings, structures & establishments public speaking pamphlets meetings portraits groups (people) public speaking flowers groups (people) eating & drinking conventions portraits Banner (oats) portraits men women eating & drinking conventions public speaking flowers public speaking conventions halls portraits groups (people) demonstrations public speaking civil & political rights portraits banners signs groups (people) city & town streets conventions civil & political rights demonstrations groups (people) public speaking buildings, structures & establishments city & town streets signs police demonstrations public speaking buildings, structures & establishments groups (people) city & town streets signs banners civil & political rights demonstrations public speaking civil & political rights buildings, structures & establishments city & town streets police groups (people) banners signs demonstrations police public speaking portraits signs banners festivals, celebrations etc. eating & drinking civil & political rights groups (people) buildings, structures & establishments signs meetings groups (people) portraits public speaking civil & political rights police demonstrations signs portraits meetings groups (people) civil & political rights buildings, structures & establishments parts of buildings or structures city & town views city & town buildings buildings, structures & establishments demonstrations civil & political rights police uniforms signs portraits public speaking groups (people) police uniforms flags civil & political rights buildings, structures & establishments groups (people) demonstrations portraits men women children carnivals ferris wheels ferries ferry terminals groups (people) agricultural shows conventions audiences audiences conventions container wharves demonstrations demonstrations demonstrators (political) police conscription demonstrations police arrests conscription demonstrations posters & placards civil & political rights demonstrations conscription posters & placards police arrests demonstrations demonstrators (political) civil & political rights aged people demonstrations spacecraft posters & placards demonstrators (political) meetings groups (people) returned servicepeople men women political rallies army cadets demonstrations festivals, celebrations etc. conscription demonstrations posters & placards processions trade unions demonstrations processions posters & placards banners trade unions demonstrations processions posters & placards civil & political rights demonstrations Aboriginal peoples (Australians) land rights mining industry students children meetings demonstrations Aboriginal peoples (Australians) land rights trade unions demonstrations posters & placards processions civil & political rights trade unions demonstrations funerals meetings demonstrators (political) demonstrations processions posters & placards trade unions logs demonstrations trade unions demonstrators (political) meetings demonstrations spacecraft astronauts education aged people weddings wedding receptions demonstrations posters & placards education weddings meetings labour disputes breweries clothing clothing apartheid demonstrations book launches spacecraft meetings consulates workers apartheid demonstrations South Africans civil & political rights processions meetings posters & placards demonstrations stewards (ships) civil & political rights trade union officials university students demonstrations trade union officials police university students meetings university students tax forms theatrical productions demonstrations meetings Vietnam War demonstrations posters & placards civil & political rights police Vietnam War demonstrations police posters & placards smoke conscription Vietnam War meetings interviews Vietnam War trade unions meetings Vietnam War crowds meetings trade unionists Aboriginal peoples (Australians) astronomy meetings trade unionists objets d'art petitions migrants construction & demolition workers conscription Aboriginal art schoolchildren migrants office workers conscription meetings demonstrations mining industry ballet dancers demonstrations meetings trade unions women police mining demonstrations wharf labourers rigging (ships) mining demonstrations meetings education posters & placards trade unions meetings consulates demonstrations posters & placards racial discrimination arrests trade unions receptions portraits meetings portraits men industrial buildings trade unionists meetings ships shipyards industrial buildings portraits men meetings political rallies motorcycles political rallies politicians streetscapes politicians dinners dancing streetscapes advertising signs company signs portraits demonstrations Australian flags main streets city & town streets city & town views demonstrations Australian flags city & town streets town halls processions public speaking political rallies public speaking university buildings university students halls meetings political rallies railway stations military uniforms city & town streets portraits groups (people) town halls political rallies public speaking town halls portraits demonstrations civil & political rights badges portraits public speaking groups (people) halls meetings orators groups (people) public speaking meetings orators groups (people) public speaking schools & colleges posters & placards meetings high schools children public speaking groups (people) meetings schools & colleges playgrounds public speaking portraits groups (people) meetings orators portraits demonstrations banners city & town streets groups (people) signs demonstrations portraits groups (people) meetings universities political rallies orators demonstrations civil & political rights groups (people) city & town streets banners processions portraits posters & placards meetings demonstrations groups (people) banners city & town streets civil & political rights portraits trade unions demonstrations meetings banners activists trade unions civil & political rights groups (people) political rallies demonstrations city & town buildings groups (people) banners civil & political rights portraits portraits war memorials demonstrations city & town streets signs civil & political rights groups (people) public speaking halls buildings, structures & establishments city & town streets portraits banners civil & political rights portraits demonstrations banners civil & political rights city & town streets journalists press conferences orators groups (people) meetings trade shows shows & exhibitions foreign trade design (technology) technology commercial industry public speaking portraits men women motor vehicles trade shows exhibits marine & waterway places & structures public speaking men women trade unions ships jetties & wharves meetings buildings, structures & establishments public speaking demonstrations city & town streets banners signs portraits civil & political rights men women public speaking portraits meetings public speaking portraits men women halls meetings demonstrations city & town streets signs portraits buildings, structures & establishments city & town streets signs demonstrations public speaking theatrical productions portraits actors demonstrations portraits city & town streets banners signs trade unions demonstrations meetings men signs portraits city & town streets city & town buildings teachers sports events sports carnivals festivals, celebrations etc. demonstrations signs portraits trampolines clowns running races sports carnivals sports events festivals, celebrations etc. portraits men women children children's rides running races portraits men women festivals, celebrations etc. sports carnivals sports events public speaking children city & town streets politicians public speaking demonstrations city & town streets portraits signs groups (people) people trade unionists portraits demonstrations petitions signs public speaking meetings orators demonstrations groups (people) people city & town streets petitions portraits signs banners civil & political rights police demonstrations public speaking civil & political rights signs banners city & town streets groups (people) trade unionists demonstrations parliamentary buildings flags Australian flags signs civil & political rights portraits police parliamentary buildings demonstrations groups (people) police flags signs portraits activists marine & waterway places & structures vessels (watercraft) demonstrations flags police activists portraits city & town buildings trade unionists public speaking city & town buildings city & town views industrial equipment signs portraits factories trade unionists shows & exhibitions groups (people) portraits parts of buildings or structures signs shows & exhibitions portraits groups (people) signs demonstrations public speaking portraits landscapes (views) seascapes (views) meetings groups (people) public speaking monuments & memorials signs men women athletics sports events groups (people) public speaking portraits halls festivals, celebrations etc. eating & drinking portraits men women children groups (people) meetings demonstrations signs civil & political rights buildings, structures & establishments sports carnivals sports events festivals, celebrations etc. city & town streets portraits war memorials monuments & memorials drill (military) meetings portraits civil & political rights city & town streets city & town buildings public speaking signs construction sites groups (people) public speaking portraits men women demonstrations apartheid conventions soccer meetings wages meetings demonstrations banners press conferences conventions meetings demonstrations apartheid apartheid meetings demonstrations meetings wharf labourers jetties & wharves ships motorcades meetings rallies public speaking trade unionists meetings public speaking darkrooms university students demonstrations pickets meetings demonstrations meetings audiences meetings demonstrations Aboriginal peoples (Australians) posters & placards processions meetings Aboriginal peoples (Australians) ships posters & placards demonstrations meetings meetings Aboriginal peoples (Australians) demonstrations posters & placards demonstrations posters & placards banners processions demonstrations posters & placards banners processions demonstrations posters & placards arrests university students arrests demonstrations art galleries art demonstrations banners demonstrations banners public speaking theatrical productions periodicals typewriters public speaking public speaking posters & placards demonstrations construction sites strikes meetings public speaking building construction real estate signs television cameras demonstrations police violence posters & placards meetings meetings processions posters & placards demonstrations facades (places) demonstrations high schools posters & placards abortion railway workers wages demonstrations posters & placards police violence television cameras public speaking demonstrations bookshops arrests posters & placards parks demonstrations arrests commercial vans netball sportsgrounds prisons graffiti posters & placards reporters public speaking demonstrations public speaking demonstrations posters & placards flags demonstrations posters & placards facades (places) city & town buildings banners police conventions public speaking lecture theatres posters & placards demonstrations Aboriginal art Aboriginal peoples (Australians) banners posters & placards posters & placards banners demonstrations processions streetscapes facades (places) demonstrations posters & placards banners supermarkets shopping centres public speaking Aboriginal peoples (Australians) banquets public speaking musicians ships demonstrations posters & placards police arrests banners Aboriginal peoples (Australians) conventions chemical factories oil refineries demonstrations banners posters & placards police chemical factories banners posters & placards meetings public speaking factories high schools groups (people) grandstands posters & placards demonstrations posters & placards suburban streets city & town streets police nuns pamphlets public speaking demonstrations posters & placards banners nuns demonstrations portraits lunches posters & placards banners public speaking meetings essays & articles portraits architectural models demonstrations posters & placards public speaking television cameras public speaking meetings posters & placards meetings jewellery symbols public speaking posters & placards demonstrations police banners posters & placards banners demonstrations police demonstrations police posters & placards banners city & town streets cars city & town buildings demonstrations police meetings posters & placards banners suburban streets Volkswagen Kombi (vans) acting stage sets megaphones demonstrations banners conventions demonstrations pamphlets public speaking banners demonstrations banners posters & placards jetties & wharves city & town streets teachers demonstrations city & town streets banners posters & placards processions workers public speaking meetings offices grandstands city & town streets glass doors posters & placards bicycles dolls clocks watches Coca-Cola posters & placards conventions public speaking sex discrimination public speaking conventions meetings demonstrations meetings posters & placards television cameras boardrooms racial discrimination facades (places) restaurants, cafes etc. grandstands markets interiors (buildings) Fascists military medals railway lines goods trains factories children portraits markets interiors (buildings) city & town streets high-rise buildings people building construction cranes (machines) indigenous people Photographs toddlers teddy bears politicians courthouses police toddlers hotels & taverns funfairs amusement rides running races trampolines hotels & taverns politicians prisoners funfairs tug of war ferris wheels musicians television cameras jetties & wharves ships Photographs courthouses posters & placards demonstrations tennis demonstrations land rights Aboriginal peoples (Australians) banners apartheid facades (places) meetings demonstrations posters & placards controlled fires courthouses television cameras posters & placards public speaking demonstrations apartheid hotels & taverns demonstrations meetings apartheid posters & placards facades (places) newsagencies meetings posters & placards Vietnam War pamphlets demonstrations meetings posters & placards television cameras pamphlets Vietnam War demonstrations conventions banners posters & placards public speaking conventions Vietnam War banners public speaking demonstrations conventions public speaking posters & placards banners city & town streets demonstrations conventions public speaking banners posters & placards city & town streets conventions public speaking banners conventions public speaking banners Vietnam War meetings conventions Australian flags public speaking airlines demonstrations posters & placards conventions Australian flags microphones apartheid demonstrations meetings wages city & town streets posters & placards demonstrations posters & placards meetings public speaking demonstrations posters & placards city & town streets lectures public speaking political posters university buildings university students public speaking graffiti symbols airports suburban streets posters & placards demonstrations interviews factory workers apartheid bus depots posters & placards demonstrations arrests industrial areas police city & town streets construction & demolition workers wages apartheid racial discrimination liquor shops racial discrimination jetties & wharves demonstrations apartheid posters & placards city & town streets demonstrations racial discrimination apartheid city & town streets beaches police banners posters & placards demonstrations apartheid posters & placards banners ferries portraits men public speaking meetings public speaking grandstands meetings demonstrations prisoners posters & placards women demonstrations city & town streets abortion women birth control posters & placards demonstrations posters & placards city & town streets Photographs satellite dishes Paintings meetings meetings public speaking demonstrations theatrical costumes posters & placards banners city & town streets demonstrations city & town streets Vietnam War workers posters & placards banners demonstrations city & town streets posters & placards banners workers Aboriginal peoples (Australians) Fascists prisoners pensions apartheid demonstrations posters & placards banners city & town streets Vietnam War apartheid meetings demonstrations workers wages banners posters & placards demonstrations posters & placards construction & demolition workers building construction construction sites demonstrations construction & demolition workers posters & placards public speaking wages land rights city & town streets grandstands demonstrations processions wages posters & placards racial discrimination socialism demonstrations wages grandstands public speaking television cameras microphones posters & placards meetings pollution banners ships meetings demonstrations airports aeroplanes meetings cleaners (people) interviews demonstrations posters & placards apartheid wages demonstrations posters & placards conscription meetings audiences interviews conventions apartheid meetings audiences civil & political rights demonstrations posters & placards audiences flags posters & placards demonstrations audiences demonstrations airports audiences aeroplanes peace movement demonstrations racial discrimination apartheid posters & placards sportsgrounds demonstrations sportsgrounds smoke demonstrations Rugby Union apartheid arrests police demonstrations police sportsgrounds Rugby Union rugby union players civil & political rights apartheid demonstrations posters & placards flags audiences arrests police demonstrations apartheid police smoke Rugby Union posters & placards sportsgrounds demonstrations sportsgrounds fans (devotees) police Aboriginal peoples (Australians) Rugby Union demonstrations lectures audiences demonstrations posters & placards road transportation apartheid wages police apartheid demonstrations posters & placards apartheid demonstrations police sportsgrounds posters & placards audiences police cars flags apartheid meetings demonstrations police nature strips meetings crowds strikes streetscapes building construction construction equipment construction materials construction sites cranes (machines) holes caravans construction equipment construction machines construction materials construction sites audiences portraits groups (people) meetings audiences commemorative posters Vietnam War audiences demonstrations Vietnam War crowds employment meetings portraits groups (people) meetings office workers landscapes (views) strikes demonstrations posters & placards meetings abortion Australiana meetings presents pamphlets demonstrations meetings trade unions portraits audiences demonstrations meetings portraits audiences processions demonstrations posters & placards trade unions Vietnam War university students petitions crowds posters & placards processions posters & placards crowds vacant buildings historic buildings demonstrations portraits posters & placards customers processions customers greengrocers portraits streetscapes petrol pumps meetings houses streetscapes ships audiences actors theatre groups (performers) theatrical productions audiences theatre groups (performers) portraits demonstrations trade unions sailors theatrical productions abortion processions posters & placards feminism car parks demonstrations meetings abortion audiences trade unions demonstrations streetscapes factories portraits children Aboriginal peoples (Australians) monuments & memorials war memorials portraits audiences streetscapes newspapers newspaper clippings banners processions meetings flags posters & placards concentration camps portraits audiences crowds banners Presidents (republics) crowds demonstrators (political) demonstrations posters & placards banners Irish people Aboriginal peoples (Australians) demonstrations newspaper editors lectures portraits goods trains miners explosions audiences portraits audiences posters & placards membership badges gay rights processions posters & placards portraits construction sites building construction crowds landscapes (views) construction & demolition workers newspapers audiences portraits crowds banners stages (theatres) meetings marquees processions posters & placards crowds streetscapes Aboriginal peoples (Australians) land crowds processions banners meetings aerial photographs crowds floats (processions) posters & placards banners trade unions wages crowds floats (processions) posters & placards banners trade unions wages meetings crowds posters & placards banners floats (processions) trade unions demonstrations banners posters & placards crowds processions demonstrations posters & placards crowds political rallies demonstrations processions crowds posters & placards police arrests processions posters & placards banners arrests portraits police portraits posters & placards evictions processions demonstrations audiences police cars demonstrations bombs streetscapes families bookshops communism civil & political rights cranes (machines) portraits audiences demonstrations banners crowds portraits groups (people) posters & placards audiences portraits posters & placards graffiti demonstrations hair (people) students car parks parks land rights demonstrations crowds posters & placards portraits processions audiences Aboriginal peoples (Australians) streetscapes land rights Aboriginal peoples (Australians) processions posters & placards crowds banners Australian flags audiences processions crowds posters & placards conscription Aboriginal peoples (Australians) Aboriginal peoples (Australians) demonstrations motorcycle police processions apartheid portraits crowds chains meetings receptions portraits meetings crowds audiences wages feminism feminism portraits cigarettes courthouses press conferences portraits meetings audiences portraits audiences demonstrations groups (people) horses meetings audiences portraits groups (people) strikes Aboriginal peoples (Australians) landscapes (views) portraits posters & placards banners crowds microphones Volkswagen Beetle (cars) processions elections communism demonstrations conscription floats (processions) processions communism meetings posters & placards flags audiences crowds demonstrations portraits wages conscription elections federal government banners processions abortion feminism working conditions motorcycles posters & placards receptions gardens food police Vietnam War posters & placards demonstrations portraits police feminism processions conscription trade unions banners audiences portraits printing demonstrations food posters & placards banners receptions meetings audiences organs portraits streetscapes child-care centres sportsgrounds sports sports carnivals sports events trampolines running races posters & placards crowds umbrellas child-care centres demonstrations children posters & placards trains railways women graffiti health centres portraits shop assistants portraits portraits portraits posters & placards portraits portraits portraits community health centres women portraits cats ferries conventions women portraits women conventions portraits demonstrations women portraits women bank personnel aged people women conventions demonstrations nurses students portraits conventions newspaper sellers demonstrations women demonstrations women child care demonstrations women abortion women conventions women office workers nurses demonstrations women demonstrations students women portraits portraits conventions abortion meetings metalworkers meetings public utilities women stalls trees demonstrations nurses women women portraits women demonstrations women portraits demonstrations women portraits lesbians women portraits lesbians women portraits lesbians women employment offices portraits lesbians women lesbians portraits children portraits women women's shelters demonstrations railway workers portraits demonstrations softball players women portraits portraits book launches houses demonstrations women demonstrations women demonstrations women demonstrations women demonstrations portraits posters & placards billboards newspaper sellers women demonstrations portraits transport events & activities newspaper sellers picnics demonstrations elections strikes railway workers demonstrations youth refuges transport events & activities portraits building labourers demonstrations portraits demonstrations portraits political rallies portraits demonstrations newspaper sellers portraits banners workers portraits demonstrations portraits newspapers demonstrations political rallies students lesbians portraits women women portraits portraits women women community health centres demonstrations portraits demonstrations mass media portraits political rallies elections portraits political rallies political rallies portraits elections portraits demonstrations demonstrations abortion portraits political rallies elections portraits political rallies elections portraits portraits printing machines elections portraits Vietnamese people women portraits damaged or faulty buildings portraits portraits building labourers portraits women elections portraits elections political rallies portraits political rallies portraits elections political rallies elections portraits political rallies elections portraits elections political rallies portraits demonstrations portraits women demonstrations portraits political rallies elections portraits demonstrations elections portraits demonstrations elections portraits Timor (Indonesian people) portraits newspaper sellers demonstrations portraits demonstrations elections demonstrations elections demonstrations elections demonstrations portraits meetings portraits demonstrations portraits parks portraits terrace houses women portraits portraits nurses demonstrations trade delegations pensioners portraits demonstrations nurses abortion radio stations women abortion meetings women women portraits demonstrations Aboriginal peoples (Australians) meetings portraits women portraits engine-drivers demonstrations women demonstrations insurance industry health services wharf labourers city & town streets portraits abortion nurses demonstrations women demonstrations demonstrations conventions portraits newspaper sellers ferries portraits public housing demonstrations Aboriginal peoples (Australians) portraits demonstrations building labourers demonstrators (political) prisons demonstrations portraits conventions women terrace houses portraits demonstrations political rallies portraits demonstrations portraits demonstrations hospitals portraits industrial workers demonstrations city & town buildings portraits industrial areas iron & steel works plant (industrial) ships shipyards students demonstrations strikes demonstrations portraits insurance industry warships demonstrations portraits demonstrations students television stations conventions portraits plant (industrial) industrial areas iron & steel works fish markets demonstrations portraits land rights demonstrations university students coal loaders (wharves) ships demonstrations portraits demonstrations uranium press conferences conservationists expressways demonstrations brick walls meetings conventions mass media portraits strikes printers (people) meetings portraits demonstrations students universities education art galleries demonstrations demonstrations mass media women demonstrators (political) strikes prisons Premiers Timor (Indonesian people) portraits men concerts meetings television stations concerts portraits strikes industrial workers pollution students demonstrations demonstrations women uranium television stations demonstrations passenger trains railways demonstrations passengers rape demonstrations demonstrations social services breweries civil & political rights demonstrations uranium constitutions political rallies portraits demonstrations shipwrights metalworkers demonstrations expressways uranium demonstrations uranium portraits expressways portraits demonstrations railways workshops trade unionists demonstrations uranium portraits strikes universities rock-climbing women demonstrations demonstrations conventions portraits women cats backyards demonstrations warships teachers demonstrations prisons portraits demonstrations portraits demonstrations women demonstrations women teachers women men demonstrations teachers festivals, celebrations etc. discrimination demonstrations gay men banks workers petitions rock-climbing climbers (people) meetings demonstrations civil & political rights rape demonstrations portraits men shipyards courts nurses strikes arrests uranium demonstrations bookshops men rallies education rallies education festivals, celebrations etc. newspapers pickets workers shoe factories Yugoslavs delegations men women women portraits education rallies rallies portraits men delegations uranium petitions portraits metalworkers shipwrights meetings uranium demonstrations squatters (housing) uranium demonstrations uranium demonstrations industrial buildings communities meetings demonstrations portraits demonstrations cars community centres universities rallies demonstrations expressways bicycles demonstrations portraits ships portraits men men demonstrations portraits demonstrations industrial buildings demonstrations girls' homes demonstrators (political) rallies portraits Vietnamese people Prime Ministers men demonstrations women abortion demonstrations banners Prime Ministers demonstrations children newspapers singers horse racing construction & demolition workers buildings, structures & establishments squatters (housing) building demolition demonstrations civil & political rights demonstrations posters & placards roads & streets ships high schools schools & colleges demonstrations roads & streets portraits men Aboriginal peoples (Australians) demonstrations strikes meetings railways demonstrations demonstrators (political) portraits rallies universities demonstrations meetings meetings workers demonstrations portraits Aboriginal peoples (Australians) community centres railways strikes pickets demonstrations portraits women houses portraits houses roads & streets portraits portraits buildings, structures & establishments demonstrations welfare workers public housing Aboriginal peoples (Australians) uranium demonstrations demonstrations demonstrators (political) demonstrations uranium demonstrators (political) demonstrations uranium demonstrators (political) demonstrations uranium demonstrations workers men conventions women uranium demonstrations demonstrations uranium women rallies meetings rallies public servants uranium demonstrations conventions trade unions festivals, celebrations etc. demonstrations men demonstrations portraits portraits Aboriginal peoples (Australians) demonstrations preschools conventions land rights Aboriginal peoples (Australians) portraits festivals, celebrations etc. women demonstrations uranium demonstrations uranium demonstrations industrial workers rallies men demonstrations uranium demonstrations uranium demonstrations demonstrations supermarkets portraits demonstrations portraits demonstrations uranium political candidates festivals, celebrations etc. press conferences printing presses city & town buildings factories demonstrations expressways airlines demonstrations theatre groups (performers) women demonstrations expressways barbecues (events) elections elections meetings signal stations uranium rubbish tips printing presses printing machines demonstrations uranium demonstrations merchant seamen bands demonstrations abortion conventions uranium conventions men city & town buildings unemployed people disabled people charitable organisations demonstrations land rights Maoris demonstrations women disarmament demonstrations demonstrations women students rallies meetings teachers postal workers public housing house construction meetings postal workers brickyards city & town buildings uranium demonstrations uranium rallies uranium rallies uranium rallies picnics uranium rallies portraits police stations industrial buildings food production industry building labourers men building labourers portraits postal workers meetings people in political roles building labourers demonstrations disabled people demonstrations building labourers demonstrations demonstrations activists trade union officials Aboriginal peoples (Australians) statues demonstrations building labourers demonstrations conservationists employment portraits political rallies demonstrations ballot papers disarmament meetings workers demonstrations health services conventions political parties war memorials vandalism demonstrations aliens political rallies political parties men women demonstrations demonstrators (political) demonstrations demonstrators (political) conventions uranium demonstrations demonstrators (political) bands rallies demonstrations gays rallies demonstrators (political) merchant seamen demonstrations demonstrations delegations youth demonstrations technical education uranium demonstrations demonstrations uranium strikes meetings teachers Aboriginal peoples (Australians) land rights demonstrations uranium demonstrations asbestos fabric demonstrations national parks child-care centres budgets (government) political rallies demonstrations health services meetings teachers gays demonstrations gay rights rallies demonstrations abortion workers women child-care centres workers meetings meetings rallies uranium rallies budgets (government) demonstrations gays budgets (government) rallies meetings workers demonstrations demonstrators (political) pickets meetings printers (people) railway workers abortion demonstrations rallies meetings railway workers demonstrations women demonstrations portraits demonstrations demonstrators (political) rallies disarmament labour disputes council workers dinners demonstrations demonstrations men portraits demonstrations schools & colleges demonstrations meetings women pickets fetes rallies budgets (government) budgets (government) rallies rallies budgets (government) rallies budgets (government) demonstrations migrants teachers parents meetings political parties demonstrations rallies rallies demonstrations health workers conventions women demonstrations cooperatives Aboriginal peoples (Australians) cooperatives Aboriginal peoples (Australians) men conventions land rights Aboriginal peoples (Australians) women demonstrations demonstrations demonstrators (political) newspapers portraits newspapers newspaper sellers women demonstrations abortion demonstrations women conventions demonstrations workers pickets demonstrations meetings postal workers unemployed people uranium demonstrations uranium demonstrations uranium demonstrations uranium demonstrations processions Vietnamese people military parades processions military parades Vietnamese people processions military parades portraits Drawings dancers demonstrations abortion rallies demonstrators (political) buildings, structures & establishments towers pickets conventions trade unions rallies conventions education industrial areas men conventions trade unions postal workers communication workers rallies conventions newspaper sellers demonstrations demonstrations demonstrations demonstrations conventions demonstrations women demonstrations uranium demonstrations teachers men portraits labour disputes sugar refineries demonstrations uranium conventions public servants meetings uranium mines demonstrations health services conventions portraits conventions political parties demonstrations portraits demonstrations teachers women demonstrations trade unionists meetings teachers demonstrations airports gays gay rights rallies pensioners demonstrations gay rights rallies industrial workers conventions meetings meetings postal workers industrial workers men portraits meetings pensioners demonstrations meetings pensioners rubbish tips waste management newspapers newspaper sellers printing machines demonstrations uranium uranium demonstrations demonstrations uranium men women demonstrations uranium meetings demonstrations demonstrations building demolition uranium uranium demonstrations newspapers publishers embassies tents budgets (government) rallies unemployed people rallies unemployed people rallies demonstrations unemployed people rallies tents embassies Aboriginal peoples (Australians) bank personnel pickets demonstrations forests funerals portraits pickets railway workers houses trade unions portraits wharf labourers budgets (government) rallies printers (people) nurses demonstrations meetings demonstrations workers workers demonstrations uranium demonstrations chemical factories conventions trade unions migrants demonstrations education demonstrations workers demonstrations printers (people) health workers meetings meetings uranium railway workers communication workers constitutions rallies meetings demonstrations workers delegations returned services clubs (places) Japanese demonstrations demonstrators (political) Photographs portraits uranium rallies rallies uranium public servants pickets tobacco factories festivals, celebrations etc. meetings teachers demonstrations workers demonstrations health workers demonstrations demonstrators (political) portraits portraits floats (processions) portraits meetings workers meetings portraits portraits industrial workers demonstrations printing machines meetings barbecues (events) pickets wool industry workers teachers demonstrations meetings demonstrations nurses gays demonstrations unemployed people women demonstrations women demonstrations women demonstrations women demonstrations pickets wool industry workers personnel pickets workers demonstrations miners demonstrations uranium demonstrations nursing homes demonstrations demonstrations demonstrations demonstrations brewery workers meetings industrial workers conventions Asian peoples Vietnamese people conventions demonstrations strikes athletes workers newspaper offices workers strikes miners demonstrations conventions Asian peoples political rallies Vietnamese people strikes iron & steel industry industrial workers demonstrations display stands festivals, celebrations etc. meetings communities demonstrations international sports events demonstrations meetings factory workers bridges conventions people in political roles runners workers teachers land rights banners Aboriginal peoples (Australians) women health centres portraits demonstrations rallies nuclear reactors conventions trade unions workers demonstrations pickets motor vehicle factories demonstrations uranium conventions workers men portraits demonstrations demonstrators (political) women health centres shopping centres portraits demonstrations hospitals rallies child-care workers men women demonstrations uranium conventions nuclear energy men women conventions men women conventions men women conventions men women conventions men women conventions men women pensioners demonstrations political rallies demonstrations uranium book launches men demonstrations Koreans political rallies demonstrators (political) pickets public servants brewery workers political rallies demonstrators (political) demonstrations workers political rallies demonstrators (political) men women political rallies demonstrators (political) anniversaries men women city & town buildings shopping malls railway workers demonstrations railway stations demonstrations brewery workers political rallies demonstrators (political) demonstrations council workers circuses women power stations city & town views demonstrations public servants demonstrations nuclear energy demonstrations gays workers lesbians demonstrations demonstrators (political) brewery workers demonstrations meetings demonstrators (political) demonstrations meetings workers city & town streets evictions communities demonstrations demonstrators (political) demonstrations demonstrators (political) gangs students demonstrations gangs students demonstrations demonstrators (political) indigenous people Aboriginal peoples (Australians) land rights demonstrations demonstrations conventions demonstrations conventions newspaper offices mass media workers embassies Aboriginal peoples (Australians) land rights demonstrations workers squatters (housing) evictions demonstrations demonstrators (political) rallies demonstrations demonstrators (political) women rallies demonstrations high schools strikes teachers nurses hospitals meetings strikes demonstrations demonstrators (political) demonstrations rallies demonstrators (political) demonstrations politicians demonstrators (political) railway workers demonstrations ports women's shelters demonstrations strikes ballet dancers views students rallies postal workers communication workers meetings education demonstrations demonstrators (political) festivals, celebrations etc. troupes theatre groups (performers) men conventions portraits city & town buildings city & town views cathedrals pickets workers demonstrations demonstrators (political) strikes workers canneries meetings demonstrations demonstrators (political) demonstrations demonstrators (political) demonstrations Drawings demonstrations political cartoons art exhibitions political cartoons political cartoons caricatures nurses demonstrations health centres meetings political rallies peace movement power stations building construction peace movement rallies peace movement rallies demonstrations demonstrators (political) hospital personnel demonstrations demonstrations demonstrators (political) peace movement demonstrations demonstrations demonstrators (political) orators demonstrations shows & exhibitions demonstrations demonstrators (political) theatre posters shows & exhibitions anniversaries conventions groups (people) demonstrations book launches demonstrations Lebanese people murals doctors (medical) politicians demonstrations workers men nurses demonstrations Lebanese people demonstrations Aboriginal peoples (Australians) demonstrations land rights demonstrations hospitals demonstrations nuclear weapons tests oil refineries landscapes (views) newspaper buildings mass media miners meetings demonstrations bands meetings welfare workers demonstrations demonstrators (political) land rights demonstrations strikes workers demonstrations Lebanese people meetings festivals, celebrations etc. political rallies teachers education political rallies welfare workers book launches concerts women demonstrations political rallies portraits pickets industrial workers rape women demonstrations demonstrations Aboriginal peoples (Australians) dams & reservoirs rallies demonstrations peace movement children migrants dancers festivals, celebrations etc. elections politicians political rallies demonstrations retrenchments clothing industry workers ships graffiti demonstrations political rallies politicians patients men recovery rooms peace movement demonstrations peace movement demonstrations rallies trade unions kitchens meetings railway workers demonstrations demonstrators (political) racial discrimination welfare workers demonstrations demonstrations demonstrators (political) meetings farewells railway workers meetings railway workers demonstrations trade unions Chinese peoples Chinese peoples demonstrations employment employment demonstrations demonstrations employment conventions audiences demonstrations construction & demolition workers demonstrations industrial buildings politicians pickets workers unemployed people shops bookshops workers meetings building labourers land rights Aboriginal peoples (Australians) demonstrations shops conventions portraits men Aboriginal peoples (Australians) land rights demonstrations Aboriginal peoples (Australians) demonstrations men demonstrations demonstrators (political) demonstrations meetings demonstrations nuclear bombs fetes men women political posters posters & placards strikes pickets iron & steel works coke works iron & steel industry ironworkers conventions strikes theatres & cinemas rallies building labourers buses activists voyages & travels voyages & travels activists activists demonstrations unemployed people youth demonstrations rallies victory celebrations railway workers demonstrations activists plumbers demonstrations posters & placards demonstrations Chileans Turks pickets men demonstrations activists demonstrations Philippine people pickets demonstrators (political) industrial areas industrial areas towns beaches industrial areas caravan parks roads & streets bridges beaches caravan parks towns beaches caravan parks boats towns industrial areas concerts city & town views industrial areas iron & steel works shopping malls beaches local government meetings political parties political activities meetings elections political candidates rallies demonstrators (political) rallies demonstrators (political) oil refineries youth centres houses city & town buildings oil refineries demonstrations Turks stock exchanges conventions trade unions conventions trade unions conventions trade unions demonstrations nurses construction sites building construction construction & demolition workers strikes meetings teachers demonstrations demonstrators (political) nurses demonstrations women demonstrations men women men dinners demonstrations men injuries men conventions interiors hospitals posters & placards iron & steel works ambulances demonstrations nurses demonstrations activists demonstrations activists demonstrations women activists demonstrations women activists shops graffiti demonstrations demonstrations shops demonstrations women men meetings orators demonstrations oil refineries women stock exchanges railway stations railway carriages railways youth centres demonstrations miners women conventions political parties unemployed people demonstrations demonstrators (political) demonstrations women demonstrations women demonstrations women demonstrations warships sailors pickets demonstrations peace movement demonstrations peace movement elections peace movement demonstrations peace movement demonstrations demonstrations peace movement rallies health services pickets industrial workers construction & demolition workers conventions newspaper offices portraits orators demonstrations peace movement demonstrations conventions ships shipping industry workers conventions workers demonstrations demonstrations demonstrators (political) nurses demonstrations teachers demonstrations nuclear bombs demonstrations nurses nuclear bombs Aboriginal peoples (Australians) demonstrations political parties conventions political parties conventions political parties conventions political parties conventions political parties conventions coal industry art exhibitions research centres demonstrations workers shipyards dancing raffles deputations miners demonstrations wharf labourers meetings orators demonstrations demonstrations demonstrators (political) demonstrations cheques demonstrators (political) women employment demonstrations demonstrations conventions nurses book launches demonstrations demonstrators (political) demonstrations peace movement demonstrators (political) defence force bases demonstrations demonstrations disarmament farewells newspaper offices wall-hangings art exhibitions demonstrations consulates demonstrations abortion posters & placards shows & exhibitions political rallies pickets gays lesbians rallies workers tourist information bureaus meetings Timor (Indonesian people) musicians bands peace movement demonstrations women demonstrators (political) prisons camps women peace movement demonstrations demonstrators (political) murals meetings demonstrations peace movement demonstrations vandalised buildings conventions entertainment orators toys meetings banners women meetings land rights Aboriginal peoples (Australians) demonstrations health services demonstrators (political) pickets demonstrations workers abortion demonstrations women demonstrations theatrical productions theatre companies demonstrators (political) conventions poets demonstrations rallies child care art exhibitions demonstrations demonstrations Philippine people taxation rallies demonstrations apartheid shop assistants demonstrations entertainment theatre groups (performers) art exhibitions shows & exhibitions banners press conferences evictions vandalised buildings demonstrations Aboriginal peoples (Australians) public speaking demonstrations airlines bands demonstrations shipping industry public servants demonstrations public servants demonstrators (political) demonstrations conventions students festivals, celebrations etc. demonstrations farewells workers banners painting retirement ceremonies demonstrations banners demonstrators (political) conventions demonstrations women demonstrators (political) demonstrations demonstrators (political) demonstrations demonstrators (political) public servants demonstrations demonstrations demonstrations sailing boats demonstrations demonstrators (political) rallies demonstrations warships demonstrators (political) rallies demonstrations demonstrations book launches apartheid demonstrations abortion students demonstrations fetes demonstrations demonstrators (political) demonstrations demonstrations workers demonstrations nurses apartheid demonstrations nurses meetings rallies apartheid conventions orators dancers Aboriginal peoples (Australians) rallies fire damage demonstrations public servants buildings, structures & establishments public servants rallies warehouses demonstrations demonstrations meetings committees & inquiries building labourers ships demonstrations buses activists political parties demonstrations book launches women meetings committees & inquiries book launches newspaper sellers activists ships boats book launches men women demonstrations book launches women summer schools demonstrations demonstrators (political) ships women evictions soup kitchens launches hotels & taverns art exhibitions peace movement women bands demonstrations parties women demonstrations harbours boats city & town views Japanese city & town buildings demonstrations demonstrations city & town views demonstrations wages Philippine people women gays lesbians dinners iron & steel works hospitals coalmines petrol pumps festivals, celebrations etc. portraits men women demonstrations child care child-care workers portraits demonstrations groups (people) demonstrations nurses apartheid consulates demonstrations demonstrations workers conventions orators meetings land rights gays youth refuges demonstrations public housing demonstrators (political) festivals, celebrations etc. multiculturalism women pickets trade unions book launches women building labourers strikes women police demonstrations universities university buildings conventions gays lesbians demonstrations meetings demonstrations demonstrators (political) demonstrations women returned servicepeople demonstrators (political) meetings demonstrations iron & steel industry demonstrations political parties conventions demonstrations demonstrators (political) voting workers demonstrations wharf labourers apartheid warships demonstrations jetties & wharves demonstrations demonstrators (political) demonstrations apartheid apartheid demonstrations pianists demonstrations welfare establishments workers demonstrations conventions timber industry audiences dinners orators meetings audiences demonstrations community art projects women musical ensembles musical events & activities demonstrations stock exchanges meetings public servants demonstrations pensioners demonstrations apartheid demonstrations construction sites demonstrations peace movement conventions demonstrations land rights Aboriginal peoples (Australians) politicians women demonstrations demonstrations concerts demonstrations book launches authors education demonstrations portraits students demonstrations Aboriginal peoples (Australians) rallies demonstrations demonstrations Aboriginal peoples (Australians) demonstrations antinuclear movement demonstrations education demonstrators (political) demonstrations press conferences demonstrations meetings workers demonstrations fashion parades fashion models women balls & dances demonstrations warships demonstrations apartheid demonstrators (political) industrial workers portraits cats industrial workers portraits ships submarines newspapers workers women conventions nurses demonstrations demonstrations fetes workers demonstrations parties conventions Philippine people parties political activities meetings lesbians gays shipyards murals newspapers women demonstrations demonstrators (political) shipyards floating docks book launches demonstrations women apartheid book launches authors concerts bands demonstrations construction & demolition workers monorail tracks railway construction demonstrations public speaking education professional fees students antismoking movement demonstrations workers demonstrations meetings workers Aboriginal peoples (Australians) meetings demonstrators (political) demonstrations book launches students women demonstrations students demonstrators (political) employment demonstrators (political) pickets launches demonstrations demonstrators (political) funerals funeral processions demonstrations elections politicians launches politicians political activities banners politicians demonstrations demonstrators (political) politicians political activities demonstrations rallies demonstrators (political) banners trade unions activists demonstrations activists demonstrations activists demonstrations demonstrations activists conventions demonstrations activists demonstrations activists demonstrations demonstrations demonstrations youth South Africans men women conventions demonstrations demonstrators (political) demonstrations antinuclear movement demonstrations boats city & town buildings fetes youth demonstrations activists art exhibitions balls & dances bands demonstrations schools & colleges demonstrators (political) buildings, structures & establishments workers newspaper offices book launches police stations conventions demonstrations launches Aboriginal peoples (Australians) land rights concerts demonstrators (political) demonstrations students rallies cultural events & activities demonstrations musical ensembles meetings performers university buildings demonstrations industrial workers wages rallies students demonstrations demonstrations evictions workers demonstrations harbours parliamentary buildings women women's employment discrimination in employment rallies demonstrations students politicians demonstrations demonstrators (political) meetings rallies public servants meetings women Philippine people Indians meetings youth demonstrations public servants dinners people in societal roles public speaking demonstrations bands women public servants birthday parties rallies demonstrations rallies newspapers jumpers (clothing) children migrants shops children migrants art exhibitions warships demonstrations conventions public speaking peace movement conventions women men groups (people) radio stations Aboriginal peoples (Australians) demonstrations politicians Aboriginal peoples (Australians) rallies Aboriginal peoples (Australians) rallies women groups (people) Aboriginal peoples (Australians) dancing theatre groups (performers) demonstrations theatres & cinemas rallies Aboriginal peoples (Australians) demonstrations demonstrations shop assistants Aboriginal peoples (Australians) demonstrations strikes Turks Iranians Kanaks (New Caledonian people) Kanaks (New Caledonian people) groups (people) Kanaks (New Caledonian people) drill (military) public housing housing developments meetings banners art exhibitions conventions demonstrations women painting graffiti fish markets boats bookshops newspapers demonstrations tenancy Aboriginal peoples (Australians) railway stations mortuaries demonstrations students department stores demonstrations logging houses carpenters activists Chinese peoples demonstrations food production workers bookshops demonstrators (political) Palestinians political parties launches demonstrations peace movement stables historic buildings museums horses trade unionists trams demonstrations women conventions public speaking demonstrations demonstrators (political) Aboriginal peoples (Australians) politicians demonstrations demonstrations demonstrators (political) conventions public speaking demonstrations discrimination in employment demonstrations abortion women fetes bishops activists women gays lesbians demonstrations public speaking radios batteries (electric) men demonstrations gays lesbians demonstrations demonstrators (political) portraits horsedrawn carriages musicians banners abortion demonstrations Malaysian people Aboriginal peoples (Australians) groups (people) concerts bands politicians Aboriginal peoples (Australians) Timor (Indonesian people) demonstrations arrests demonstrations South Africans conventions public speaking bush cleaning garbage volunteers education demonstrations abortion demonstrations public servants education customs officers women rallies demonstrations schools & colleges demonstrations schools & colleges conservation of natural resources Koreans conventions interviews monuments & memorials tree planting ceremonies festivals, celebrations etc. construction & demolition workers men public speaking women demonstrations naval ships demonstrators (political) Aboriginal peoples (Australians) land rights demonstrations teachers strikes shearers labour disputes meetings press conferences political parties political parties conventions demonstrations construction & demolition workers demonstrations demonstrators (political) anniversaries demonstrations conservation of natural resources Koreans Chinese peoples demonstrations conservation of natural resources strikes pickets men conventions public speaking demonstrations demonstrations book launches demonstrations employment pickets bands abortion demonstrations women South Africans delegations workers theatre groups (performers) conventions official visits pensioners demonstrations meetings demonstrations rites & ceremonies rallies demonstrators (political) conventions demonstrations political parties demonstrations festivals, celebrations etc. demonstrations gays anniversaries industrial areas conventions demonstrations frigates public servants rallies fetes demonstrations women meetings rallies construction & demolition workers meetings trade unions demonstrations radio stations meetings women meetings frigates demonstrations trucks containers & packing equipment chemical factories workers linesmen (power & telegraph) golf courses workers linesmen (power & telegraph) buses containers & packing equipment workers construction & demolition workers children construction sites railway yards demonstrations rallies musical events & activities meetings workers linesmen (power & telegraph) high-rise buildings satellite dishes railway sidings sundials festivals, celebrations etc. anniversaries factories festivals, celebrations etc. city & town views festivals, celebrations etc. city & town views beaches festivals, celebrations etc. city & town views festivals, celebrations etc. city & town views city & town streets portraits city & town views portraits children festivals, celebrations etc. crowds workers kitchens bathrooms demonstrations crowds Vietnamese people women Vietnamese people press conferences delegations portraits demonstrations demonstrations posters & placards banners demonstrations posters & placards banners monks posters & placards banners crowds women posters & placards banners crowds women posters & placards banners crowds women parks posters & placards banners crowds women posters & placards banners crowds women university students demonstrations meetings concerts press conferences portraits interviews political rallies posters & placards film posters posters & placards offices demonstrations posters & placards wharf labourers graffiti demonstrations demonstrations musical events & activities posters & placards women meetings posters & placards banners banners crowds women meetings banners audiences portraits restaurants, cafes etc. posters & placards posters & placards demonstrations demonstrations"
In [17]:
# Make a word cloud!
# The word cloud software splits the string into individual words and calculates their frquency
wordcloud = WordCloud(width=1200, height=800).generate(topic_words)
plt.figure(figsize=(12,8))
plt.imshow(wordcloud, interpolation='bilinear')
plt.axis("off")
Out[17]:
(-0.5, 1199.5, 799.5, -0.5)
In [19]:
# TextBlob is useful for analysing large amounts of text
# It automatically tokenises strings (splits them into individual words)
# You can then explore things like the word frequency
# See: https://textblob.readthedocs.io/en/dev/

blob = TextBlob(topic_words)
# Get a list of words and their frquencies
words = [[word, count] for word, count in blob.lower().word_counts.items() if word not in stopwords]
# Put words and frequencies into a DataFrame
word_counts = pd.DataFrame(words).rename({0: 'word', 1: 'count'}, axis=1).sort_values(by='count', ascending=False)
# Display the top 25 words
word_counts[:25].style.format({'count': '{:,}'}).bar(subset=['count'], color='#d65f5f').set_properties(subset=['count'], **{'width': '300px'})
Out[19]:
word count
21 demonstrations 926
13 meetings 349
32 portraits 273
129 political 244
22 posters 223
23 placards 207
19 women 198
67 workers 176
63 conventions 133
194 people 131
3 trade 130
132 rallies 127
188 public 126
128 demonstrators 113
41 banners 110
400 speaking 103
30 town 101
29 city 98
314 men 88
33 aboriginal 84
34 peoples 81
338 groups 80
134 buildings 78
357 rights 75
35 australians 75
In [22]:
# Save the word counts as a new CSV file
word_counts.to_csv('data/topic_word_counts.csv', index=False)
display(HTML('<a target="_blank" href="data/topic_word_counts.csv">Download CSV</a>'))

Try with descriptions

The original notebook created a word cloud from the description field, but you could also use TextBlob. This would give some data to compare between the structured descriptions in 'topics' and the free text descriptions.

In [28]:
# Turn all the descriptions into one big string
descriptions = df['description'].str.replace('|', ' ').str.cat(sep=' ')
In [40]:
stopwords = nltk.corpus.stopwords.words('english')
# words we want to exclude
stopwords = stopwords + ['image', 'descriptions', 'description', 'provided', 'cataloguer', 'negative', 'sleeve', 'titled', 'original', 'include', 'includes', 'row', 'rows']

blob = TextBlob(descriptions)
# Get a list of words and their frquencies
words = [[word, count] for word, count in blob.lower().word_counts.items() if word not in stopwords]
# Put words and frequencies into a DataFrame
word_counts = pd.DataFrame(words).rename({0: 'word', 1: 'count'}, axis=1).sort_values(by='count', ascending=False)
# Display the top 25 words
word_counts[:25].style.format({'count': '{:,}'}).bar(subset=['count'], color='#d65f5f').set_properties(subset=['count'], **{'width': '300px'})
Out[40]:
word count
102 sydney 1,119
161 demonstration 821
75 march 640
526 may 526
105 meeting 494
233 unidentified 404
604 august 392
509 july 363
868 october 345
53 day 342
0 1 332
852 september 330
262 june 319
92 6 317
84 workers 317
5352 1979 312
5180 1978 311
164 april 306
152 women 300
56 november 299
5509 1980 294
6282 1986 258
1363 melbourne 257
77 3 257
100 4 253
In [41]:
# Save the word counts as a new CSV file
word_counts.to_csv('data/description_word_counts.csv', index=False)
display(HTML('<a target="_blank" href="data/description_word_counts.csv">Download CSV</a>'))

Noun phrases

In [39]:
# TextBlob also extracts noun phrases -- these might be more useful than individual words?
# Note that running this can be quite slow...
# Get a list of nouns and their frquencies
nps = [[word, count] for word, count in blob.np_counts.items() if word not in stopwords]
# Put words and frequencies into a DataFrame
np_counts = pd.DataFrame(nps).rename({0: 'word', 1: 'count'}, axis=1).sort_values(by='count', ascending=False)
# Display the top 25 words
np_counts[:50].style.format({'count': '{:,}'}).bar(subset=['count'], color='#d65f5f').set_properties(subset=['count'], **{'width': '300px'})
Out[39]:
word count
47 sydney 989
0 negative sleeve 870
303 may 398
37 march 396
353 august 387
290 july 354
532 october 338
518 september 330
139 june 309
78 april 298
24 november 297
926 melbourne 231
70 february 226
162 demonstration 196
53 december 168
75 vietnam 146
41 australia 141
199 town hall 123
84 australian 119
958 unidentified 115
454 wales 87
1100 may day 86
87 january 86
611 aboriginal 83
447 canberra 72
4099 uranium 70
1131 communist party 67
422 wollongong 61
292 meeting 58
1039 book launch 54
449 hiroshima 51
6027 peter murphy 48
1777 portrait 47
938 newcastle 47
361 martin 44
71 's day 43
1310 nsw 43
597 centre 42
3674 timor 40
3911 adelaide 39
2012 portraits 39
3233 abortion 38
3885 melb 37
1125 glebe 37
99 aborigines 36
418 trades 35
4505 pine gap 34
575 victoria 32
691 hyde 31
451 anti-vietnam 31
In [42]:
# Save the word counts as a new CSV file
np_counts.to_csv('data/description_np_counts.csv', index=False)
display(HTML('<a target="_blank" href="data/description_np_counts.csv">Download CSV</a>'))
In [ ]: